diff --git "a/ntu60_xsub/j_3/20240717_212459.log" "b/ntu60_xsub/j_3/20240717_212459.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_3/20240717_212459.log" @@ -0,0 +1,4948 @@ +2024-07-17 21:24:59,312 - 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+ +------------------------------------------------------------ + +2024-07-17 21:24:59,654 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/j_3' +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='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-07-17 21:24:59,655 - pyskl - INFO - Set random seed to 55048011, deterministic: False +2024-07-17 21:25:04,720 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-17 21:25:12,618 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 21:25:12,625 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3 +2024-07-17 21:25:12,625 - 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 + -------------------- +2024-07-17 21:25:12,625 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-17 21:25:12,625 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3 by HardDiskBackend. +2024-07-17 21:25:54,231 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 19:25:41, time: 0.416, data_time: 0.181, memory: 6429, top1_acc: 0.0375, top5_acc: 0.1737, loss_cls: 4.4393, loss: 4.4393 +2024-07-17 21:26:17,239 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:42:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.0675, top5_acc: 0.2531, loss_cls: 4.2745, loss: 4.2745 +2024-07-17 21:26:40,194 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:27:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.0925, top5_acc: 0.3156, loss_cls: 4.0661, loss: 4.0661 +2024-07-17 21:27:03,200 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:49:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.1250, top5_acc: 0.4106, loss_cls: 3.8226, loss: 3.8226 +2024-07-17 21:27:26,279 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:52:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.1638, top5_acc: 0.5031, loss_cls: 3.5515, loss: 3.5515 +2024-07-17 21:27:49,320 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:13:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.1694, top5_acc: 0.5150, loss_cls: 3.5070, loss: 3.5070 +2024-07-17 21:28:12,558 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:47:20, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.1950, top5_acc: 0.5556, loss_cls: 3.3384, loss: 3.3384 +2024-07-17 21:28:35,848 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:28:03, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.2200, top5_acc: 0.5950, loss_cls: 3.2292, loss: 3.2292 +2024-07-17 21:28:58,900 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 2:11:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.2419, top5_acc: 0.6206, loss_cls: 3.1555, loss: 3.1555 +2024-07-17 21:29:22,046 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:58:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.2425, top5_acc: 0.6438, loss_cls: 3.0560, loss: 3.0560 +2024-07-17 21:29:45,242 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:48:05, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.2850, top5_acc: 0.6987, loss_cls: 2.9022, loss: 2.9022 +2024-07-17 21:30:08,361 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:39:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3075, top5_acc: 0.7056, loss_cls: 2.8527, loss: 2.8527 +2024-07-17 21:30:31,430 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:31:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3312, top5_acc: 0.7369, loss_cls: 2.7649, loss: 2.7649 +2024-07-17 21:30:54,528 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:24:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3312, top5_acc: 0.7362, loss_cls: 2.7373, loss: 2.7373 +2024-07-17 21:31:17,576 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:18:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3375, top5_acc: 0.7475, loss_cls: 2.7024, loss: 2.7024 +2024-07-17 21:31:40,668 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 1:12:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3588, top5_acc: 0.7819, loss_cls: 2.5943, loss: 2.5943 +2024-07-17 21:32:03,813 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 1:08:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3987, top5_acc: 0.7963, loss_cls: 2.4898, loss: 2.4898 +2024-07-17 21:32:26,872 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 1:04:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3912, top5_acc: 0.7937, loss_cls: 2.4949, loss: 2.4949 +2024-07-17 21:32:50,055 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 1:00:39, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.4062, top5_acc: 0.8019, loss_cls: 2.4453, loss: 2.4453 +2024-07-17 21:33:13,163 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:57:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.4113, top5_acc: 0.8037, loss_cls: 2.4327, loss: 2.4327 +2024-07-17 21:33:36,293 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:54:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.4288, top5_acc: 0.8137, loss_cls: 2.3733, loss: 2.3733 +2024-07-17 21:33:59,521 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:51:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.4188, top5_acc: 0.8344, loss_cls: 2.3219, loss: 2.3219 +2024-07-17 21:34:22,657 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:49:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.4525, top5_acc: 0.8419, loss_cls: 2.2525, loss: 2.2525 +2024-07-17 21:34:45,766 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:46:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.4575, top5_acc: 0.8319, loss_cls: 2.2908, loss: 2.2908 +2024-07-17 21:35:09,084 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:44:45, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.4619, top5_acc: 0.8281, loss_cls: 2.2670, loss: 2.2670 +2024-07-17 21:35:10,918 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-17 21:36:29,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:36:29,085 - pyskl - INFO - +top1_acc 0.4890 +top5_acc 0.8516 +2024-07-17 21:36:29,207 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-17 21:36:29,208 - pyskl - INFO - Best top1_acc is 0.4890 at 1 epoch. +2024-07-17 21:36:29,210 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4890, top5_acc: 0.8516 +2024-07-17 21:37:10,243 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:21:54, time: 0.410, data_time: 0.180, memory: 6429, top1_acc: 0.4625, top5_acc: 0.8456, loss_cls: 2.2216, loss: 2.2216 +2024-07-17 21:37:33,365 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:18:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5056, top5_acc: 0.8525, loss_cls: 2.1166, loss: 2.1166 +2024-07-17 21:37:56,576 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 1:15:21, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.4750, top5_acc: 0.8544, loss_cls: 2.1778, loss: 2.1778 +2024-07-17 21:38:19,712 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 1:12:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5169, top5_acc: 0.8706, loss_cls: 2.0370, loss: 2.0370 +2024-07-17 21:38:42,876 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 1:09:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5138, top5_acc: 0.8594, loss_cls: 2.0709, loss: 2.0709 +2024-07-17 21:39:06,162 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 1:07:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.5219, top5_acc: 0.8712, loss_cls: 2.0399, loss: 2.0399 +2024-07-17 21:39:29,316 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 1:04:32, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5162, top5_acc: 0.8819, loss_cls: 2.0152, loss: 2.0152 +2024-07-17 21:39:52,528 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 1:02:14, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5369, top5_acc: 0.8669, loss_cls: 2.0181, loss: 2.0181 +2024-07-17 21:40:15,805 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 1:00:10, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.5306, top5_acc: 0.8894, loss_cls: 1.9725, loss: 1.9725 +2024-07-17 21:40:39,035 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:58:06, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5325, top5_acc: 0.8819, loss_cls: 1.9714, loss: 1.9714 +2024-07-17 21:41:02,206 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:56:02, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5756, top5_acc: 0.8950, loss_cls: 1.8422, loss: 1.8422 +2024-07-17 21:41:25,399 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:54:06, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5794, top5_acc: 0.8950, loss_cls: 1.8518, loss: 1.8518 +2024-07-17 21:41:48,546 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:52:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5463, top5_acc: 0.9031, loss_cls: 1.8898, loss: 1.8898 +2024-07-17 21:42:11,682 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:50:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5513, top5_acc: 0.8875, loss_cls: 1.9149, loss: 1.9149 +2024-07-17 21:42:34,809 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:48:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5437, top5_acc: 0.8856, loss_cls: 1.8813, loss: 1.8813 +2024-07-17 21:42:57,964 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:46:47, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5881, top5_acc: 0.9100, loss_cls: 1.7690, loss: 1.7690 +2024-07-17 21:43:21,081 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:45:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5694, top5_acc: 0.8981, loss_cls: 1.8227, loss: 1.8227 +2024-07-17 21:43:44,231 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:43:31, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5794, top5_acc: 0.8994, loss_cls: 1.8190, loss: 1.8190 +2024-07-17 21:44:07,361 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:41:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5863, top5_acc: 0.9000, loss_cls: 1.8088, loss: 1.8088 +2024-07-17 21:44:30,364 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:40:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5756, top5_acc: 0.9125, loss_cls: 1.7718, loss: 1.7718 +2024-07-17 21:44:53,450 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:38:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5869, top5_acc: 0.9031, loss_cls: 1.7747, loss: 1.7747 +2024-07-17 21:45:16,502 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:37:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6025, top5_acc: 0.9113, loss_cls: 1.7509, loss: 1.7509 +2024-07-17 21:45:39,468 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:35:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5831, top5_acc: 0.8944, loss_cls: 1.8050, loss: 1.8050 +2024-07-17 21:46:02,547 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:34:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6000, top5_acc: 0.9081, loss_cls: 1.7108, loss: 1.7108 +2024-07-17 21:46:25,807 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:33:11, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.5881, top5_acc: 0.9038, loss_cls: 1.7603, loss: 1.7603 +2024-07-17 21:46:27,594 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-17 21:47:45,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:47:45,669 - pyskl - INFO - +top1_acc 0.6313 +top5_acc 0.9091 +2024-07-17 21:47:45,673 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_1.pth was removed +2024-07-17 21:47:45,797 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-17 21:47:45,798 - pyskl - INFO - Best top1_acc is 0.6313 at 2 epoch. +2024-07-17 21:47:45,800 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6313, top5_acc: 0.9091 +2024-07-17 21:48:26,609 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:51:33, time: 0.408, data_time: 0.178, memory: 6429, top1_acc: 0.5744, top5_acc: 0.8981, loss_cls: 1.8150, loss: 1.8150 +2024-07-17 21:48:49,707 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:49:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6181, top5_acc: 0.9163, loss_cls: 1.6979, loss: 1.6979 +2024-07-17 21:49:12,763 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:48:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6256, top5_acc: 0.9194, loss_cls: 1.6572, loss: 1.6572 +2024-07-17 21:49:35,949 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:46:51, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6325, top5_acc: 0.9150, loss_cls: 1.6717, loss: 1.6717 +2024-07-17 21:49:59,105 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:45:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.5969, top5_acc: 0.9119, loss_cls: 1.7014, loss: 1.7014 +2024-07-17 21:50:22,222 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:43:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6094, top5_acc: 0.9181, loss_cls: 1.6551, loss: 1.6551 +2024-07-17 21:50:45,365 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:42:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6475, top5_acc: 0.9131, loss_cls: 1.6342, loss: 1.6342 +2024-07-17 21:51:08,515 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:41:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6481, top5_acc: 0.9244, loss_cls: 1.5694, loss: 1.5694 +2024-07-17 21:51:31,665 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:39:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6206, top5_acc: 0.9219, loss_cls: 1.6111, loss: 1.6111 +2024-07-17 21:51:54,766 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:38:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6569, top5_acc: 0.9300, loss_cls: 1.5381, loss: 1.5381 +2024-07-17 21:52:17,914 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:37:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6306, top5_acc: 0.9300, loss_cls: 1.5861, loss: 1.5861 +2024-07-17 21:52:41,074 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:36:11, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6331, top5_acc: 0.9269, loss_cls: 1.5919, loss: 1.5919 +2024-07-17 21:53:04,255 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:35:01, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6581, top5_acc: 0.9294, loss_cls: 1.5556, loss: 1.5556 +2024-07-17 21:53:27,404 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:33:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6606, top5_acc: 0.9244, loss_cls: 1.5309, loss: 1.5309 +2024-07-17 21:53:50,500 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:32:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6575, top5_acc: 0.9294, loss_cls: 1.5792, loss: 1.5792 +2024-07-17 21:54:13,600 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:31:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6331, top5_acc: 0.9187, loss_cls: 1.5958, loss: 1.5958 +2024-07-17 21:54:36,684 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:30:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6700, top5_acc: 0.9394, loss_cls: 1.4648, loss: 1.4648 +2024-07-17 21:54:59,792 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:29:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6112, top5_acc: 0.9213, loss_cls: 1.6839, loss: 1.6839 +2024-07-17 21:55:22,935 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:28:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6669, top5_acc: 0.9325, loss_cls: 1.5374, loss: 1.5374 +2024-07-17 21:55:46,016 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:27:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9244, loss_cls: 1.6156, loss: 1.6156 +2024-07-17 21:56:09,152 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:26:04, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6600, top5_acc: 0.9394, loss_cls: 1.4899, loss: 1.4899 +2024-07-17 21:56:32,302 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:25:04, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6600, top5_acc: 0.9231, loss_cls: 1.5612, loss: 1.5612 +2024-07-17 21:56:55,483 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:24:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6631, top5_acc: 0.9406, loss_cls: 1.4933, loss: 1.4933 +2024-07-17 21:57:18,579 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:23:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6625, top5_acc: 0.9275, loss_cls: 1.5350, loss: 1.5350 +2024-07-17 21:57:41,818 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:22:14, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6506, top5_acc: 0.9287, loss_cls: 1.5181, loss: 1.5181 +2024-07-17 21:57:43,640 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-17 21:59:01,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 21:59:01,862 - pyskl - INFO - +top1_acc 0.6309 +top5_acc 0.9093 +2024-07-17 21:59:01,864 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6309, top5_acc: 0.9093 +2024-07-17 21:59:42,630 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:34:19, time: 0.408, data_time: 0.177, memory: 6429, top1_acc: 0.6775, top5_acc: 0.9337, loss_cls: 1.4375, loss: 1.4375 +2024-07-17 22:00:05,660 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:33:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6737, top5_acc: 0.9350, loss_cls: 1.4681, loss: 1.4681 +2024-07-17 22:00:28,737 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:32:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6725, top5_acc: 0.9406, loss_cls: 1.4525, loss: 1.4525 +2024-07-17 22:00:51,763 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:30:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6819, top5_acc: 0.9444, loss_cls: 1.4219, loss: 1.4219 +2024-07-17 22:01:14,819 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:29:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6975, top5_acc: 0.9375, loss_cls: 1.4072, loss: 1.4072 +2024-07-17 22:01:37,963 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:28:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6775, top5_acc: 0.9437, loss_cls: 1.4229, loss: 1.4229 +2024-07-17 22:02:01,045 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:27:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7000, top5_acc: 0.9425, loss_cls: 1.4198, loss: 1.4198 +2024-07-17 22:02:24,113 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:26:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 1.3654, loss: 1.3654 +2024-07-17 22:02:47,225 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:25:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9456, loss_cls: 1.3613, loss: 1.3613 +2024-07-17 22:03:10,359 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:24:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6913, top5_acc: 0.9381, loss_cls: 1.4206, loss: 1.4206 +2024-07-17 22:03:33,437 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:23:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6794, top5_acc: 0.9406, loss_cls: 1.4258, loss: 1.4258 +2024-07-17 22:03:56,494 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:22:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6825, top5_acc: 0.9413, loss_cls: 1.3901, loss: 1.3901 +2024-07-17 22:04:19,581 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:21:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.2824, loss: 1.2824 +2024-07-17 22:04:42,660 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:20:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 1.4069, loss: 1.4069 +2024-07-17 22:05:05,718 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:19:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9487, loss_cls: 1.3063, loss: 1.3063 +2024-07-17 22:05:29,139 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:19:04, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 1.3749, loss: 1.3749 +2024-07-17 22:05:52,452 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:18:18, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 1.3794, loss: 1.3794 +2024-07-17 22:06:15,550 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:17:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6944, top5_acc: 0.9413, loss_cls: 1.3947, loss: 1.3947 +2024-07-17 22:06:38,738 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:16:34, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6844, top5_acc: 0.9444, loss_cls: 1.3731, loss: 1.3731 +2024-07-17 22:07:01,907 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:15:44, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9469, loss_cls: 1.3569, loss: 1.3569 +2024-07-17 22:07:25,046 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:14:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9437, loss_cls: 1.3890, loss: 1.3890 +2024-07-17 22:07:48,279 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:14:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 1.3784, loss: 1.3784 +2024-07-17 22:08:11,431 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:13:18, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9506, loss_cls: 1.3112, loss: 1.3112 +2024-07-17 22:08:34,621 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 0:12:31, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9487, loss_cls: 1.3478, loss: 1.3478 +2024-07-17 22:08:57,821 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 0:11:45, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7075, top5_acc: 0.9487, loss_cls: 1.3276, loss: 1.3276 +2024-07-17 22:08:59,602 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-17 22:10:17,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:10:17,873 - pyskl - INFO - +top1_acc 0.7202 +top5_acc 0.9424 +2024-07-17 22:10:17,877 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_2.pth was removed +2024-07-17 22:10:18,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-17 22:10:18,002 - pyskl - INFO - Best top1_acc is 0.7202 at 4 epoch. +2024-07-17 22:10:18,005 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7202, top5_acc: 0.9424 +2024-07-17 22:10:58,972 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:20:48, time: 0.410, data_time: 0.179, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9619, loss_cls: 1.2693, loss: 1.2693 +2024-07-17 22:11:22,083 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:19:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9469, loss_cls: 1.2673, loss: 1.2673 +2024-07-17 22:11:45,168 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:18:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.2891, loss: 1.2891 +2024-07-17 22:12:08,296 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:18:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 1.2762, loss: 1.2762 +2024-07-17 22:12:31,485 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:17:16, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7256, top5_acc: 0.9575, loss_cls: 1.2536, loss: 1.2536 +2024-07-17 22:12:54,621 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:16:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9537, loss_cls: 1.2948, loss: 1.2948 +2024-07-17 22:13:17,749 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:15:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9537, loss_cls: 1.3057, loss: 1.3057 +2024-07-17 22:13:40,900 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:14:44, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9494, loss_cls: 1.2869, loss: 1.2869 +2024-07-17 22:14:03,978 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:13:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7119, top5_acc: 0.9450, loss_cls: 1.3282, loss: 1.3282 +2024-07-17 22:14:27,136 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:13:04, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9550, loss_cls: 1.2489, loss: 1.2489 +2024-07-17 22:14:50,240 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 0:12:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9550, loss_cls: 1.2590, loss: 1.2590 +2024-07-17 22:15:13,460 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 0:11:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9500, loss_cls: 1.3123, loss: 1.3123 +2024-07-17 22:15:36,649 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 0:10:42, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.3047, loss: 1.3047 +2024-07-17 22:15:59,702 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 0:09:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.3023, loss: 1.3023 +2024-07-17 22:16:22,779 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 0:09:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 1.2520, loss: 1.2520 +2024-07-17 22:16:45,858 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 0:08:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.2933, loss: 1.2933 +2024-07-17 22:17:08,928 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 0:07:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 1.2595, loss: 1.2595 +2024-07-17 22:17:32,036 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 0:06:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9544, loss_cls: 1.2381, loss: 1.2381 +2024-07-17 22:17:55,101 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 0:05:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9594, loss_cls: 1.2674, loss: 1.2674 +2024-07-17 22:18:18,140 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 0:05:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7081, top5_acc: 0.9481, loss_cls: 1.3242, loss: 1.3242 +2024-07-17 22:18:41,189 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 0:04:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9675, loss_cls: 1.1398, loss: 1.1398 +2024-07-17 22:19:04,256 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 0:03:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9575, loss_cls: 1.2127, loss: 1.2127 +2024-07-17 22:19:27,370 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 0:02:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9525, loss_cls: 1.2341, loss: 1.2341 +2024-07-17 22:19:50,643 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 0:02:07, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9513, loss_cls: 1.2529, loss: 1.2529 +2024-07-17 22:20:14,078 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 0:01:32, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 1.2327, loss: 1.2327 +2024-07-17 22:20:15,934 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-17 22:21:34,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:21:34,251 - pyskl - INFO - +top1_acc 0.7295 +top5_acc 0.9447 +2024-07-17 22:21:34,256 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_4.pth was removed +2024-07-17 22:21:34,397 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-17 22:21:34,397 - pyskl - INFO - Best top1_acc is 0.7295 at 5 epoch. +2024-07-17 22:21:34,399 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7295, top5_acc: 0.9447 +2024-07-17 22:22:15,258 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 0:08:37, time: 0.409, data_time: 0.177, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 1.2776, loss: 1.2776 +2024-07-17 22:22:38,435 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 0:07:51, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9575, loss_cls: 1.2082, loss: 1.2082 +2024-07-17 22:23:01,631 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 0:07:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.2314, loss: 1.2314 +2024-07-17 22:23:24,775 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 0:06:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 1.2131, loss: 1.2131 +2024-07-17 22:23:47,949 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 0:05:37, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9581, loss_cls: 1.1876, loss: 1.1876 +2024-07-17 22:24:11,161 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 0:04:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.2190, loss: 1.2190 +2024-07-17 22:24:34,276 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 0:04:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9494, loss_cls: 1.2665, loss: 1.2665 +2024-07-17 22:24:57,376 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 0:03:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7150, top5_acc: 0.9569, loss_cls: 1.2704, loss: 1.2704 +2024-07-17 22:25:20,457 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 0:02:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.1981, loss: 1.1981 +2024-07-17 22:25:43,539 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 0:01:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9581, loss_cls: 1.2058, loss: 1.2058 +2024-07-17 22:26:06,570 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 0:01:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.2202, loss: 1.2202 +2024-07-17 22:26:29,576 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 0:00:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9550, loss_cls: 1.1970, loss: 1.1970 +2024-07-17 22:26:52,606 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:59:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9556, loss_cls: 1.2354, loss: 1.2354 +2024-07-17 22:27:15,725 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:58:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.1719, loss: 1.1719 +2024-07-17 22:27:38,797 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:58:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 1.2266, loss: 1.2266 +2024-07-17 22:28:01,806 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:57:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9581, loss_cls: 1.2122, loss: 1.2122 +2024-07-17 22:28:24,843 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:56:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.2133, loss: 1.2133 +2024-07-17 22:28:47,876 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:55:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9606, loss_cls: 1.1765, loss: 1.1765 +2024-07-17 22:29:10,982 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:55:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9637, loss_cls: 1.1439, loss: 1.1439 +2024-07-17 22:29:34,137 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:54:31, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9513, loss_cls: 1.2313, loss: 1.2313 +2024-07-17 22:29:57,225 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:53:49, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.1611, loss: 1.1611 +2024-07-17 22:30:20,312 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:53:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 1.1191, loss: 1.1191 +2024-07-17 22:30:43,413 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:52:26, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 1.1720, loss: 1.1720 +2024-07-17 22:31:06,606 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:51:48, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.1835, loss: 1.1835 +2024-07-17 22:31:29,837 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:51:10, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9625, loss_cls: 1.1785, loss: 1.1785 +2024-07-17 22:31:31,694 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-17 22:32:49,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:32:49,545 - pyskl - INFO - +top1_acc 0.6837 +top5_acc 0.9281 +2024-07-17 22:32:49,547 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6837, top5_acc: 0.9281 +2024-07-17 22:33:30,308 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:56:55, time: 0.408, data_time: 0.177, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 1.1425, loss: 1.1425 +2024-07-17 22:33:53,413 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:56:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.2101, loss: 1.2101 +2024-07-17 22:34:16,503 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:55:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 1.1372, loss: 1.1372 +2024-07-17 22:34:39,543 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:54:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.1246, loss: 1.1246 +2024-07-17 22:35:02,588 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:54:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 1.1904, loss: 1.1904 +2024-07-17 22:35:25,694 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:53:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.1951, loss: 1.1951 +2024-07-17 22:35:48,802 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:52:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9656, loss_cls: 1.1375, loss: 1.1375 +2024-07-17 22:36:11,914 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:51:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9625, loss_cls: 1.1572, loss: 1.1572 +2024-07-17 22:36:35,125 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:51:20, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9681, loss_cls: 1.1526, loss: 1.1526 +2024-07-17 22:36:58,226 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:50:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 1.1105, loss: 1.1105 +2024-07-17 22:37:21,351 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:49:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.1197, loss: 1.1197 +2024-07-17 22:37:44,488 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:49:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9600, loss_cls: 1.1963, loss: 1.1963 +2024-07-17 22:38:07,528 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:48:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 1.1466, loss: 1.1466 +2024-07-17 22:38:30,629 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:47:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 1.2338, loss: 1.2338 +2024-07-17 22:38:53,703 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:47:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9669, loss_cls: 1.1173, loss: 1.1173 +2024-07-17 22:39:16,905 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:46:40, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9625, loss_cls: 1.1261, loss: 1.1261 +2024-07-17 22:39:40,071 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:46:02, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 1.0916, loss: 1.0916 +2024-07-17 22:40:03,159 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:45:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9613, loss_cls: 1.1491, loss: 1.1491 +2024-07-17 22:40:26,262 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:44:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9637, loss_cls: 1.1229, loss: 1.1229 +2024-07-17 22:40:49,435 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:44:06, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 1.1521, loss: 1.1521 +2024-07-17 22:41:12,573 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:43:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 1.1995, loss: 1.1995 +2024-07-17 22:41:35,666 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:42:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.1601, loss: 1.1601 +2024-07-17 22:41:58,805 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:42:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 1.1200, loss: 1.1200 +2024-07-17 22:42:22,093 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:41:38, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.2146, loss: 1.2146 +2024-07-17 22:42:45,417 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:41:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.1215, loss: 1.1215 +2024-07-17 22:42:47,243 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-17 22:44:05,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:44:05,431 - pyskl - INFO - +top1_acc 0.7063 +top5_acc 0.9474 +2024-07-17 22:44:05,433 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7063, top5_acc: 0.9474 +2024-07-17 22:44:46,225 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:45:56, time: 0.408, data_time: 0.177, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 1.0877, loss: 1.0877 +2024-07-17 22:45:09,361 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:45:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9688, loss_cls: 1.0982, loss: 1.0982 +2024-07-17 22:45:32,546 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:44:39, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9606, loss_cls: 1.1526, loss: 1.1526 +2024-07-17 22:45:55,658 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:44:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.1240, loss: 1.1240 +2024-07-17 22:46:18,745 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:43:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9631, loss_cls: 1.1259, loss: 1.1259 +2024-07-17 22:46:41,900 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:42:43, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.1833, loss: 1.1833 +2024-07-17 22:47:05,076 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:42:05, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.1201, loss: 1.1201 +2024-07-17 22:47:28,258 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:41:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.1186, loss: 1.1186 +2024-07-17 22:47:51,409 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:40:51, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.1617, loss: 1.1617 +2024-07-17 22:48:14,502 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:40:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9625, loss_cls: 1.1447, loss: 1.1447 +2024-07-17 22:48:37,582 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:39:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9581, loss_cls: 1.1644, loss: 1.1644 +2024-07-17 22:49:00,684 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:38:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 1.0831, loss: 1.0831 +2024-07-17 22:49:23,766 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:38:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.0761, loss: 1.0761 +2024-07-17 22:49:46,878 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:37:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.0903, loss: 1.0903 +2024-07-17 22:50:10,034 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:37:04, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.1289, loss: 1.1289 +2024-07-17 22:50:33,167 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:36:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.1242, loss: 1.1242 +2024-07-17 22:50:56,265 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:35:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9650, loss_cls: 1.1308, loss: 1.1308 +2024-07-17 22:51:19,370 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:35:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9681, loss_cls: 1.1192, loss: 1.1192 +2024-07-17 22:51:42,507 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:34:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 1.1222, loss: 1.1222 +2024-07-17 22:52:05,626 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:34:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9706, loss_cls: 1.1021, loss: 1.1021 +2024-07-17 22:52:28,805 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:33:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 1.0695, loss: 1.0695 +2024-07-17 22:52:51,966 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:32:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.1645, loss: 1.1645 +2024-07-17 22:53:15,048 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:32:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.0954, loss: 1.0954 +2024-07-17 22:53:38,250 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:31:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.0703, loss: 1.0703 +2024-07-17 22:54:01,507 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:31:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 1.0553, loss: 1.0553 +2024-07-17 22:54:03,310 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-17 22:55:21,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 22:55:21,504 - pyskl - INFO - +top1_acc 0.7463 +top5_acc 0.9480 +2024-07-17 22:55:21,508 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_5.pth was removed +2024-07-17 22:55:21,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2024-07-17 22:55:21,630 - pyskl - INFO - Best top1_acc is 0.7463 at 8 epoch. +2024-07-17 22:55:21,632 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7463, top5_acc: 0.9480 +2024-07-17 22:56:02,466 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:35:15, time: 0.408, data_time: 0.177, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 1.0933, loss: 1.0933 +2024-07-17 22:56:25,557 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:34:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9688, loss_cls: 1.0788, loss: 1.0788 +2024-07-17 22:56:48,708 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:34:02, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9669, loss_cls: 1.0658, loss: 1.0658 +2024-07-17 22:57:11,844 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:33:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.1657, loss: 1.1657 +2024-07-17 22:57:34,992 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:32:49, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 1.0616, loss: 1.0616 +2024-07-17 22:57:58,107 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:32:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 1.1150, loss: 1.1150 +2024-07-17 22:58:21,373 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:31:38, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.0584, loss: 1.0584 +2024-07-17 22:58:44,662 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:31:05, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.1423, loss: 1.1423 +2024-07-17 22:59:07,819 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:30:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.0635, loss: 1.0635 +2024-07-17 22:59:30,976 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:29:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9719, loss_cls: 1.1262, loss: 1.1262 +2024-07-17 22:59:54,093 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:29:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9675, loss_cls: 1.0777, loss: 1.0777 +2024-07-17 23:00:17,210 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:28:42, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 1.1697, loss: 1.1697 +2024-07-17 23:00:40,353 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:28:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 1.1155, loss: 1.1155 +2024-07-17 23:01:03,507 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:27:32, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 1.1900, loss: 1.1900 +2024-07-17 23:01:26,646 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:26:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.0829, loss: 1.0829 +2024-07-17 23:01:49,821 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:26:22, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.0573, loss: 1.0573 +2024-07-17 23:02:12,947 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:25:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9731, loss_cls: 1.0286, loss: 1.0286 +2024-07-17 23:02:36,121 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:25:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 1.0801, loss: 1.0801 +2024-07-17 23:02:59,404 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:24:41, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 1.1425, loss: 1.1425 +2024-07-17 23:03:22,601 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:24:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.1110, loss: 1.1110 +2024-07-17 23:03:45,689 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:23:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.0905, loss: 1.0905 +2024-07-17 23:04:08,763 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:22:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 1.0660, loss: 1.0660 +2024-07-17 23:04:31,921 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:22:22, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.1409, loss: 1.1409 +2024-07-17 23:04:55,235 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:21:51, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.0961, loss: 1.0961 +2024-07-17 23:05:18,308 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:21:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9769, loss: 0.9769 +2024-07-17 23:05:20,126 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-17 23:06:38,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:06:38,403 - pyskl - INFO - +top1_acc 0.6930 +top5_acc 0.9372 +2024-07-17 23:06:38,405 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6930, top5_acc: 0.9372 +2024-07-17 23:07:19,329 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:24:55, time: 0.409, data_time: 0.178, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.0749, loss: 1.0749 +2024-07-17 23:07:42,408 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:24:19, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.0029, loss: 1.0029 +2024-07-17 23:08:05,502 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:23:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9750, loss_cls: 1.0006, loss: 1.0006 +2024-07-17 23:08:28,626 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:23:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 1.1008, loss: 1.1008 +2024-07-17 23:08:51,745 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:22:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.0414, loss: 1.0414 +2024-07-17 23:09:14,839 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:21:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.9876, loss: 0.9876 +2024-07-17 23:09:37,932 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:21:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.0647, loss: 1.0647 +2024-07-17 23:10:00,981 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:20:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 1.1231, loss: 1.1231 +2024-07-17 23:10:24,125 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:20:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9681, loss_cls: 1.0959, loss: 1.0959 +2024-07-17 23:10:47,279 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:19:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.0385, loss: 1.0385 +2024-07-17 23:11:10,333 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:19:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.0970, loss: 1.0970 +2024-07-17 23:11:33,398 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:18:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.0117, loss: 1.0117 +2024-07-17 23:11:56,559 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:17:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.0551, loss: 1.0551 +2024-07-17 23:12:19,626 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:17:19, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.0161, loss: 1.0161 +2024-07-17 23:12:42,682 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:16:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 1.0017, loss: 1.0017 +2024-07-17 23:13:05,766 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:16:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 1.0386, loss: 1.0386 +2024-07-17 23:13:28,814 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:15:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 1.0810, loss: 1.0810 +2024-07-17 23:13:51,908 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:15:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 1.0469, loss: 1.0469 +2024-07-17 23:14:14,922 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:14:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.0997, loss: 1.0997 +2024-07-17 23:14:38,037 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:13:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 1.0704, loss: 1.0704 +2024-07-17 23:15:01,178 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:13:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.0843, loss: 1.0843 +2024-07-17 23:15:24,315 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:12:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 1.0271, loss: 1.0271 +2024-07-17 23:15:47,452 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:12:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.0670, loss: 1.0670 +2024-07-17 23:16:10,857 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 23:11:43, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.0986, loss: 1.0986 +2024-07-17 23:16:34,075 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 23:11:11, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 0.9997, loss: 0.9997 +2024-07-17 23:16:35,857 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-17 23:17:53,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:17:53,990 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9593 +2024-07-17 23:17:53,994 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_8.pth was removed +2024-07-17 23:17:54,116 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-07-17 23:17:54,116 - pyskl - INFO - Best top1_acc is 0.7742 at 10 epoch. +2024-07-17 23:17:54,118 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7742, top5_acc: 0.9593 +2024-07-17 23:18:34,796 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:14:21, time: 0.407, data_time: 0.177, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.9730, loss: 0.9730 +2024-07-17 23:18:57,867 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:13:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9725, loss_cls: 0.9943, loss: 0.9943 +2024-07-17 23:19:20,953 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:13:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.0264, loss: 1.0264 +2024-07-17 23:19:44,107 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:12:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 1.0683, loss: 1.0683 +2024-07-17 23:20:07,274 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 23:12:05, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.0115, loss: 1.0115 +2024-07-17 23:20:30,482 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 23:11:33, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.0058, loss: 1.0058 +2024-07-17 23:20:53,530 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 23:10:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.0249, loss: 1.0249 +2024-07-17 23:21:16,677 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 23:10:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.0235, loss: 1.0235 +2024-07-17 23:21:39,755 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 23:09:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9725, loss_cls: 1.0224, loss: 1.0224 +2024-07-17 23:22:02,885 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 23:09:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.0768, loss: 1.0768 +2024-07-17 23:22:25,985 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 23:08:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 1.0259, loss: 1.0259 +2024-07-17 23:22:49,115 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 23:08:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 1.0106, loss: 1.0106 +2024-07-17 23:23:12,278 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 23:07:39, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9712, loss_cls: 1.0125, loss: 1.0125 +2024-07-17 23:23:35,376 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 23:07:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.0555, loss: 1.0555 +2024-07-17 23:23:58,630 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 23:06:34, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.0326, loss: 1.0326 +2024-07-17 23:24:21,746 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 23:06:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0611, loss: 1.0611 +2024-07-17 23:24:44,932 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 23:05:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.0262, loss: 1.0262 +2024-07-17 23:25:08,088 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 23:04:57, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.0318, loss: 1.0318 +2024-07-17 23:25:31,227 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 23:04:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.0787, loss: 1.0787 +2024-07-17 23:25:54,378 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 23:03:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0872, loss: 1.0872 +2024-07-17 23:26:17,515 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 23:03:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 1.0479, loss: 1.0479 +2024-07-17 23:26:40,596 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 23:02:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 0.9602, loss: 0.9602 +2024-07-17 23:27:03,873 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 23:02:16, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.0139, loss: 1.0139 +2024-07-17 23:27:27,136 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 23:01:46, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9947, loss: 0.9947 +2024-07-17 23:27:50,107 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 23:01:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 0.9910, loss: 0.9910 +2024-07-17 23:27:51,885 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-17 23:29:09,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:29:09,933 - pyskl - INFO - +top1_acc 0.7488 +top5_acc 0.9536 +2024-07-17 23:29:09,935 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7488, top5_acc: 0.9536 +2024-07-17 23:29:50,813 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 23:04:03, time: 0.409, data_time: 0.177, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0184, loss: 1.0184 +2024-07-17 23:30:13,848 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 23:03:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9725, loss_cls: 0.9900, loss: 0.9900 +2024-07-17 23:30:36,959 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 23:02:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9762, loss_cls: 0.9974, loss: 0.9974 +2024-07-17 23:31:00,075 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 23:02:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.0449, loss: 1.0449 +2024-07-17 23:31:23,206 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 23:01:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 1.0210, loss: 1.0210 +2024-07-17 23:31:46,259 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 23:01:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.9861, loss: 0.9861 +2024-07-17 23:32:09,450 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 23:00:46, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.9863, loss: 0.9863 +2024-07-17 23:32:32,856 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 23:00:16, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 0.9788, loss: 0.9788 +2024-07-17 23:32:55,954 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:59:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 1.0577, loss: 1.0577 +2024-07-17 23:33:19,040 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:59:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 1.0423, loss: 1.0423 +2024-07-17 23:33:42,164 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:58:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.0189, loss: 1.0189 +2024-07-17 23:34:05,265 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:58:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 0.9970, loss: 0.9970 +2024-07-17 23:34:28,359 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:57:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 0.9734, loss: 0.9734 +2024-07-17 23:34:51,480 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:57:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 1.0157, loss: 1.0157 +2024-07-17 23:35:14,554 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:56:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.0899, loss: 1.0899 +2024-07-17 23:35:37,718 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:55:57, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9839, loss: 0.9839 +2024-07-17 23:36:00,867 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:55:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 0.9912, loss: 0.9912 +2024-07-17 23:36:23,989 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:54:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.0119, loss: 1.0119 +2024-07-17 23:36:47,253 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:54:23, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 1.0595, loss: 1.0595 +2024-07-17 23:37:10,404 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:53:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 1.0515, loss: 1.0515 +2024-07-17 23:37:33,545 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:53:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 0.9761, loss: 0.9761 +2024-07-17 23:37:56,691 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:52:49, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9694, loss_cls: 1.0393, loss: 1.0393 +2024-07-17 23:38:19,863 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:52:18, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 0.9879, loss: 0.9879 +2024-07-17 23:38:43,319 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:51:50, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9656, loss_cls: 1.0701, loss: 1.0701 +2024-07-17 23:39:06,592 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:51:20, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.0892, loss: 1.0892 +2024-07-17 23:39:08,426 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-17 23:40:26,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:40:26,931 - pyskl - INFO - +top1_acc 0.7650 +top5_acc 0.9576 +2024-07-17 23:40:26,933 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7650, top5_acc: 0.9576 +2024-07-17 23:41:07,298 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:53:49, time: 0.404, data_time: 0.174, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 0.9853, loss: 0.9853 +2024-07-17 23:41:30,335 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:53:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 1.0503, loss: 1.0503 +2024-07-17 23:41:53,303 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:52:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9750, loss_cls: 0.9631, loss: 0.9631 +2024-07-17 23:42:16,321 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:52:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9493, loss: 0.9493 +2024-07-17 23:42:39,369 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:51:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9281, loss: 0.9281 +2024-07-17 23:43:02,432 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:51:04, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 0.9635, loss: 0.9635 +2024-07-17 23:43:25,507 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:50:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.9606, loss: 0.9606 +2024-07-17 23:43:48,624 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:50:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.0068, loss: 1.0068 +2024-07-17 23:44:11,785 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:49:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.0080, loss: 1.0080 +2024-07-17 23:44:34,949 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:48:57, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 1.0084, loss: 1.0084 +2024-07-17 23:44:58,126 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:48:26, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.0156, loss: 1.0156 +2024-07-17 23:45:21,301 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:47:55, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 0.9822, loss: 0.9822 +2024-07-17 23:45:44,486 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:47:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 0.9988, loss: 0.9988 +2024-07-17 23:46:07,613 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:46:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9700, loss_cls: 1.0538, loss: 1.0538 +2024-07-17 23:46:30,806 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:46:23, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 1.0976, loss: 1.0976 +2024-07-17 23:46:53,983 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:45:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 0.9825, loss: 0.9825 +2024-07-17 23:47:17,120 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:45:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 1.0199, loss: 1.0199 +2024-07-17 23:47:40,246 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:44:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.0306, loss: 1.0306 +2024-07-17 23:48:03,391 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:44:19, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.0130, loss: 1.0130 +2024-07-17 23:48:26,504 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:43:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.0155, loss: 1.0155 +2024-07-17 23:48:49,616 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:43:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9725, loss_cls: 1.0108, loss: 1.0108 +2024-07-17 23:49:12,679 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:42:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9778, loss: 0.9778 +2024-07-17 23:49:35,897 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:42:15, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9398, loss: 0.9398 +2024-07-17 23:49:59,013 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:41:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9541, loss: 0.9541 +2024-07-17 23:50:22,147 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:41:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9775, loss_cls: 0.9357, loss: 0.9357 +2024-07-17 23:50:23,919 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-17 23:51:42,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 23:51:42,185 - pyskl - INFO - +top1_acc 0.7673 +top5_acc 0.9617 +2024-07-17 23:51:42,188 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7673, top5_acc: 0.9617 +2024-07-17 23:52:23,132 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:43:33, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.9207, loss: 0.9207 +2024-07-17 23:52:46,208 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:43:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 0.9893, loss: 0.9893 +2024-07-17 23:53:09,385 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:42:31, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.0003, loss: 1.0003 +2024-07-17 23:53:32,509 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:42:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 1.0217, loss: 1.0217 +2024-07-17 23:53:55,688 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:41:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8452, loss: 0.8452 +2024-07-17 23:54:18,978 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:41:00, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9738, loss_cls: 1.0403, loss: 1.0403 +2024-07-17 23:54:42,132 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:40:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.0087, loss: 1.0087 +2024-07-17 23:55:05,260 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:39:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9911, loss: 0.9911 +2024-07-17 23:55:28,272 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:39:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.0693, loss: 1.0693 +2024-07-17 23:55:51,358 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:38:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9800, loss_cls: 0.8928, loss: 0.8928 +2024-07-17 23:56:14,855 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:38:27, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.9625, loss: 0.9625 +2024-07-17 23:56:38,097 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:37:58, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8994, loss: 0.8994 +2024-07-17 23:57:01,138 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:37:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 0.9645, loss: 0.9645 +2024-07-17 23:57:24,227 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:36:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.0424, loss: 1.0424 +2024-07-17 23:57:47,390 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:36:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.0166, loss: 1.0166 +2024-07-17 23:58:10,581 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:35:55, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9380, loss: 0.9380 +2024-07-17 23:58:33,838 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:35:25, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 1.0441, loss: 1.0441 +2024-07-17 23:58:57,038 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:34:56, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 0.9920, loss: 0.9920 +2024-07-17 23:59:20,255 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:34:26, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 0.9835, loss: 0.9835 +2024-07-17 23:59:43,460 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:33:56, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9700, loss_cls: 1.0334, loss: 1.0334 +2024-07-18 00:00:06,527 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:33:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9448, loss: 0.9448 +2024-07-18 00:00:29,633 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:32:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9074, loss: 0.9074 +2024-07-18 00:00:52,912 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:32:26, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 1.0813, loss: 1.0813 +2024-07-18 00:01:16,313 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:31:58, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.9525, loss: 0.9525 +2024-07-18 00:01:39,471 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:31:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.9267, loss: 0.9267 +2024-07-18 00:01:41,249 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-18 00:02:59,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:02:59,432 - pyskl - INFO - +top1_acc 0.7559 +top5_acc 0.9591 +2024-07-18 00:02:59,434 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7559, top5_acc: 0.9591 +2024-07-18 00:03:40,346 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:33:35, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 0.8841, loss: 0.8841 +2024-07-18 00:04:03,385 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:33:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9756, loss_cls: 0.9491, loss: 0.9491 +2024-07-18 00:04:26,426 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:32:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9127, loss: 0.9127 +2024-07-18 00:04:49,488 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:32:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.0300, loss: 1.0300 +2024-07-18 00:05:12,521 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:31:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 0.9691, loss: 0.9691 +2024-07-18 00:05:35,536 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:30:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.9382, loss: 0.9382 +2024-07-18 00:05:58,581 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:30:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9244, loss: 0.9244 +2024-07-18 00:06:21,691 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:29:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 0.9401, loss: 0.9401 +2024-07-18 00:06:44,789 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:29:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 1.0308, loss: 1.0308 +2024-07-18 00:07:07,906 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:28:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.0298, loss: 1.0298 +2024-07-18 00:07:31,029 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:28:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8844, loss: 0.8844 +2024-07-18 00:07:54,152 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:27:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 0.9766, loss: 0.9766 +2024-07-18 00:08:17,265 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:27:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 1.0539, loss: 1.0539 +2024-07-18 00:08:40,408 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:26:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.9710, loss: 0.9710 +2024-07-18 00:09:03,566 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:26:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 0.9933, loss: 0.9933 +2024-07-18 00:09:26,700 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:25:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 1.0134, loss: 1.0134 +2024-07-18 00:09:49,845 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:25:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9781, loss_cls: 0.9685, loss: 0.9685 +2024-07-18 00:10:12,969 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:24:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 0.9882, loss: 0.9882 +2024-07-18 00:10:36,052 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:24:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9526, loss: 0.9526 +2024-07-18 00:10:59,221 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:23:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.9582, loss: 0.9582 +2024-07-18 00:11:22,387 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:23:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9605, loss: 0.9605 +2024-07-18 00:11:45,601 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:22:55, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 0.9712, loss: 0.9712 +2024-07-18 00:12:08,815 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:22:26, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.9723, loss: 0.9723 +2024-07-18 00:12:31,965 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:21:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.9259, loss: 0.9259 +2024-07-18 00:12:55,095 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:21:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.9048, loss: 0.9048 +2024-07-18 00:12:56,935 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-18 00:14:15,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:14:15,184 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9673 +2024-07-18 00:14:15,187 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_10.pth was removed +2024-07-18 00:14:15,311 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2024-07-18 00:14:15,312 - pyskl - INFO - Best top1_acc is 0.7835 at 15 epoch. +2024-07-18 00:14:15,314 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7835, top5_acc: 0.9673 +2024-07-18 00:14:56,108 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:23:21, time: 0.408, data_time: 0.178, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8709, loss: 0.8709 +2024-07-18 00:15:19,108 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:22:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.9295, loss: 0.9295 +2024-07-18 00:15:42,182 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:22:19, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.8992, loss: 0.8992 +2024-07-18 00:16:05,194 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:21:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 0.9479, loss: 0.9479 +2024-07-18 00:16:28,317 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:21:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.9292, loss: 0.9292 +2024-07-18 00:16:51,338 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:20:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 0.9858, loss: 0.9858 +2024-07-18 00:17:14,387 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:20:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.9077, loss: 0.9077 +2024-07-18 00:17:37,446 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:19:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 0.9568, loss: 0.9568 +2024-07-18 00:18:00,513 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:19:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.8932, loss: 0.8932 +2024-07-18 00:18:23,569 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:18:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9478, loss: 0.9478 +2024-07-18 00:18:46,684 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:18:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 0.9885, loss: 0.9885 +2024-07-18 00:19:09,773 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:17:45, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 0.9456, loss: 0.9456 +2024-07-18 00:19:32,922 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:17:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 0.9486, loss: 0.9486 +2024-07-18 00:19:56,037 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:16:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9162, loss: 0.9162 +2024-07-18 00:20:19,144 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:16:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.9864, loss: 0.9864 +2024-07-18 00:20:42,199 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:15:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.9562, loss: 0.9562 +2024-07-18 00:21:05,387 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:15:17, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 0.9104, loss: 0.9104 +2024-07-18 00:21:28,500 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:14:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 1.0054, loss: 1.0054 +2024-07-18 00:21:51,643 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:14:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 1.0338, loss: 1.0338 +2024-07-18 00:22:14,870 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:13:49, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 0.9886, loss: 0.9886 +2024-07-18 00:22:38,036 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:13:20, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 0.9403, loss: 0.9403 +2024-07-18 00:23:01,172 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:12:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.8687, loss: 0.8687 +2024-07-18 00:23:24,537 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:12:23, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 0.9929, loss: 0.9929 +2024-07-18 00:23:47,664 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 22:11:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.0431, loss: 1.0431 +2024-07-18 00:24:10,777 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 22:11:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9812, loss_cls: 0.8955, loss: 0.8955 +2024-07-18 00:24:12,571 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-18 00:25:30,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:25:30,675 - pyskl - INFO - +top1_acc 0.7702 +top5_acc 0.9622 +2024-07-18 00:25:30,677 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7702, top5_acc: 0.9622 +2024-07-18 00:26:11,393 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:13:09, time: 0.407, data_time: 0.177, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 0.9139, loss: 0.9139 +2024-07-18 00:26:34,373 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:12:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9781, loss_cls: 0.9105, loss: 0.9105 +2024-07-18 00:26:57,448 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:12:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.0429, loss: 1.0429 +2024-07-18 00:27:20,536 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 22:11:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9775, loss_cls: 0.9207, loss: 0.9207 +2024-07-18 00:27:43,611 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 22:11:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.9054, loss: 0.9054 +2024-07-18 00:28:06,678 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 22:10:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.9828, loss: 0.9828 +2024-07-18 00:28:29,794 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 22:10:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.9646, loss: 0.9646 +2024-07-18 00:28:52,888 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 22:09:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 0.9658, loss: 0.9658 +2024-07-18 00:29:15,939 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 22:09:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.8973, loss: 0.8973 +2024-07-18 00:29:39,012 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 22:08:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 0.8841, loss: 0.8841 +2024-07-18 00:30:02,095 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 22:08:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 0.9931, loss: 0.9931 +2024-07-18 00:30:25,238 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 22:07:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.9672, loss: 0.9672 +2024-07-18 00:30:48,384 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 22:07:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9194, loss: 0.9194 +2024-07-18 00:31:11,518 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 22:06:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 0.9245, loss: 0.9245 +2024-07-18 00:31:34,729 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 22:06:13, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.9068, loss: 0.9068 +2024-07-18 00:31:57,975 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 22:05:44, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9485, loss: 0.9485 +2024-07-18 00:32:21,109 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 22:05:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 0.9447, loss: 0.9447 +2024-07-18 00:32:44,228 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 22:04:46, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9083, loss: 0.9083 +2024-07-18 00:33:07,275 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 22:04:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.9189, loss: 0.9189 +2024-07-18 00:33:30,361 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 22:03:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.9564, loss: 0.9564 +2024-07-18 00:33:53,457 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 22:03:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.9156, loss: 0.9156 +2024-07-18 00:34:16,548 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 22:02:48, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.9061, loss: 0.9061 +2024-07-18 00:34:39,706 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 22:02:19, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9201, loss: 0.9201 +2024-07-18 00:35:02,702 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 22:01:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9015, loss: 0.9015 +2024-07-18 00:35:25,809 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 22:01:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.9625, loss: 0.9625 +2024-07-18 00:35:27,617 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-18 00:36:45,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:36:45,674 - pyskl - INFO - +top1_acc 0.7553 +top5_acc 0.9567 +2024-07-18 00:36:45,676 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7553, top5_acc: 0.9567 +2024-07-18 00:37:26,122 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 22:02:54, time: 0.404, data_time: 0.174, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.8791, loss: 0.8791 +2024-07-18 00:37:49,161 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 22:02:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.9074, loss: 0.9074 +2024-07-18 00:38:12,180 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 22:01:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 0.9274, loss: 0.9274 +2024-07-18 00:38:35,235 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 22:01:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8969, loss: 0.8969 +2024-07-18 00:38:58,290 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 22:00:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 0.9546, loss: 0.9546 +2024-07-18 00:39:21,433 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 22:00:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 0.9453, loss: 0.9453 +2024-07-18 00:39:44,554 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:59:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.8483, loss: 0.8483 +2024-07-18 00:40:07,723 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:59:27, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9494, loss: 0.9494 +2024-07-18 00:40:30,875 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:58:59, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 0.9883, loss: 0.9883 +2024-07-18 00:40:54,003 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:58:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9083, loss: 0.9083 +2024-07-18 00:41:17,130 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:58:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9061, loss: 0.9061 +2024-07-18 00:41:40,194 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:57:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 0.9753, loss: 0.9753 +2024-07-18 00:42:03,300 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:57:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 0.9991, loss: 0.9991 +2024-07-18 00:42:26,357 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:56:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8973, loss: 0.8973 +2024-07-18 00:42:49,403 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:56:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.9228, loss: 0.9228 +2024-07-18 00:43:12,464 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:55:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8726, loss: 0.8726 +2024-07-18 00:43:35,563 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:55:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9399, loss: 0.9399 +2024-07-18 00:43:58,567 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:54:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 0.9694, loss: 0.9694 +2024-07-18 00:44:21,694 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:54:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.0023, loss: 1.0023 +2024-07-18 00:44:44,777 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:53:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 0.9404, loss: 0.9404 +2024-07-18 00:45:07,942 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:53:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 0.9065, loss: 0.9065 +2024-07-18 00:45:31,243 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:52:42, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9800, loss_cls: 0.8753, loss: 0.8753 +2024-07-18 00:45:54,774 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:52:16, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 0.9925, loss: 0.9925 +2024-07-18 00:46:18,203 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:51:49, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9128, loss: 0.9128 +2024-07-18 00:46:41,560 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:51:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 0.9482, loss: 0.9482 +2024-07-18 00:46:43,459 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-18 00:48:01,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:48:01,427 - pyskl - INFO - +top1_acc 0.7981 +top5_acc 0.9708 +2024-07-18 00:48:01,431 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_15.pth was removed +2024-07-18 00:48:01,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2024-07-18 00:48:01,557 - pyskl - INFO - Best top1_acc is 0.7981 at 18 epoch. +2024-07-18 00:48:01,559 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7981, top5_acc: 0.9708 +2024-07-18 00:48:42,075 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:52:49, time: 0.405, data_time: 0.175, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9800, loss_cls: 0.9250, loss: 0.9250 +2024-07-18 00:49:05,112 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:52:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9806, loss_cls: 0.8835, loss: 0.8835 +2024-07-18 00:49:28,160 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:51:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9812, loss_cls: 0.8694, loss: 0.8694 +2024-07-18 00:49:51,226 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:51:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 0.8597, loss: 0.8597 +2024-07-18 00:50:14,298 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:50:52, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.8780, loss: 0.8780 +2024-07-18 00:50:37,348 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:50:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.9151, loss: 0.9151 +2024-07-18 00:51:00,407 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:49:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8704, loss: 0.8704 +2024-07-18 00:51:23,588 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:49:25, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 0.9933, loss: 0.9933 +2024-07-18 00:51:46,687 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:48:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 0.9694, loss: 0.9694 +2024-07-18 00:52:09,806 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:48:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 0.9481, loss: 0.9481 +2024-07-18 00:52:32,883 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:47:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.0142, loss: 1.0142 +2024-07-18 00:52:55,903 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:47:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 0.8885, loss: 0.8885 +2024-07-18 00:53:19,041 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:47:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9800, loss_cls: 0.8901, loss: 0.8901 +2024-07-18 00:53:42,133 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:46:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.9263, loss: 0.9263 +2024-07-18 00:54:05,299 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:46:03, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 0.9577, loss: 0.9577 +2024-07-18 00:54:28,425 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:45:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 0.9583, loss: 0.9583 +2024-07-18 00:54:51,538 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:45:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.9512, loss: 0.9512 +2024-07-18 00:55:14,634 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:44:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8441, loss: 0.8441 +2024-07-18 00:55:37,763 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:44:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9788, loss_cls: 0.9054, loss: 0.9054 +2024-07-18 00:56:00,864 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:43:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 0.9293, loss: 0.9293 +2024-07-18 00:56:24,010 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:43:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.9165, loss: 0.9165 +2024-07-18 00:56:47,278 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:42:45, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 0.8776, loss: 0.8776 +2024-07-18 00:57:10,504 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:42:17, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.9112, loss: 0.9112 +2024-07-18 00:57:33,736 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:41:49, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.9733, loss: 0.9733 +2024-07-18 00:57:56,979 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:41:22, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.9174, loss: 0.9174 +2024-07-18 00:57:58,764 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-18 00:59:16,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 00:59:16,698 - pyskl - INFO - +top1_acc 0.7819 +top5_acc 0.9638 +2024-07-18 00:59:16,700 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7819, top5_acc: 0.9638 +2024-07-18 00:59:57,347 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:42:43, time: 0.406, data_time: 0.176, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8255, loss: 0.8255 +2024-07-18 01:00:20,408 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:42:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8794, loss: 0.8794 +2024-07-18 01:00:43,382 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:41:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.8982, loss: 0.8982 +2024-07-18 01:01:06,408 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:41:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 0.9495, loss: 0.9495 +2024-07-18 01:01:29,428 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:40:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9213, loss: 0.9213 +2024-07-18 01:01:52,476 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:40:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.9387, loss: 0.9387 +2024-07-18 01:02:15,507 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:39:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.9141, loss: 0.9141 +2024-07-18 01:02:38,540 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:39:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9806, loss_cls: 0.9072, loss: 0.9072 +2024-07-18 01:03:01,670 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:38:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 0.8618, loss: 0.8618 +2024-07-18 01:03:24,726 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:38:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.8950, loss: 0.8950 +2024-07-18 01:03:47,814 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:37:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8567, loss: 0.8567 +2024-07-18 01:04:10,871 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:37:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.8822, loss: 0.8822 +2024-07-18 01:04:33,961 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:36:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8752, loss: 0.8752 +2024-07-18 01:04:57,122 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:36:27, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 0.9174, loss: 0.9174 +2024-07-18 01:05:20,213 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:35:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9255, loss: 0.9255 +2024-07-18 01:05:43,295 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:35:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8869, loss: 0.8869 +2024-07-18 01:06:06,362 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:35:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.9025, loss: 0.9025 +2024-07-18 01:06:29,417 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:34:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8582, loss: 0.8582 +2024-07-18 01:06:52,470 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:34:04, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.8831, loss: 0.8831 +2024-07-18 01:07:15,533 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:33:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.9986, loss: 0.9986 +2024-07-18 01:07:38,570 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:33:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.8933, loss: 0.8933 +2024-07-18 01:08:01,740 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:32:39, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.8885, loss: 0.8885 +2024-07-18 01:08:24,924 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:32:12, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9277, loss: 0.9277 +2024-07-18 01:08:47,958 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:31:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 0.9027, loss: 0.9027 +2024-07-18 01:09:11,068 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:31:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9414, loss: 0.9414 +2024-07-18 01:09:12,897 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-18 01:10:30,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:10:30,712 - pyskl - INFO - +top1_acc 0.7580 +top5_acc 0.9585 +2024-07-18 01:10:30,714 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7580, top5_acc: 0.9585 +2024-07-18 01:11:11,533 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:32:31, time: 0.408, data_time: 0.178, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8962, loss: 0.8962 +2024-07-18 01:11:34,514 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:32:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8650, loss: 0.8650 +2024-07-18 01:11:57,556 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:31:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9800, loss_cls: 0.9052, loss: 0.9052 +2024-07-18 01:12:20,672 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:31:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 0.8401, loss: 0.8401 +2024-07-18 01:12:43,777 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:30:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.9274, loss: 0.9274 +2024-07-18 01:13:06,896 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:30:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8718, loss: 0.8718 +2024-07-18 01:13:30,034 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:29:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9115, loss: 0.9115 +2024-07-18 01:13:53,179 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:29:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.8307, loss: 0.8307 +2024-07-18 01:14:16,189 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:28:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8728, loss: 0.8728 +2024-07-18 01:14:39,258 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:28:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9819, loss_cls: 0.8550, loss: 0.8550 +2024-07-18 01:15:02,380 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:27:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 0.8900, loss: 0.8900 +2024-07-18 01:15:25,570 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:27:19, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.8828, loss: 0.8828 +2024-07-18 01:15:48,806 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:26:52, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8932, loss: 0.8932 +2024-07-18 01:16:11,988 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:26:24, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.9384, loss: 0.9384 +2024-07-18 01:16:35,173 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:25:56, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9062, loss: 0.9062 +2024-07-18 01:16:58,255 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:25:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 0.9120, loss: 0.9120 +2024-07-18 01:17:21,414 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:25:00, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 0.9150, loss: 0.9150 +2024-07-18 01:17:44,641 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:24:33, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9086, loss: 0.9086 +2024-07-18 01:18:07,786 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:24:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9237, loss: 0.9237 +2024-07-18 01:18:30,837 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:23:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9121, loss: 0.9121 +2024-07-18 01:18:54,130 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:23:10, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9420, loss: 0.9420 +2024-07-18 01:19:17,609 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:22:44, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.8294, loss: 0.8294 +2024-07-18 01:19:40,887 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:22:17, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8756, loss: 0.8756 +2024-07-18 01:20:03,963 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:21:49, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8982, loss: 0.8982 +2024-07-18 01:20:27,151 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:21:22, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.9378, loss: 0.9378 +2024-07-18 01:20:28,928 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-18 01:21:46,359 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:21:46,427 - pyskl - INFO - +top1_acc 0.7700 +top5_acc 0.9561 +2024-07-18 01:21:46,430 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7700, top5_acc: 0.9561 +2024-07-18 01:22:27,670 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:22:35, time: 0.412, data_time: 0.181, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8518, loss: 0.8518 +2024-07-18 01:22:50,693 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:22:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9229, loss: 0.9229 +2024-07-18 01:23:13,730 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:21:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8738, loss: 0.8738 +2024-07-18 01:23:36,805 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:21:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8950, loss: 0.8950 +2024-07-18 01:23:59,871 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:20:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.9008, loss: 0.9008 +2024-07-18 01:24:22,952 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:20:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 0.8651, loss: 0.8651 +2024-07-18 01:24:45,983 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:19:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8518, loss: 0.8518 +2024-07-18 01:25:09,041 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:19:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 0.9641, loss: 0.9641 +2024-07-18 01:25:32,032 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:18:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9614, loss: 0.9614 +2024-07-18 01:25:55,080 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:18:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.8758, loss: 0.8758 +2024-07-18 01:26:18,112 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:17:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8376, loss: 0.8376 +2024-07-18 01:26:41,224 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:17:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8051, loss: 0.8051 +2024-07-18 01:27:04,339 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:16:55, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 0.8771, loss: 0.8771 +2024-07-18 01:27:27,405 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:16:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8617, loss: 0.8617 +2024-07-18 01:27:50,473 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:15:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.9137, loss: 0.9137 +2024-07-18 01:28:13,593 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:15:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8487, loss: 0.8487 +2024-07-18 01:28:36,662 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:15:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8939, loss: 0.8939 +2024-07-18 01:28:59,745 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:14:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 0.8564, loss: 0.8564 +2024-07-18 01:29:22,850 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:14:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9819, loss_cls: 0.8791, loss: 0.8791 +2024-07-18 01:29:45,925 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:13:39, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 0.9045, loss: 0.9045 +2024-07-18 01:30:08,991 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:13:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.8552, loss: 0.8552 +2024-07-18 01:30:32,253 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:12:44, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.9263, loss: 0.9263 +2024-07-18 01:30:55,522 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:12:17, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8731, loss: 0.8731 +2024-07-18 01:31:18,727 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:11:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 0.9314, loss: 0.9314 +2024-07-18 01:31:42,052 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:11:24, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.8515, loss: 0.8515 +2024-07-18 01:31:43,945 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-18 01:33:01,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:33:01,719 - pyskl - INFO - +top1_acc 0.8032 +top5_acc 0.9694 +2024-07-18 01:33:01,723 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_18.pth was removed +2024-07-18 01:33:01,846 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2024-07-18 01:33:01,846 - pyskl - INFO - Best top1_acc is 0.8032 at 22 epoch. +2024-07-18 01:33:01,848 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8032, top5_acc: 0.9694 +2024-07-18 01:33:42,431 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:12:28, time: 0.406, data_time: 0.176, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.8921, loss: 0.8921 +2024-07-18 01:34:05,519 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:12:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8017, loss: 0.8017 +2024-07-18 01:34:28,608 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:11:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8082, loss: 0.8082 +2024-07-18 01:34:51,644 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 21:11:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.8536, loss: 0.8536 +2024-07-18 01:35:14,708 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 21:10:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.8045, loss: 0.8045 +2024-07-18 01:35:37,740 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 21:10:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.8917, loss: 0.8917 +2024-07-18 01:36:00,740 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 21:09:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.9027, loss: 0.9027 +2024-07-18 01:36:23,816 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 21:09:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.9037, loss: 0.9037 +2024-07-18 01:36:46,953 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 21:08:43, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9800, loss_cls: 0.8953, loss: 0.8953 +2024-07-18 01:37:10,041 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 21:08:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 0.9198, loss: 0.9198 +2024-07-18 01:37:33,125 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 21:07:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.8786, loss: 0.8786 +2024-07-18 01:37:56,248 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 21:07:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9185, loss: 0.9185 +2024-07-18 01:38:19,288 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 21:06:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8618, loss: 0.8618 +2024-07-18 01:38:42,407 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 21:06:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.8728, loss: 0.8728 +2024-07-18 01:39:05,495 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 21:05:56, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9067, loss: 0.9067 +2024-07-18 01:39:28,547 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 21:05:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.8990, loss: 0.8990 +2024-07-18 01:39:51,596 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 21:05:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.8185, loss: 0.8185 +2024-07-18 01:40:14,640 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 21:04:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8396, loss: 0.8396 +2024-07-18 01:40:37,756 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 21:04:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9800, loss_cls: 0.9049, loss: 0.9049 +2024-07-18 01:41:00,870 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 21:03:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.8485, loss: 0.8485 +2024-07-18 01:41:24,004 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 21:03:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8502, loss: 0.8502 +2024-07-18 01:41:47,239 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 21:02:43, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.9089, loss: 0.9089 +2024-07-18 01:42:10,346 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 21:02:16, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.9400, loss: 0.9400 +2024-07-18 01:42:33,595 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 21:01:49, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.8899, loss: 0.8899 +2024-07-18 01:42:56,732 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 21:01:22, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8708, loss: 0.8708 +2024-07-18 01:42:58,556 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-18 01:44:16,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:44:16,386 - pyskl - INFO - +top1_acc 0.7858 +top5_acc 0.9639 +2024-07-18 01:44:16,388 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7858, top5_acc: 0.9639 +2024-07-18 01:44:56,965 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 21:02:21, time: 0.406, data_time: 0.175, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 0.9347, loss: 0.9347 +2024-07-18 01:45:20,094 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 21:01:54, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.9209, loss: 0.9209 +2024-07-18 01:45:43,146 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 21:01:26, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8592, loss: 0.8592 +2024-07-18 01:46:06,278 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 21:00:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8490, loss: 0.8490 +2024-07-18 01:46:29,374 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 21:00:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 0.8387, loss: 0.8387 +2024-07-18 01:46:52,472 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 21:00:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.9053, loss: 0.9053 +2024-07-18 01:47:15,576 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:59:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8524, loss: 0.8524 +2024-07-18 01:47:38,704 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:59:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8630, loss: 0.8630 +2024-07-18 01:48:01,834 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:58:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9206, loss: 0.9206 +2024-07-18 01:48:24,966 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:58:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8680, loss: 0.8680 +2024-07-18 01:48:48,130 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:57:46, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8524, loss: 0.8524 +2024-07-18 01:49:11,262 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:57:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8420, loss: 0.8420 +2024-07-18 01:49:34,464 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:56:51, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.9443, loss: 0.9443 +2024-07-18 01:49:57,587 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:56:24, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8861, loss: 0.8861 +2024-07-18 01:50:20,695 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:55:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.8128, loss: 0.8128 +2024-07-18 01:50:43,828 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:55:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8567, loss: 0.8567 +2024-07-18 01:51:07,098 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:55:03, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.8908, loss: 0.8908 +2024-07-18 01:51:30,257 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:54:36, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.8932, loss: 0.8932 +2024-07-18 01:51:53,427 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:54:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.8971, loss: 0.8971 +2024-07-18 01:52:16,530 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:53:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8333, loss: 0.8333 +2024-07-18 01:52:39,841 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:53:15, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.8693, loss: 0.8693 +2024-07-18 01:53:03,154 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:52:49, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8724, loss: 0.8724 +2024-07-18 01:53:26,376 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:52:22, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9794, loss_cls: 0.8860, loss: 0.8860 +2024-07-18 01:53:49,582 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:51:55, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8654, loss: 0.8654 +2024-07-18 01:54:12,893 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:51:29, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8623, loss: 0.8623 +2024-07-18 01:54:14,688 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-18 01:55:32,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 01:55:32,329 - pyskl - INFO - +top1_acc 0.8011 +top5_acc 0.9693 +2024-07-18 01:55:32,332 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8011, top5_acc: 0.9693 +2024-07-18 01:56:12,874 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:52:24, time: 0.405, data_time: 0.175, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.8038, loss: 0.8038 +2024-07-18 01:56:35,905 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:51:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.8508, loss: 0.8508 +2024-07-18 01:56:58,911 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:51:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8458, loss: 0.8458 +2024-07-18 01:57:21,888 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:51:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 01:57:44,904 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:50:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.8202, loss: 0.8202 +2024-07-18 01:58:08,017 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:50:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8759, loss: 0.8759 +2024-07-18 01:58:31,136 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:49:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9800, loss_cls: 0.9186, loss: 0.9186 +2024-07-18 01:58:54,209 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:49:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8653, loss: 0.8653 +2024-07-18 01:59:17,299 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:48:42, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8151, loss: 0.8151 +2024-07-18 01:59:40,344 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:48:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 0.8060, loss: 0.8060 +2024-07-18 02:00:03,403 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:47:47, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8749, loss: 0.8749 +2024-07-18 02:00:26,430 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:47:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8507, loss: 0.8507 +2024-07-18 02:00:49,462 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:46:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.8880, loss: 0.8880 +2024-07-18 02:01:12,506 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:46:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 0.9430, loss: 0.9430 +2024-07-18 02:01:35,601 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:45:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.8583, loss: 0.8583 +2024-07-18 02:01:58,670 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:45:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 0.9037, loss: 0.9037 +2024-07-18 02:02:21,843 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:45:02, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 0.8907, loss: 0.8907 +2024-07-18 02:02:45,002 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:44:35, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9806, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 02:03:08,108 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:44:08, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.8251, loss: 0.8251 +2024-07-18 02:03:31,204 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:43:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 0.8514, loss: 0.8514 +2024-07-18 02:03:54,488 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:43:15, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8886, loss: 0.8886 +2024-07-18 02:04:17,737 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:42:48, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8192, loss: 0.8192 +2024-07-18 02:04:40,776 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:42:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.9046, loss: 0.9046 +2024-07-18 02:05:03,801 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:41:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.9134, loss: 0.9134 +2024-07-18 02:05:27,129 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:41:27, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.8254, loss: 0.8254 +2024-07-18 02:05:28,922 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-18 02:06:46,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:06:46,310 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9689 +2024-07-18 02:06:46,311 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7821, top5_acc: 0.9689 +2024-07-18 02:07:38,080 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:43:14, time: 0.518, data_time: 0.172, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.8281, loss: 0.8281 +2024-07-18 02:08:12,483 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:43:43, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9838, loss_cls: 0.7939, loss: 0.7939 +2024-07-18 02:08:46,876 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:44:12, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9825, loss_cls: 0.8618, loss: 0.8618 +2024-07-18 02:09:21,245 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:44:40, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8083, loss: 0.8083 +2024-07-18 02:09:55,580 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:45:08, time: 0.343, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.7989, loss: 0.7989 +2024-07-18 02:10:29,987 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:45:36, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.8520, loss: 0.8520 +2024-07-18 02:11:04,340 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:46:04, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.8748, loss: 0.8748 +2024-07-18 02:11:38,711 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:46:32, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.8875, loss: 0.8875 +2024-07-18 02:12:13,092 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:46:59, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.9085, loss: 0.9085 +2024-07-18 02:12:47,514 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:47:26, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.9054, loss: 0.9054 +2024-07-18 02:13:21,857 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:47:53, time: 0.343, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.8905, loss: 0.8905 +2024-07-18 02:13:56,254 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:48:20, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8588, loss: 0.8588 +2024-07-18 02:14:30,626 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:48:47, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8022, loss: 0.8022 +2024-07-18 02:15:05,152 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:49:14, time: 0.345, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 0.8891, loss: 0.8891 +2024-07-18 02:15:39,603 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:49:40, time: 0.345, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 0.8279, loss: 0.8279 +2024-07-18 02:16:14,100 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:50:07, time: 0.345, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9305, loss: 0.9305 +2024-07-18 02:16:48,616 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:50:33, time: 0.345, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.8452, loss: 0.8452 +2024-07-18 02:17:23,210 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:51:00, time: 0.346, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 0.8767, loss: 0.8767 +2024-07-18 02:17:57,533 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:51:25, time: 0.343, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7989, loss: 0.7989 +2024-07-18 02:18:31,850 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:51:50, time: 0.343, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8609, loss: 0.8609 +2024-07-18 02:19:06,216 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:52:15, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.8550, loss: 0.8550 +2024-07-18 02:19:40,424 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:52:39, time: 0.342, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.8665, loss: 0.8665 +2024-07-18 02:20:14,690 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:53:04, time: 0.343, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8682, loss: 0.8682 +2024-07-18 02:20:49,060 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:53:28, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8748, loss: 0.8748 +2024-07-18 02:21:23,483 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:53:53, time: 0.344, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 0.8999, loss: 0.8999 +2024-07-18 02:21:25,885 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-18 02:23:28,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:23:28,181 - pyskl - INFO - +top1_acc 0.7653 +top5_acc 0.9645 +2024-07-18 02:23:28,183 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7653, top5_acc: 0.9645 +2024-07-18 02:24:08,750 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:54:38, time: 0.406, data_time: 0.175, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 0.8366, loss: 0.8366 +2024-07-18 02:24:31,666 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:54:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8751, loss: 0.8751 +2024-07-18 02:24:54,638 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:53:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.7993, loss: 0.7993 +2024-07-18 02:25:17,660 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:53:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8291, loss: 0.8291 +2024-07-18 02:25:40,726 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:52:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8589, loss: 0.8589 +2024-07-18 02:26:03,751 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:52:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8234, loss: 0.8234 +2024-07-18 02:26:26,869 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:51:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.7761, loss: 0.7761 +2024-07-18 02:26:50,095 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:51:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.8872, loss: 0.8872 +2024-07-18 02:27:13,310 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:50:41, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9812, loss_cls: 0.8169, loss: 0.8169 +2024-07-18 02:27:36,530 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:50:12, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8546, loss: 0.8546 +2024-07-18 02:27:59,610 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:49:42, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.7894, loss: 0.7894 +2024-07-18 02:28:22,514 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:49:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8396, loss: 0.8396 +2024-07-18 02:28:45,398 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:48:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8575, loss: 0.8575 +2024-07-18 02:29:08,395 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:48:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9775, loss_cls: 0.9104, loss: 0.9104 +2024-07-18 02:29:31,420 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:47:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8766, loss: 0.8766 +2024-07-18 02:29:54,453 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:47:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 0.9199, loss: 0.9199 +2024-07-18 02:30:17,457 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:46:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.8132, loss: 0.8132 +2024-07-18 02:30:40,531 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:46:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8622, loss: 0.8622 +2024-07-18 02:31:03,537 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:45:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.8461, loss: 0.8461 +2024-07-18 02:31:26,574 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:45:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.8497, loss: 0.8497 +2024-07-18 02:31:49,606 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:44:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7672, loss: 0.7672 +2024-07-18 02:32:12,512 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:44:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8255, loss: 0.8255 +2024-07-18 02:32:35,516 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:43:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8582, loss: 0.8582 +2024-07-18 02:32:58,600 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:43:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 0.8151, loss: 0.8151 +2024-07-18 02:33:21,612 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:42:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.8120, loss: 0.8120 +2024-07-18 02:33:23,450 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-18 02:34:40,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:34:40,999 - pyskl - INFO - +top1_acc 0.7915 +top5_acc 0.9638 +2024-07-18 02:34:41,001 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7915, top5_acc: 0.9638 +2024-07-18 02:35:21,745 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:43:29, time: 0.407, data_time: 0.177, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9869, loss_cls: 0.8218, loss: 0.8218 +2024-07-18 02:35:44,737 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:42:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 0.8584, loss: 0.8584 +2024-07-18 02:36:07,779 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:42:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7889, loss: 0.7889 +2024-07-18 02:36:30,878 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:42:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 02:36:54,057 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:41:31, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8177, loss: 0.8177 +2024-07-18 02:37:17,319 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:41:03, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8257, loss: 0.8257 +2024-07-18 02:37:40,431 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:40:34, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.8419, loss: 0.8419 +2024-07-18 02:38:03,595 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:40:05, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8325, loss: 0.8325 +2024-07-18 02:38:26,707 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:39:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 0.8669, loss: 0.8669 +2024-07-18 02:38:49,871 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:39:07, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 0.9061, loss: 0.9061 +2024-07-18 02:39:13,015 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:38:38, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.8815, loss: 0.8815 +2024-07-18 02:39:36,136 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:38:09, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8941, loss: 0.8941 +2024-07-18 02:39:59,266 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:37:40, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 0.8088, loss: 0.8088 +2024-07-18 02:40:22,352 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:37:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8037, loss: 0.8037 +2024-07-18 02:40:45,459 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:36:42, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.8980, loss: 0.8980 +2024-07-18 02:41:08,590 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:36:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7772, loss: 0.7772 +2024-07-18 02:41:31,734 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:35:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.8526, loss: 0.8526 +2024-07-18 02:41:54,881 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:35:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7220, loss: 0.7220 +2024-07-18 02:42:17,861 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:34:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.8555, loss: 0.8555 +2024-07-18 02:42:40,848 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:34:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.8740, loss: 0.8740 +2024-07-18 02:43:03,858 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:33:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7626, loss: 0.7626 +2024-07-18 02:43:26,897 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:33:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8509, loss: 0.8509 +2024-07-18 02:43:49,888 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:32:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.8658, loss: 0.8658 +2024-07-18 02:44:12,902 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:32:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8322, loss: 0.8322 +2024-07-18 02:44:35,905 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:31:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8846, loss: 0.8846 +2024-07-18 02:44:37,742 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-18 02:45:55,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:45:55,072 - pyskl - INFO - +top1_acc 0.8076 +top5_acc 0.9685 +2024-07-18 02:45:55,076 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_22.pth was removed +2024-07-18 02:45:55,199 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2024-07-18 02:45:55,199 - pyskl - INFO - Best top1_acc is 0.8076 at 28 epoch. +2024-07-18 02:45:55,201 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8076, top5_acc: 0.9685 +2024-07-18 02:46:35,598 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:32:29, time: 0.404, data_time: 0.174, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.8193, loss: 0.8193 +2024-07-18 02:46:58,676 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:31:59, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7831, loss: 0.7831 +2024-07-18 02:47:21,722 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:31:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7758, loss: 0.7758 +2024-07-18 02:47:44,790 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:31:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8424, loss: 0.8424 +2024-07-18 02:48:07,852 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:30:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8338, loss: 0.8338 +2024-07-18 02:48:31,055 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 20:30:04, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8188, loss: 0.8188 +2024-07-18 02:48:54,190 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 20:29:35, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 0.8507, loss: 0.8507 +2024-07-18 02:49:17,300 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 20:29:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.8080, loss: 0.8080 +2024-07-18 02:49:40,536 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 20:28:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.8335, loss: 0.8335 +2024-07-18 02:50:03,797 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 20:28:10, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.8547, loss: 0.8547 +2024-07-18 02:50:26,972 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 20:27:41, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.8773, loss: 0.8773 +2024-07-18 02:50:50,109 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 20:27:13, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.8997, loss: 0.8997 +2024-07-18 02:51:13,200 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 20:26:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.8607, loss: 0.8607 +2024-07-18 02:51:36,264 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 20:26:15, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 0.8546, loss: 0.8546 +2024-07-18 02:51:59,302 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 20:25:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8891, loss: 0.8891 +2024-07-18 02:52:22,394 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 20:25:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.8595, loss: 0.8595 +2024-07-18 02:52:45,530 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 20:24:49, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8232, loss: 0.8232 +2024-07-18 02:53:08,635 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 20:24:20, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8292, loss: 0.8292 +2024-07-18 02:53:31,775 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 20:23:51, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7696, loss: 0.7696 +2024-07-18 02:53:55,004 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 20:23:23, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8154, loss: 0.8154 +2024-07-18 02:54:18,176 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 20:22:55, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 02:54:41,305 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 20:22:26, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8048, loss: 0.8048 +2024-07-18 02:55:04,480 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 20:21:58, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.9000, loss: 0.9000 +2024-07-18 02:55:27,596 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 20:21:30, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9036, loss: 0.9036 +2024-07-18 02:55:50,712 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 20:21:01, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8578, loss: 0.8578 +2024-07-18 02:55:52,607 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-18 02:57:10,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 02:57:10,318 - pyskl - INFO - +top1_acc 0.8194 +top5_acc 0.9712 +2024-07-18 02:57:10,322 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_28.pth was removed +2024-07-18 02:57:10,443 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2024-07-18 02:57:10,444 - pyskl - INFO - Best top1_acc is 0.8194 at 29 epoch. +2024-07-18 02:57:10,446 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8194, top5_acc: 0.9712 +2024-07-18 02:57:51,751 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 20:21:41, time: 0.413, data_time: 0.176, memory: 6429, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.7941, loss: 0.7941 +2024-07-18 02:58:15,469 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 20:21:15, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.8310, loss: 0.8310 +2024-07-18 02:58:39,158 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 20:20:48, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.8663, loss: 0.8663 +2024-07-18 02:59:02,872 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 20:20:22, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.8924, loss: 0.8924 +2024-07-18 02:59:26,626 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 20:19:56, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7706, loss: 0.7706 +2024-07-18 02:59:50,382 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 20:19:31, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7919, loss: 0.7919 +2024-07-18 03:00:14,230 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 20:19:05, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8266, loss: 0.8266 +2024-07-18 03:00:37,972 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 20:18:39, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 0.7871, loss: 0.7871 +2024-07-18 03:01:01,704 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 20:18:13, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8146, loss: 0.8146 +2024-07-18 03:01:25,531 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 20:17:47, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8283, loss: 0.8283 +2024-07-18 03:01:49,224 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 20:17:21, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8222, loss: 0.8222 +2024-07-18 03:02:12,923 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 20:16:55, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7667, loss: 0.7667 +2024-07-18 03:02:36,579 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 20:16:29, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 0.7972, loss: 0.7972 +2024-07-18 03:03:00,194 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 20:16:02, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 0.8289, loss: 0.8289 +2024-07-18 03:03:23,834 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 20:15:36, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8756, loss: 0.8756 +2024-07-18 03:03:47,418 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 20:15:09, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8503, loss: 0.8503 +2024-07-18 03:04:11,014 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 20:14:43, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8288, loss: 0.8288 +2024-07-18 03:04:34,622 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 20:14:16, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8098, loss: 0.8098 +2024-07-18 03:04:58,201 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 20:13:50, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.7846, loss: 0.7846 +2024-07-18 03:05:21,861 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 20:13:24, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8384, loss: 0.8384 +2024-07-18 03:05:45,500 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 20:12:57, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 0.9042, loss: 0.9042 +2024-07-18 03:06:09,081 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 20:12:31, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.8585, loss: 0.8585 +2024-07-18 03:06:32,828 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 20:12:05, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.8656, loss: 0.8656 +2024-07-18 03:06:56,549 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 20:11:39, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8129, loss: 0.8129 +2024-07-18 03:07:20,317 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 20:11:13, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 0.8498, loss: 0.8498 +2024-07-18 03:07:22,127 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-18 03:08:39,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:08:39,924 - pyskl - INFO - +top1_acc 0.8089 +top5_acc 0.9702 +2024-07-18 03:08:39,926 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8089, top5_acc: 0.9702 +2024-07-18 03:09:21,329 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 20:11:51, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8300, loss: 0.8300 +2024-07-18 03:09:44,637 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 20:11:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9881, loss_cls: 0.8452, loss: 0.8452 +2024-07-18 03:10:08,047 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 20:10:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.9005, loss: 0.9005 +2024-07-18 03:10:31,472 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 20:10:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.8062, loss: 0.8062 +2024-07-18 03:10:54,954 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 20:10:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 0.8748, loss: 0.8748 +2024-07-18 03:11:18,485 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 20:09:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.8428, loss: 0.8428 +2024-07-18 03:11:42,018 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 20:09:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 0.9318, loss: 0.9318 +2024-07-18 03:12:05,530 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 20:08:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.9043, loss: 0.9043 +2024-07-18 03:12:29,130 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 20:08:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.9558, loss: 0.9558 +2024-07-18 03:12:52,728 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 20:07:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.9044, loss: 0.9044 +2024-07-18 03:13:16,316 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 20:07:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.9500, loss: 0.9500 +2024-07-18 03:13:39,812 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 20:06:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.9050, loss: 0.9050 +2024-07-18 03:14:03,351 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 20:06:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.9212, loss: 0.9212 +2024-07-18 03:14:26,860 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 20:06:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9347, loss: 0.9347 +2024-07-18 03:14:50,362 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 20:05:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 0.9472, loss: 0.9472 +2024-07-18 03:15:13,885 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 20:05:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9261, loss: 0.9261 +2024-07-18 03:15:37,261 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 20:04:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.9123, loss: 0.9123 +2024-07-18 03:16:00,694 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 20:04:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8693, loss: 0.8693 +2024-07-18 03:16:24,148 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 20:03:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 0.8477, loss: 0.8477 +2024-07-18 03:16:47,542 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 20:03:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.8837, loss: 0.8837 +2024-07-18 03:17:10,933 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 20:02:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 0.9652, loss: 0.9652 +2024-07-18 03:17:34,348 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 20:02:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.8506, loss: 0.8506 +2024-07-18 03:17:57,768 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 20:01:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.8330, loss: 0.8330 +2024-07-18 03:18:21,167 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 20:01:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8386, loss: 0.8386 +2024-07-18 03:18:44,588 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 20:01:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 0.8678, loss: 0.8678 +2024-07-18 03:18:46,436 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-18 03:20:03,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:20:04,053 - pyskl - INFO - +top1_acc 0.8023 +top5_acc 0.9713 +2024-07-18 03:20:04,055 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8023, top5_acc: 0.9713 +2024-07-18 03:20:45,138 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 20:01:38, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8313, loss: 0.8313 +2024-07-18 03:21:08,486 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 20:01:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7862, loss: 0.7862 +2024-07-18 03:21:31,971 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 20:00:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9856, loss_cls: 0.8721, loss: 0.8721 +2024-07-18 03:21:55,561 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 20:00:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8881, loss: 0.8881 +2024-07-18 03:22:19,142 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:59:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 0.8783, loss: 0.8783 +2024-07-18 03:22:42,653 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:59:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8864, loss: 0.8864 +2024-07-18 03:23:06,301 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:58:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.8235, loss: 0.8235 +2024-07-18 03:23:29,941 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:58:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.8543, loss: 0.8543 +2024-07-18 03:23:53,554 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:58:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.8039, loss: 0.8039 +2024-07-18 03:24:17,107 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:57:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8656, loss: 0.8656 +2024-07-18 03:24:40,578 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:57:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.9010, loss: 0.9010 +2024-07-18 03:25:04,016 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:56:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 0.9842, loss: 0.9842 +2024-07-18 03:25:27,529 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:56:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.8499, loss: 0.8499 +2024-07-18 03:25:50,900 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:55:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.9002, loss: 0.9002 +2024-07-18 03:26:14,249 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:55:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.9059, loss: 0.9059 +2024-07-18 03:26:37,586 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:54:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8734, loss: 0.8734 +2024-07-18 03:27:00,938 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:54:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9206, loss: 0.9206 +2024-07-18 03:27:24,367 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:54:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8490, loss: 0.8490 +2024-07-18 03:27:47,796 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:53:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7934, loss: 0.7934 +2024-07-18 03:28:11,187 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:53:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.8538, loss: 0.8538 +2024-07-18 03:28:34,559 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:52:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.9188, loss: 0.9188 +2024-07-18 03:28:57,953 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:52:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.9306, loss: 0.9306 +2024-07-18 03:29:21,332 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:51:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 0.9298, loss: 0.9298 +2024-07-18 03:29:44,739 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:51:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8921, loss: 0.8921 +2024-07-18 03:30:08,147 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:50:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8706, loss: 0.8706 +2024-07-18 03:30:09,968 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-18 03:31:27,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:31:27,554 - pyskl - INFO - +top1_acc 0.7826 +top5_acc 0.9648 +2024-07-18 03:31:27,556 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7826, top5_acc: 0.9648 +2024-07-18 03:32:08,623 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:51:24, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.8225, loss: 0.8225 +2024-07-18 03:32:32,041 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:50:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7523, loss: 0.7523 +2024-07-18 03:32:55,444 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:50:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.8363, loss: 0.8363 +2024-07-18 03:33:18,881 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:50:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8617, loss: 0.8617 +2024-07-18 03:33:42,427 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:49:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.8444, loss: 0.8444 +2024-07-18 03:34:05,913 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:49:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8536, loss: 0.8536 +2024-07-18 03:34:29,437 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:48:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8676, loss: 0.8676 +2024-07-18 03:34:52,927 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:48:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.8270, loss: 0.8270 +2024-07-18 03:35:16,475 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:47:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 0.9791, loss: 0.9791 +2024-07-18 03:35:40,212 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:47:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8647, loss: 0.8647 +2024-07-18 03:36:03,663 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:46:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8790, loss: 0.8790 +2024-07-18 03:36:27,120 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:46:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.8626, loss: 0.8626 +2024-07-18 03:36:50,596 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:46:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8592, loss: 0.8592 +2024-07-18 03:37:14,061 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:45:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8930, loss: 0.8930 +2024-07-18 03:37:37,512 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:45:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.9471, loss: 0.9471 +2024-07-18 03:38:00,965 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:44:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.8812, loss: 0.8812 +2024-07-18 03:38:24,428 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:44:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.8549, loss: 0.8549 +2024-07-18 03:38:47,912 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:43:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9800, loss_cls: 0.9521, loss: 0.9521 +2024-07-18 03:39:11,392 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:43:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8237, loss: 0.8237 +2024-07-18 03:39:34,900 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:42:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.9196, loss: 0.9196 +2024-07-18 03:39:58,341 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:42:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9222, loss: 0.9222 +2024-07-18 03:40:21,834 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:42:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8205, loss: 0.8205 +2024-07-18 03:40:45,336 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:41:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.8219, loss: 0.8219 +2024-07-18 03:41:08,790 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:41:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.8305, loss: 0.8305 +2024-07-18 03:41:32,248 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:40:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8981, loss: 0.8981 +2024-07-18 03:41:34,024 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-18 03:42:51,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:42:51,526 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9692 +2024-07-18 03:42:51,529 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7951, top5_acc: 0.9692 +2024-07-18 03:43:32,823 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:41:14, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 0.8007, loss: 0.8007 +2024-07-18 03:43:56,194 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:40:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8038, loss: 0.8038 +2024-07-18 03:44:19,608 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:40:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8375, loss: 0.8375 +2024-07-18 03:44:43,031 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:39:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7754, loss: 0.7754 +2024-07-18 03:45:06,524 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:39:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.9052, loss: 0.9052 +2024-07-18 03:45:30,231 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:39:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8437, loss: 0.8437 +2024-07-18 03:45:53,720 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:38:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9347, loss: 0.9347 +2024-07-18 03:46:17,256 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:38:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8581, loss: 0.8581 +2024-07-18 03:46:40,896 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:37:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 0.8495, loss: 0.8495 +2024-07-18 03:47:04,557 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:37:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.8992, loss: 0.8992 +2024-07-18 03:47:28,107 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:36:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.8467, loss: 0.8467 +2024-07-18 03:47:51,607 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:36:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8500, loss: 0.8500 +2024-07-18 03:48:15,053 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:35:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 0.9894, loss: 0.9894 +2024-07-18 03:48:38,584 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:35:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 0.8636, loss: 0.8636 +2024-07-18 03:49:02,061 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:35:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.8560, loss: 0.8560 +2024-07-18 03:49:25,479 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:34:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.9098, loss: 0.9098 +2024-07-18 03:49:48,890 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:34:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.8183, loss: 0.8183 +2024-07-18 03:50:12,312 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:33:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8177, loss: 0.8177 +2024-07-18 03:50:35,710 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:33:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.8061, loss: 0.8061 +2024-07-18 03:50:59,137 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:32:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.8761, loss: 0.8761 +2024-07-18 03:51:22,547 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:32:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8207, loss: 0.8207 +2024-07-18 03:51:45,964 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:31:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7782, loss: 0.7782 +2024-07-18 03:52:09,362 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:31:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.8522, loss: 0.8522 +2024-07-18 03:52:32,769 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:31:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8681, loss: 0.8681 +2024-07-18 03:52:56,210 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:30:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.9126, loss: 0.9126 +2024-07-18 03:52:58,035 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-18 03:54:15,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 03:54:15,851 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9707 +2024-07-18 03:54:15,853 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8139, top5_acc: 0.9707 +2024-07-18 03:54:57,002 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:31:03, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.8797, loss: 0.8797 +2024-07-18 03:55:20,384 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:30:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8402, loss: 0.8402 +2024-07-18 03:55:43,767 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:30:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.8486, loss: 0.8486 +2024-07-18 03:56:07,185 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:29:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.8648, loss: 0.8648 +2024-07-18 03:56:30,705 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:29:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9825, loss_cls: 0.8771, loss: 0.8771 +2024-07-18 03:56:54,259 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:28:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8096, loss: 0.8096 +2024-07-18 03:57:17,673 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:28:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7895, loss: 0.7895 +2024-07-18 03:57:41,089 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:27:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 0.8557, loss: 0.8557 +2024-07-18 03:58:04,648 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:27:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.8552, loss: 0.8552 +2024-07-18 03:58:28,249 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:27:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8572, loss: 0.8572 +2024-07-18 03:58:51,756 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:26:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.8332, loss: 0.8332 +2024-07-18 03:59:15,173 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:26:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.8541, loss: 0.8541 +2024-07-18 03:59:38,643 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:25:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7976, loss: 0.7976 +2024-07-18 04:00:02,104 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:25:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8375, loss: 0.8375 +2024-07-18 04:00:25,541 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:24:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8608, loss: 0.8608 +2024-07-18 04:00:48,981 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 19:24:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8636, loss: 0.8636 +2024-07-18 04:01:12,410 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 19:23:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7990, loss: 0.7990 +2024-07-18 04:01:35,807 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 19:23:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8969, loss: 0.8969 +2024-07-18 04:01:59,274 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 19:23:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.8111, loss: 0.8111 +2024-07-18 04:02:22,776 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 19:22:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9219, loss: 0.9219 +2024-07-18 04:02:46,224 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 19:22:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8466, loss: 0.8466 +2024-07-18 04:03:09,646 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 19:21:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 0.8489, loss: 0.8489 +2024-07-18 04:03:33,053 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 19:21:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8339, loss: 0.8339 +2024-07-18 04:03:56,469 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 19:20:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8939, loss: 0.8939 +2024-07-18 04:04:19,873 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 19:20:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8739, loss: 0.8739 +2024-07-18 04:04:21,683 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-18 04:05:39,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:05:39,318 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9643 +2024-07-18 04:05:39,320 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7800, top5_acc: 0.9643 +2024-07-18 04:06:20,543 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 19:20:51, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7893, loss: 0.7893 +2024-07-18 04:06:43,933 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 19:20:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 0.7761, loss: 0.7761 +2024-07-18 04:07:07,365 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 19:19:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.8305, loss: 0.8305 +2024-07-18 04:07:30,800 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 19:19:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7808, loss: 0.7808 +2024-07-18 04:07:54,429 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 19:19:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 0.8403, loss: 0.8403 +2024-07-18 04:08:18,098 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 19:18:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 0.7856, loss: 0.7856 +2024-07-18 04:08:41,616 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 19:18:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8473, loss: 0.8473 +2024-07-18 04:09:05,088 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 19:17:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8450, loss: 0.8450 +2024-07-18 04:09:28,567 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 19:17:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8406, loss: 0.8406 +2024-07-18 04:09:52,014 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 19:16:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7613, loss: 0.7613 +2024-07-18 04:10:15,392 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 19:16:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.8171, loss: 0.8171 +2024-07-18 04:10:38,718 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 19:16:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9375, loss: 0.9375 +2024-07-18 04:11:02,130 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 19:15:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8408, loss: 0.8408 +2024-07-18 04:11:25,567 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 19:15:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8512, loss: 0.8512 +2024-07-18 04:11:49,024 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 19:14:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7944, loss: 0.7944 +2024-07-18 04:12:12,440 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 19:14:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8455, loss: 0.8455 +2024-07-18 04:12:35,824 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 19:13:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.8453, loss: 0.8453 +2024-07-18 04:12:59,257 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 19:13:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.8180, loss: 0.8180 +2024-07-18 04:13:22,641 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 19:12:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8482, loss: 0.8482 +2024-07-18 04:13:46,069 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 19:12:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8735, loss: 0.8735 +2024-07-18 04:14:09,455 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 19:12:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8933, loss: 0.8933 +2024-07-18 04:14:32,818 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 19:11:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.9058, loss: 0.9058 +2024-07-18 04:14:56,207 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 19:11:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7986, loss: 0.7986 +2024-07-18 04:15:19,588 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 19:10:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8477, loss: 0.8477 +2024-07-18 04:15:43,007 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 19:10:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8340, loss: 0.8340 +2024-07-18 04:15:44,820 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-18 04:17:02,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:17:02,686 - pyskl - INFO - +top1_acc 0.8012 +top5_acc 0.9667 +2024-07-18 04:17:02,688 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8012, top5_acc: 0.9667 +2024-07-18 04:17:43,758 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 19:10:38, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9862, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 04:18:07,177 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 19:10:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.8356, loss: 0.8356 +2024-07-18 04:18:30,568 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 19:09:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8780, loss: 0.8780 +2024-07-18 04:18:53,951 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 19:09:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.7935, loss: 0.7935 +2024-07-18 04:19:17,448 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 19:08:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8483, loss: 0.8483 +2024-07-18 04:19:40,921 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 19:08:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8492, loss: 0.8492 +2024-07-18 04:20:04,507 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 19:07:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.8290, loss: 0.8290 +2024-07-18 04:20:28,107 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 19:07:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8663, loss: 0.8663 +2024-07-18 04:20:51,644 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 19:07:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 0.7903, loss: 0.7903 +2024-07-18 04:21:15,269 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 19:06:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7583, loss: 0.7583 +2024-07-18 04:21:38,700 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 19:06:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8449, loss: 0.8449 +2024-07-18 04:22:02,164 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 19:05:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7811, loss: 0.7811 +2024-07-18 04:22:25,620 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 19:05:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.8158, loss: 0.8158 +2024-07-18 04:22:49,038 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 19:04:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8241, loss: 0.8241 +2024-07-18 04:23:12,482 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 19:04:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.8302, loss: 0.8302 +2024-07-18 04:23:35,930 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 19:04:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8994, loss: 0.8994 +2024-07-18 04:23:59,367 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 19:03:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.9100, loss: 0.9100 +2024-07-18 04:24:22,845 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 19:03:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8857, loss: 0.8857 +2024-07-18 04:24:46,257 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 19:02:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.9493, loss: 0.9493 +2024-07-18 04:25:09,684 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 19:02:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8314, loss: 0.8314 +2024-07-18 04:25:33,115 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 19:01:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8581, loss: 0.8581 +2024-07-18 04:25:56,571 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 19:01:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.9274, loss: 0.9274 +2024-07-18 04:26:20,038 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 19:00:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8092, loss: 0.8092 +2024-07-18 04:26:43,520 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 19:00:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9198, loss: 0.9198 +2024-07-18 04:27:06,947 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 19:00:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8633, loss: 0.8633 +2024-07-18 04:27:08,749 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-18 04:28:26,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:28:26,398 - pyskl - INFO - +top1_acc 0.7858 +top5_acc 0.9652 +2024-07-18 04:28:26,401 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7858, top5_acc: 0.9652 +2024-07-18 04:29:07,535 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 19:00:28, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7877, loss: 0.7877 +2024-07-18 04:29:30,909 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 19:00:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8399, loss: 0.8399 +2024-07-18 04:29:54,236 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:59:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.8139, loss: 0.8139 +2024-07-18 04:30:17,583 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:59:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 0.8039, loss: 0.8039 +2024-07-18 04:30:40,934 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:58:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.8309, loss: 0.8309 +2024-07-18 04:31:04,345 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:58:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.8051, loss: 0.8051 +2024-07-18 04:31:27,804 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:57:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 0.7995, loss: 0.7995 +2024-07-18 04:31:51,349 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:57:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9844, loss_cls: 0.8422, loss: 0.8422 +2024-07-18 04:32:14,782 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:56:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 0.8716, loss: 0.8716 +2024-07-18 04:32:38,309 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:56:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8500, loss: 0.8500 +2024-07-18 04:33:01,827 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:56:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7771, loss: 0.7771 +2024-07-18 04:33:25,304 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:55:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8582, loss: 0.8582 +2024-07-18 04:33:48,797 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:55:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9881, loss_cls: 0.7726, loss: 0.7726 +2024-07-18 04:34:12,285 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:54:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8380, loss: 0.8380 +2024-07-18 04:34:35,762 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:54:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.8685, loss: 0.8685 +2024-07-18 04:34:59,270 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:53:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8425, loss: 0.8425 +2024-07-18 04:35:22,764 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:53:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.8141, loss: 0.8141 +2024-07-18 04:35:46,168 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:53:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 0.8274, loss: 0.8274 +2024-07-18 04:36:09,567 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:52:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 0.7955, loss: 0.7955 +2024-07-18 04:36:32,972 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:52:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8651, loss: 0.8651 +2024-07-18 04:36:56,403 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:51:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8461, loss: 0.8461 +2024-07-18 04:37:19,821 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:51:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8416, loss: 0.8416 +2024-07-18 04:37:43,192 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:50:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7842, loss: 0.7842 +2024-07-18 04:38:06,559 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:50:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8127, loss: 0.8127 +2024-07-18 04:38:29,919 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:49:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7930, loss: 0.7930 +2024-07-18 04:38:31,724 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-18 04:39:49,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:39:49,395 - pyskl - INFO - +top1_acc 0.8088 +top5_acc 0.9711 +2024-07-18 04:39:49,397 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8088, top5_acc: 0.9711 +2024-07-18 04:40:30,960 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:50:16, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7919, loss: 0.7919 +2024-07-18 04:40:54,309 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:49:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7666, loss: 0.7666 +2024-07-18 04:41:17,692 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:49:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7893, loss: 0.7893 +2024-07-18 04:41:41,152 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:48:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7473, loss: 0.7473 +2024-07-18 04:42:04,677 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:48:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.8052, loss: 0.8052 +2024-07-18 04:42:28,267 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:48:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 0.8481, loss: 0.8481 +2024-07-18 04:42:51,741 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:47:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8484, loss: 0.8484 +2024-07-18 04:43:15,195 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:47:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7883, loss: 0.7883 +2024-07-18 04:43:38,583 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:46:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.8192, loss: 0.8192 +2024-07-18 04:44:02,038 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:46:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7690, loss: 0.7690 +2024-07-18 04:44:25,418 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:45:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7204, loss: 0.7204 +2024-07-18 04:44:48,817 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:45:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.8192, loss: 0.8192 +2024-07-18 04:45:12,266 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:45:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9838, loss_cls: 0.7996, loss: 0.7996 +2024-07-18 04:45:35,669 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:44:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.7962, loss: 0.7962 +2024-07-18 04:45:59,090 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:44:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8566, loss: 0.8566 +2024-07-18 04:46:22,517 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:43:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 0.8370, loss: 0.8370 +2024-07-18 04:46:45,944 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:43:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7769, loss: 0.7769 +2024-07-18 04:47:09,403 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:42:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8152, loss: 0.8152 +2024-07-18 04:47:32,797 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:42:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7996, loss: 0.7996 +2024-07-18 04:47:56,221 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:41:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 0.7903, loss: 0.7903 +2024-07-18 04:48:19,659 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:41:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8403, loss: 0.8403 +2024-07-18 04:48:43,070 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:41:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8354, loss: 0.8354 +2024-07-18 04:49:06,480 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:40:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8317, loss: 0.8317 +2024-07-18 04:49:29,889 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:40:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8031, loss: 0.8031 +2024-07-18 04:49:53,326 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:39:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.8559, loss: 0.8559 +2024-07-18 04:49:55,171 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-18 04:51:12,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 04:51:12,796 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9671 +2024-07-18 04:51:12,798 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8058, top5_acc: 0.9671 +2024-07-18 04:51:54,059 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:40:05, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.7644, loss: 0.7644 +2024-07-18 04:52:17,406 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:39:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7698, loss: 0.7698 +2024-07-18 04:52:40,735 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:39:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 0.8427, loss: 0.8427 +2024-07-18 04:53:04,138 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:38:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 0.8579, loss: 0.8579 +2024-07-18 04:53:27,526 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:38:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.9185, loss: 0.9185 +2024-07-18 04:53:51,000 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:37:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7571, loss: 0.7571 +2024-07-18 04:54:14,436 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:37:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 0.8049, loss: 0.8049 +2024-07-18 04:54:37,953 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:37:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 0.8169, loss: 0.8169 +2024-07-18 04:55:01,432 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:36:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7364, loss: 0.7364 +2024-07-18 04:55:24,900 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:36:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8538, loss: 0.8538 +2024-07-18 04:55:48,348 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:35:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7325, loss: 0.7325 +2024-07-18 04:56:11,824 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:35:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.7861, loss: 0.7861 +2024-07-18 04:56:35,284 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:34:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8300, loss: 0.8300 +2024-07-18 04:56:58,663 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:34:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8656, loss: 0.8656 +2024-07-18 04:57:21,998 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:33:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.8231, loss: 0.8231 +2024-07-18 04:57:45,333 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:33:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8574, loss: 0.8574 +2024-07-18 04:58:08,741 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:33:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.8350, loss: 0.8350 +2024-07-18 04:58:32,141 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:32:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.8062, loss: 0.8062 +2024-07-18 04:58:55,531 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:32:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 0.7837, loss: 0.7837 +2024-07-18 04:59:18,903 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:31:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.8398, loss: 0.8398 +2024-07-18 04:59:42,309 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:31:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8584, loss: 0.8584 +2024-07-18 05:00:05,692 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:30:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8319, loss: 0.8319 +2024-07-18 05:00:29,103 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:30:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.7977, loss: 0.7977 +2024-07-18 05:00:52,487 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:30:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8450, loss: 0.8450 +2024-07-18 05:01:15,882 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:29:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8609, loss: 0.8609 +2024-07-18 05:01:17,699 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-18 05:02:35,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:02:35,273 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9673 +2024-07-18 05:02:35,276 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8105, top5_acc: 0.9673 +2024-07-18 05:03:16,412 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:29:52, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7227, loss: 0.7227 +2024-07-18 05:03:39,762 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:29:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.8035, loss: 0.8035 +2024-07-18 05:04:03,110 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:28:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.8505, loss: 0.8505 +2024-07-18 05:04:26,641 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:28:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8390, loss: 0.8390 +2024-07-18 05:04:50,154 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:28:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7590, loss: 0.7590 +2024-07-18 05:05:13,745 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:27:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7983, loss: 0.7983 +2024-07-18 05:05:37,363 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:27:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7732, loss: 0.7732 +2024-07-18 05:06:01,059 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:26:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8438, loss: 0.8438 +2024-07-18 05:06:24,708 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:26:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 0.8108, loss: 0.8108 +2024-07-18 05:06:48,329 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:25:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7381, loss: 0.7381 +2024-07-18 05:07:11,790 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:25:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.7616, loss: 0.7616 +2024-07-18 05:07:35,224 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:25:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.8751, loss: 0.8751 +2024-07-18 05:07:58,670 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:24:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.8006, loss: 0.8006 +2024-07-18 05:08:22,081 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:24:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 0.8388, loss: 0.8388 +2024-07-18 05:08:45,456 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:23:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 0.8181, loss: 0.8181 +2024-07-18 05:09:08,845 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:23:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8139, loss: 0.8139 +2024-07-18 05:09:32,260 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:22:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9844, loss_cls: 0.8008, loss: 0.8008 +2024-07-18 05:09:55,651 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:22:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8624, loss: 0.8624 +2024-07-18 05:10:19,024 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:22:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.8561, loss: 0.8561 +2024-07-18 05:10:42,400 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:21:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7983, loss: 0.7983 +2024-07-18 05:11:05,753 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:21:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 0.8227, loss: 0.8227 +2024-07-18 05:11:29,133 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 18:20:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7622, loss: 0.7622 +2024-07-18 05:11:52,497 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 18:20:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.7276, loss: 0.7276 +2024-07-18 05:12:15,885 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 18:19:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7288, loss: 0.7288 +2024-07-18 05:12:39,251 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 18:19:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.7929, loss: 0.7929 +2024-07-18 05:12:41,083 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-18 05:13:58,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:13:58,795 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9736 +2024-07-18 05:13:58,798 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_29.pth was removed +2024-07-18 05:13:58,925 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2024-07-18 05:13:58,925 - pyskl - INFO - Best top1_acc is 0.8320 at 41 epoch. +2024-07-18 05:13:58,928 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8320, top5_acc: 0.9736 +2024-07-18 05:14:40,386 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 18:19:42, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7969, loss: 0.7969 +2024-07-18 05:15:03,763 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 18:19:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7410, loss: 0.7410 +2024-07-18 05:15:27,150 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 18:18:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7579, loss: 0.7579 +2024-07-18 05:15:50,626 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 18:18:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8735, loss: 0.8735 +2024-07-18 05:16:14,082 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 18:17:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 0.7943, loss: 0.7943 +2024-07-18 05:16:37,613 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 18:17:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.8152, loss: 0.8152 +2024-07-18 05:17:01,070 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 18:17:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7821, loss: 0.7821 +2024-07-18 05:17:24,536 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 18:16:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.8182, loss: 0.8182 +2024-07-18 05:17:48,132 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 18:16:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.7999, loss: 0.7999 +2024-07-18 05:18:11,590 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 18:15:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.8277, loss: 0.8277 +2024-07-18 05:18:34,963 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 18:15:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8280, loss: 0.8280 +2024-07-18 05:18:58,357 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 18:14:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.8048, loss: 0.8048 +2024-07-18 05:19:21,771 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 18:14:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8084, loss: 0.8084 +2024-07-18 05:19:45,249 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 18:14:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.8367, loss: 0.8367 +2024-07-18 05:20:08,673 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 18:13:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8266, loss: 0.8266 +2024-07-18 05:20:32,087 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 18:13:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.7626, loss: 0.7626 +2024-07-18 05:20:55,551 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 18:12:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8078, loss: 0.8078 +2024-07-18 05:21:19,027 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 18:12:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.8944, loss: 0.8944 +2024-07-18 05:21:42,519 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 18:11:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8452, loss: 0.8452 +2024-07-18 05:22:05,974 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 18:11:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7734, loss: 0.7734 +2024-07-18 05:22:29,412 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 18:11:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.8023, loss: 0.8023 +2024-07-18 05:22:52,848 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 18:10:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8308, loss: 0.8308 +2024-07-18 05:23:16,258 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 18:10:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.8380, loss: 0.8380 +2024-07-18 05:23:39,677 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 18:09:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7691, loss: 0.7691 +2024-07-18 05:24:03,080 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 18:09:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.7945, loss: 0.7945 +2024-07-18 05:24:04,897 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-18 05:25:22,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:25:22,800 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9600 +2024-07-18 05:25:22,802 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7900, top5_acc: 0.9600 +2024-07-18 05:26:04,391 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 18:09:34, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 0.8269, loss: 0.8269 +2024-07-18 05:26:27,852 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 18:09:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 0.7855, loss: 0.7855 +2024-07-18 05:26:51,286 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 18:08:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7682, loss: 0.7682 +2024-07-18 05:27:14,776 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 18:08:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.7356, loss: 0.7356 +2024-07-18 05:27:38,244 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 18:07:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.7187, loss: 0.7187 +2024-07-18 05:28:01,761 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 18:07:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8671, loss: 0.8671 +2024-07-18 05:28:25,257 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 18:06:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.7940, loss: 0.7940 +2024-07-18 05:28:48,721 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 18:06:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.7727, loss: 0.7727 +2024-07-18 05:29:12,344 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 18:06:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 0.8114, loss: 0.8114 +2024-07-18 05:29:35,826 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 18:05:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9888, loss_cls: 0.7448, loss: 0.7448 +2024-07-18 05:29:59,199 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 18:05:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8546, loss: 0.8546 +2024-07-18 05:30:22,593 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 18:04:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 05:30:45,998 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 18:04:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 0.8389, loss: 0.8389 +2024-07-18 05:31:09,457 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 18:03:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.8444, loss: 0.8444 +2024-07-18 05:31:32,839 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 18:03:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8109, loss: 0.8109 +2024-07-18 05:31:56,181 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 18:03:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.8339, loss: 0.8339 +2024-07-18 05:32:19,587 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 18:02:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7938, loss: 0.7938 +2024-07-18 05:32:42,984 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 18:02:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 0.9002, loss: 0.9002 +2024-07-18 05:33:06,385 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 18:01:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8140, loss: 0.8140 +2024-07-18 05:33:29,764 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 18:01:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.7370, loss: 0.7370 +2024-07-18 05:33:53,424 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 18:00:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7637, loss: 0.7637 +2024-07-18 05:34:16,883 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 18:00:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9869, loss_cls: 0.7321, loss: 0.7321 +2024-07-18 05:34:40,342 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 18:00:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.8107, loss: 0.8107 +2024-07-18 05:35:03,815 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:59:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8148, loss: 0.8148 +2024-07-18 05:35:27,240 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:59:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7275, loss: 0.7275 +2024-07-18 05:35:29,062 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-18 05:36:46,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:36:46,671 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9688 +2024-07-18 05:36:46,673 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7900, top5_acc: 0.9688 +2024-07-18 05:37:28,198 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:59:25, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7898, loss: 0.7898 +2024-07-18 05:37:51,641 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:58:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7853, loss: 0.7853 +2024-07-18 05:38:15,124 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:58:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.7791, loss: 0.7791 +2024-07-18 05:38:38,566 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:58:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7457, loss: 0.7457 +2024-07-18 05:39:02,074 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:57:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8079, loss: 0.8079 +2024-07-18 05:39:25,694 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:57:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.7678, loss: 0.7678 +2024-07-18 05:39:49,251 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:56:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7560, loss: 0.7560 +2024-07-18 05:40:12,756 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:56:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.8363, loss: 0.8363 +2024-07-18 05:40:36,361 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:55:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.7695, loss: 0.7695 +2024-07-18 05:40:59,903 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:55:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.8064, loss: 0.8064 +2024-07-18 05:41:23,348 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:55:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.7797, loss: 0.7797 +2024-07-18 05:41:46,750 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:54:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7738, loss: 0.7738 +2024-07-18 05:42:10,177 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:54:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7689, loss: 0.7689 +2024-07-18 05:42:33,599 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:53:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 0.8476, loss: 0.8476 +2024-07-18 05:42:57,175 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:53:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8239, loss: 0.8239 +2024-07-18 05:43:20,572 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:52:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.8040, loss: 0.8040 +2024-07-18 05:43:44,014 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:52:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7741, loss: 0.7741 +2024-07-18 05:44:07,467 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:52:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7559, loss: 0.7559 +2024-07-18 05:44:30,807 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:51:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 05:44:54,150 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:51:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.7224, loss: 0.7224 +2024-07-18 05:45:17,512 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:50:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7733, loss: 0.7733 +2024-07-18 05:45:40,884 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:50:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7492, loss: 0.7492 +2024-07-18 05:46:04,223 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:49:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8070, loss: 0.8070 +2024-07-18 05:46:27,575 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:49:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.8283, loss: 0.8283 +2024-07-18 05:46:50,941 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:49:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 0.7942, loss: 0.7942 +2024-07-18 05:46:52,747 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-18 05:48:10,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:48:10,414 - pyskl - INFO - +top1_acc 0.8146 +top5_acc 0.9702 +2024-07-18 05:48:10,416 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8146, top5_acc: 0.9702 +2024-07-18 05:48:51,901 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:49:16, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 0.7378, loss: 0.7378 +2024-07-18 05:49:15,256 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:48:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7355, loss: 0.7355 +2024-07-18 05:49:38,678 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:48:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7821, loss: 0.7821 +2024-07-18 05:50:02,086 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:47:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7772, loss: 0.7772 +2024-07-18 05:50:25,584 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:47:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8237, loss: 0.8237 +2024-07-18 05:50:49,113 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:47:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7382, loss: 0.7382 +2024-07-18 05:51:12,616 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:46:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.8227, loss: 0.8227 +2024-07-18 05:51:36,078 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:46:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7881, loss: 0.7881 +2024-07-18 05:51:59,615 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:45:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7324, loss: 0.7324 +2024-07-18 05:52:22,958 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:45:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7808, loss: 0.7808 +2024-07-18 05:52:46,381 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:44:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9881, loss_cls: 0.7447, loss: 0.7447 +2024-07-18 05:53:09,819 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:44:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7847, loss: 0.7847 +2024-07-18 05:53:33,248 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:44:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.7187, loss: 0.7187 +2024-07-18 05:53:56,718 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:43:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.7899, loss: 0.7899 +2024-07-18 05:54:20,205 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:43:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.8066, loss: 0.8066 +2024-07-18 05:54:43,718 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:42:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7813, loss: 0.7813 +2024-07-18 05:55:07,105 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:42:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.7876, loss: 0.7876 +2024-07-18 05:55:30,493 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:41:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8084, loss: 0.8084 +2024-07-18 05:55:53,945 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:41:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7571, loss: 0.7571 +2024-07-18 05:56:17,386 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:41:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8148, loss: 0.8148 +2024-07-18 05:56:40,802 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:40:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.7552, loss: 0.7552 +2024-07-18 05:57:04,236 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:40:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7752, loss: 0.7752 +2024-07-18 05:57:27,638 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:39:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.8034, loss: 0.8034 +2024-07-18 05:57:51,070 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:39:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8267, loss: 0.8267 +2024-07-18 05:58:14,478 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:38:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 0.8761, loss: 0.8761 +2024-07-18 05:58:16,269 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-18 05:59:34,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 05:59:34,125 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9714 +2024-07-18 05:59:34,127 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8068, top5_acc: 0.9714 +2024-07-18 06:00:15,308 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:39:07, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7405, loss: 0.7405 +2024-07-18 06:00:38,737 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:38:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.7287, loss: 0.7287 +2024-07-18 06:01:02,207 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:38:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7374, loss: 0.7374 +2024-07-18 06:01:25,635 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:37:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7097, loss: 0.7097 +2024-07-18 06:01:49,260 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:37:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7101, loss: 0.7101 +2024-07-18 06:02:12,765 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:36:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.7973, loss: 0.7973 +2024-07-18 06:02:36,295 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:36:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7792, loss: 0.7792 +2024-07-18 06:02:59,802 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:36:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.8991, loss: 0.8991 +2024-07-18 06:03:23,313 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:35:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7871, loss: 0.7871 +2024-07-18 06:03:46,776 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:35:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9862, loss_cls: 0.7393, loss: 0.7393 +2024-07-18 06:04:10,293 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:34:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 0.7348, loss: 0.7348 +2024-07-18 06:04:33,750 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:34:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.8112, loss: 0.8112 +2024-07-18 06:04:57,155 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:33:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8103, loss: 0.8103 +2024-07-18 06:05:20,584 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:33:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 0.7417, loss: 0.7417 +2024-07-18 06:05:44,136 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:33:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7686, loss: 0.7686 +2024-07-18 06:06:07,676 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:32:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.8079, loss: 0.8079 +2024-07-18 06:06:31,076 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:32:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.8119, loss: 0.8119 +2024-07-18 06:06:54,464 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 0.8081, loss: 0.8081 +2024-07-18 06:07:17,882 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:31:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8232, loss: 0.8232 +2024-07-18 06:07:41,263 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:30:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.7204, loss: 0.7204 +2024-07-18 06:08:04,625 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:30:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.7276, loss: 0.7276 +2024-07-18 06:08:28,085 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:30:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.8000, loss: 0.8000 +2024-07-18 06:08:51,499 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:29:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.8214, loss: 0.8214 +2024-07-18 06:09:14,871 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:29:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.8235, loss: 0.8235 +2024-07-18 06:09:38,244 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:28:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.8031, loss: 0.8031 +2024-07-18 06:09:40,036 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-18 06:10:57,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:10:57,889 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9669 +2024-07-18 06:10:57,891 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8049, top5_acc: 0.9669 +2024-07-18 06:11:39,150 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:28:59, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6709, loss: 0.6709 +2024-07-18 06:12:02,531 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:28:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7419, loss: 0.7419 +2024-07-18 06:12:25,987 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:28:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9869, loss_cls: 0.7816, loss: 0.7816 +2024-07-18 06:12:49,440 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:27:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.8068, loss: 0.8068 +2024-07-18 06:13:12,912 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:27:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.8057, loss: 0.8057 +2024-07-18 06:13:36,340 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:26:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 0.7818, loss: 0.7818 +2024-07-18 06:13:59,874 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:26:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8319, loss: 0.8319 +2024-07-18 06:14:23,289 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:25:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.7407, loss: 0.7407 +2024-07-18 06:14:46,968 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:25:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.8108, loss: 0.8108 +2024-07-18 06:15:10,529 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:25:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7251, loss: 0.7251 +2024-07-18 06:15:34,034 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:24:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.7588, loss: 0.7588 +2024-07-18 06:15:57,533 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:24:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7715, loss: 0.7715 +2024-07-18 06:16:20,930 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:23:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.8095, loss: 0.8095 +2024-07-18 06:16:44,368 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:23:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7579, loss: 0.7579 +2024-07-18 06:17:07,813 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:22:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7640, loss: 0.7640 +2024-07-18 06:17:31,278 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:22:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7596, loss: 0.7596 +2024-07-18 06:17:54,819 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:22:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7839, loss: 0.7839 +2024-07-18 06:18:18,270 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:21:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8390, loss: 0.8390 +2024-07-18 06:18:41,649 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:21:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.8320, loss: 0.8320 +2024-07-18 06:19:05,011 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:20:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7492, loss: 0.7492 +2024-07-18 06:19:28,377 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:20:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.8106, loss: 0.8106 +2024-07-18 06:19:51,696 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:19:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7710, loss: 0.7710 +2024-07-18 06:20:14,993 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:19:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.7928, loss: 0.7928 +2024-07-18 06:20:38,351 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:19:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 0.7665, loss: 0.7665 +2024-07-18 06:21:01,683 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:18:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7840, loss: 0.7840 +2024-07-18 06:21:03,517 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-18 06:22:21,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:22:21,128 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9712 +2024-07-18 06:22:21,130 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8080, top5_acc: 0.9712 +2024-07-18 06:23:02,544 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:18:50, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7311, loss: 0.7311 +2024-07-18 06:23:25,997 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:18:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.7235, loss: 0.7235 +2024-07-18 06:23:49,482 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 17:17:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 0.7392, loss: 0.7392 +2024-07-18 06:24:12,938 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 17:17:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.7430, loss: 0.7430 +2024-07-18 06:24:36,490 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 17:17:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.7559, loss: 0.7559 +2024-07-18 06:24:59,955 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 17:16:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 0.8038, loss: 0.8038 +2024-07-18 06:25:23,384 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 17:16:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7979, loss: 0.7979 +2024-07-18 06:25:46,871 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 17:15:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.7488, loss: 0.7488 +2024-07-18 06:26:10,326 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 17:15:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7332, loss: 0.7332 +2024-07-18 06:26:33,758 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 17:14:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7083, loss: 0.7083 +2024-07-18 06:26:57,178 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 17:14:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9731, loss_cls: 0.7307, loss: 0.7307 +2024-07-18 06:27:20,620 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 17:14:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.7130, loss: 0.7130 +2024-07-18 06:27:44,051 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 17:13:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7379, loss: 0.7379 +2024-07-18 06:28:07,552 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 17:13:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 0.7529, loss: 0.7529 +2024-07-18 06:28:31,042 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 17:12:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7871, loss: 0.7871 +2024-07-18 06:28:54,467 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 17:12:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.7388, loss: 0.7388 +2024-07-18 06:29:17,907 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 17:11:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 0.8578, loss: 0.8578 +2024-07-18 06:29:41,366 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 17:11:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7681, loss: 0.7681 +2024-07-18 06:30:04,823 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 17:11:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6811, loss: 0.6811 +2024-07-18 06:30:28,325 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 17:10:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8069, loss: 0.8069 +2024-07-18 06:30:51,816 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 17:10:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7914, loss: 0.7914 +2024-07-18 06:31:15,251 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 17:09:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8155, loss: 0.8155 +2024-07-18 06:31:38,687 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 17:09:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.8126, loss: 0.8126 +2024-07-18 06:32:02,071 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 17:09:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7876, loss: 0.7876 +2024-07-18 06:32:25,500 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 17:08:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.7025, loss: 0.7025 +2024-07-18 06:32:27,339 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-18 06:33:45,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:33:45,070 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9757 +2024-07-18 06:33:45,073 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_41.pth was removed +2024-07-18 06:33:45,201 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2024-07-18 06:33:45,201 - pyskl - INFO - Best top1_acc is 0.8334 at 48 epoch. +2024-07-18 06:33:45,203 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8334, top5_acc: 0.9757 +2024-07-18 06:34:26,627 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 17:08:42, time: 0.414, data_time: 0.173, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 0.6566, loss: 0.6566 +2024-07-18 06:34:50,353 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 17:08:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7755, loss: 0.7755 +2024-07-18 06:35:13,841 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 17:07:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.7468, loss: 0.7468 +2024-07-18 06:35:37,271 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 17:07:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7792, loss: 0.7792 +2024-07-18 06:36:00,755 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 17:07:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7597, loss: 0.7597 +2024-07-18 06:36:24,292 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 17:06:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6960, loss: 0.6960 +2024-07-18 06:36:47,807 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 17:06:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7702, loss: 0.7702 +2024-07-18 06:37:11,377 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 17:05:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7277, loss: 0.7277 +2024-07-18 06:37:34,804 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 17:05:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7801, loss: 0.7801 +2024-07-18 06:37:58,144 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 17:04:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7460, loss: 0.7460 +2024-07-18 06:38:21,487 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 17:04:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.7002, loss: 0.7002 +2024-07-18 06:38:44,829 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 17:04:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 0.7681, loss: 0.7681 +2024-07-18 06:39:08,192 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 17:03:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8422, loss: 0.8422 +2024-07-18 06:39:31,598 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 17:03:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7419, loss: 0.7419 +2024-07-18 06:39:55,029 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 17:02:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7269, loss: 0.7269 +2024-07-18 06:40:18,486 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 17:02:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7260, loss: 0.7260 +2024-07-18 06:40:41,970 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 17:01:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.7462, loss: 0.7462 +2024-07-18 06:41:05,469 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 17:01:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7578, loss: 0.7578 +2024-07-18 06:41:28,835 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 17:01:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7676, loss: 0.7676 +2024-07-18 06:41:52,199 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 17:00:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7537, loss: 0.7537 +2024-07-18 06:42:15,659 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 17:00:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8029, loss: 0.8029 +2024-07-18 06:42:39,092 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:59:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8004, loss: 0.8004 +2024-07-18 06:43:02,522 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:59:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7826, loss: 0.7826 +2024-07-18 06:43:25,979 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:58:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7573, loss: 0.7573 +2024-07-18 06:43:49,429 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:58:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7700, loss: 0.7700 +2024-07-18 06:43:51,260 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-18 06:45:08,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:45:08,883 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9686 +2024-07-18 06:45:08,885 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8157, top5_acc: 0.9686 +2024-07-18 06:45:50,027 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:58:34, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.6848, loss: 0.6848 +2024-07-18 06:46:13,388 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:58:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.7157, loss: 0.7157 +2024-07-18 06:46:36,896 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:57:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7494, loss: 0.7494 +2024-07-18 06:47:00,327 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:57:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9919, loss_cls: 0.7211, loss: 0.7211 +2024-07-18 06:47:23,903 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:56:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7407, loss: 0.7407 +2024-07-18 06:47:47,441 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:56:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6755, loss: 0.6755 +2024-07-18 06:48:10,872 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:56:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.6974, loss: 0.6974 +2024-07-18 06:48:34,410 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:55:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.7315, loss: 0.7315 +2024-07-18 06:48:57,900 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:55:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7858, loss: 0.7858 +2024-07-18 06:49:21,269 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:54:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.8140, loss: 0.8140 +2024-07-18 06:49:44,651 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:54:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7285, loss: 0.7285 +2024-07-18 06:50:07,978 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:53:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.7318, loss: 0.7318 +2024-07-18 06:50:31,403 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:53:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7398, loss: 0.7398 +2024-07-18 06:50:54,827 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:53:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7278, loss: 0.7278 +2024-07-18 06:51:18,307 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:52:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7369, loss: 0.7369 +2024-07-18 06:51:41,739 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:52:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8271, loss: 0.8271 +2024-07-18 06:52:05,192 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:51:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 0.7236, loss: 0.7236 +2024-07-18 06:52:28,659 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:51:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7722, loss: 0.7722 +2024-07-18 06:52:52,060 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:50:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7740, loss: 0.7740 +2024-07-18 06:53:15,409 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:50:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.7832, loss: 0.7832 +2024-07-18 06:53:38,828 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:50:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7047, loss: 0.7047 +2024-07-18 06:54:02,218 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:49:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8352, loss: 0.8352 +2024-07-18 06:54:25,600 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:49:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.7846, loss: 0.7846 +2024-07-18 06:54:48,988 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:48:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7841, loss: 0.7841 +2024-07-18 06:55:12,398 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:48:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8006, loss: 0.8006 +2024-07-18 06:55:14,250 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-18 06:56:31,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 06:56:31,642 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9711 +2024-07-18 06:56:31,644 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8137, top5_acc: 0.9711 +2024-07-18 06:57:13,054 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:48:26, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.7221, loss: 0.7221 +2024-07-18 06:57:36,440 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:48:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.7220, loss: 0.7220 +2024-07-18 06:57:59,850 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:47:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 0.6972, loss: 0.6972 +2024-07-18 06:58:23,219 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:47:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7326, loss: 0.7326 +2024-07-18 06:58:46,959 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:46:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7674, loss: 0.7674 +2024-07-18 06:59:10,444 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:46:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7731, loss: 0.7731 +2024-07-18 06:59:33,846 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:45:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 0.7410, loss: 0.7410 +2024-07-18 06:59:57,421 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:45:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7558, loss: 0.7558 +2024-07-18 07:00:20,888 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:45:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7154, loss: 0.7154 +2024-07-18 07:00:44,292 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:44:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6950, loss: 0.6950 +2024-07-18 07:01:07,703 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:44:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7675, loss: 0.7675 +2024-07-18 07:01:31,127 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:43:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6766, loss: 0.6766 +2024-07-18 07:01:54,533 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:43:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7720, loss: 0.7720 +2024-07-18 07:02:17,959 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:42:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7359, loss: 0.7359 +2024-07-18 07:02:41,402 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:42:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.7153, loss: 0.7153 +2024-07-18 07:03:04,780 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:42:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.7149, loss: 0.7149 +2024-07-18 07:03:28,190 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:41:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.7952, loss: 0.7952 +2024-07-18 07:03:51,608 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:41:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.7920, loss: 0.7920 +2024-07-18 07:04:15,047 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:40:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7536, loss: 0.7536 +2024-07-18 07:04:38,498 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:40:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7724, loss: 0.7724 +2024-07-18 07:05:01,956 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:39:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.7964, loss: 0.7964 +2024-07-18 07:05:25,412 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:39:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8121, loss: 0.8121 +2024-07-18 07:05:48,801 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:39:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 0.7694, loss: 0.7694 +2024-07-18 07:06:12,159 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:38:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.7068, loss: 0.7068 +2024-07-18 07:06:35,536 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:38:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.7421, loss: 0.7421 +2024-07-18 07:06:37,373 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-18 07:07:55,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:07:55,070 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9697 +2024-07-18 07:07:55,072 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8243, top5_acc: 0.9697 +2024-07-18 07:08:36,272 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:38:17, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7030, loss: 0.7030 +2024-07-18 07:08:59,706 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:37:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7080, loss: 0.7080 +2024-07-18 07:09:23,087 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:37:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.6897, loss: 0.6897 +2024-07-18 07:09:46,507 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:37:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7796, loss: 0.7796 +2024-07-18 07:10:10,070 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:36:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.8287, loss: 0.8287 +2024-07-18 07:10:33,813 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:36:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.7051, loss: 0.7051 +2024-07-18 07:10:57,280 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:35:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.6825, loss: 0.6825 +2024-07-18 07:11:20,819 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:35:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7633, loss: 0.7633 +2024-07-18 07:11:44,282 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:34:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7527, loss: 0.7527 +2024-07-18 07:12:07,656 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:34:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7534, loss: 0.7534 +2024-07-18 07:12:31,000 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:34:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7711, loss: 0.7711 +2024-07-18 07:12:54,338 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:33:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9881, loss_cls: 0.7420, loss: 0.7420 +2024-07-18 07:13:17,667 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:33:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.7745, loss: 0.7745 +2024-07-18 07:13:41,004 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:32:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8383, loss: 0.8383 +2024-07-18 07:14:04,477 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:32:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7655, loss: 0.7655 +2024-07-18 07:14:28,127 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:31:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6997, loss: 0.6997 +2024-07-18 07:14:51,604 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:31:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7747, loss: 0.7747 +2024-07-18 07:15:15,061 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:31:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.7455, loss: 0.7455 +2024-07-18 07:15:38,458 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:30:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6800, loss: 0.6800 +2024-07-18 07:16:01,862 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:30:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6981, loss: 0.6981 +2024-07-18 07:16:25,260 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:29:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.7200, loss: 0.7200 +2024-07-18 07:16:48,738 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:29:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7374, loss: 0.7374 +2024-07-18 07:17:12,181 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:28:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7384, loss: 0.7384 +2024-07-18 07:17:35,583 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:28:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7614, loss: 0.7614 +2024-07-18 07:17:58,985 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:28:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7631, loss: 0.7631 +2024-07-18 07:18:00,838 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-18 07:19:18,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:19:18,405 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9771 +2024-07-18 07:19:18,408 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_48.pth was removed +2024-07-18 07:19:18,532 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2024-07-18 07:19:18,532 - pyskl - INFO - Best top1_acc is 0.8380 at 52 epoch. +2024-07-18 07:19:18,534 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8380, top5_acc: 0.9771 +2024-07-18 07:20:00,160 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:28:10, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7646, loss: 0.7646 +2024-07-18 07:20:23,652 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:27:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.7138, loss: 0.7138 +2024-07-18 07:20:47,151 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:27:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.7116, loss: 0.7116 +2024-07-18 07:21:10,652 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:26:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7360, loss: 0.7360 +2024-07-18 07:21:34,170 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:26:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7317, loss: 0.7317 +2024-07-18 07:21:57,774 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:26:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7581, loss: 0.7581 +2024-07-18 07:22:21,288 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:25:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7358, loss: 0.7358 +2024-07-18 07:22:44,745 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:25:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.7004, loss: 0.7004 +2024-07-18 07:23:08,167 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:24:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.6891, loss: 0.6891 +2024-07-18 07:23:31,530 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:24:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6821, loss: 0.6821 +2024-07-18 07:23:54,918 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:23:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.7668, loss: 0.7668 +2024-07-18 07:24:18,281 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:23:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.7175, loss: 0.7175 +2024-07-18 07:24:41,597 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:23:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7696, loss: 0.7696 +2024-07-18 07:25:04,922 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:22:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7465, loss: 0.7465 +2024-07-18 07:25:28,262 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:22:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6866, loss: 0.6866 +2024-07-18 07:25:51,703 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:21:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7504, loss: 0.7504 +2024-07-18 07:26:15,144 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:21:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6905, loss: 0.6905 +2024-07-18 07:26:38,560 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:20:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8107, loss: 0.8107 +2024-07-18 07:27:02,046 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:20:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7380, loss: 0.7380 +2024-07-18 07:27:25,424 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:20:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.7819, loss: 0.7819 +2024-07-18 07:27:48,792 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:19:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7573, loss: 0.7573 +2024-07-18 07:28:12,194 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:19:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.7279, loss: 0.7279 +2024-07-18 07:28:35,542 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:18:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.7229, loss: 0.7229 +2024-07-18 07:28:58,941 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:18:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7725, loss: 0.7725 +2024-07-18 07:29:22,320 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:17:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.7056, loss: 0.7056 +2024-07-18 07:29:24,166 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-18 07:30:41,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:30:41,924 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9718 +2024-07-18 07:30:41,926 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8288, top5_acc: 0.9718 +2024-07-18 07:31:23,089 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:18:01, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7129, loss: 0.7129 +2024-07-18 07:31:46,709 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:17:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6489, loss: 0.6489 +2024-07-18 07:32:10,199 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:17:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6778, loss: 0.6778 +2024-07-18 07:32:33,716 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:16:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7413, loss: 0.7413 +2024-07-18 07:32:57,358 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:16:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.6909, loss: 0.6909 +2024-07-18 07:33:20,898 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:15:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.7055, loss: 0.7055 +2024-07-18 07:33:44,370 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:15:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6796, loss: 0.6796 +2024-07-18 07:34:07,840 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:15:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7504, loss: 0.7504 +2024-07-18 07:34:31,264 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:14:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.7091, loss: 0.7091 +2024-07-18 07:34:54,656 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:14:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7618, loss: 0.7618 +2024-07-18 07:35:18,011 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:13:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7601, loss: 0.7601 +2024-07-18 07:35:41,370 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:13:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7489, loss: 0.7489 +2024-07-18 07:36:04,712 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:12:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.7655, loss: 0.7655 +2024-07-18 07:36:28,074 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:12:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7566, loss: 0.7566 +2024-07-18 07:36:51,447 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:12:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7244, loss: 0.7244 +2024-07-18 07:37:14,839 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 16:11:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6838, loss: 0.6838 +2024-07-18 07:37:38,162 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 16:11:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 0.7150, loss: 0.7150 +2024-07-18 07:38:01,511 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 16:10:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6952, loss: 0.6952 +2024-07-18 07:38:24,881 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 16:10:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.6940, loss: 0.6940 +2024-07-18 07:38:48,308 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 16:09:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.7040, loss: 0.7040 +2024-07-18 07:39:11,700 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 16:09:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7441, loss: 0.7441 +2024-07-18 07:39:35,136 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 16:09:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6951, loss: 0.6951 +2024-07-18 07:39:58,515 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 16:08:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6251, loss: 0.6251 +2024-07-18 07:40:21,914 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 16:08:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7546, loss: 0.7546 +2024-07-18 07:40:45,341 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 16:07:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7338, loss: 0.7338 +2024-07-18 07:40:47,147 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-18 07:42:04,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:42:04,615 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9748 +2024-07-18 07:42:04,617 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8328, top5_acc: 0.9748 +2024-07-18 07:42:46,231 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 16:07:54, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6720, loss: 0.6720 +2024-07-18 07:43:09,882 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 16:07:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.7077, loss: 0.7077 +2024-07-18 07:43:33,487 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 16:07:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7367, loss: 0.7367 +2024-07-18 07:43:57,153 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 16:06:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.7995, loss: 0.7995 +2024-07-18 07:44:20,797 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 16:06:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 0.7663, loss: 0.7663 +2024-07-18 07:44:44,484 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 16:05:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6660, loss: 0.6660 +2024-07-18 07:45:08,063 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 16:05:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6797, loss: 0.6797 +2024-07-18 07:45:31,754 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 16:04:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 0.7228, loss: 0.7228 +2024-07-18 07:45:55,333 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 16:04:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6602, loss: 0.6602 +2024-07-18 07:46:18,885 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 16:04:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7388, loss: 0.7388 +2024-07-18 07:46:42,235 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 16:03:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.7119, loss: 0.7119 +2024-07-18 07:47:05,565 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 16:03:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7394, loss: 0.7394 +2024-07-18 07:47:28,887 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 16:02:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6695, loss: 0.6695 +2024-07-18 07:47:52,182 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 16:02:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6704, loss: 0.6704 +2024-07-18 07:48:15,469 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 16:02:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7038, loss: 0.7038 +2024-07-18 07:48:38,812 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 16:01:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6816, loss: 0.6816 +2024-07-18 07:49:02,221 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 16:01:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6873, loss: 0.6873 +2024-07-18 07:49:25,570 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 16:00:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.7312, loss: 0.7312 +2024-07-18 07:49:48,947 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 16:00:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7055, loss: 0.7055 +2024-07-18 07:50:12,391 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:59:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7144, loss: 0.7144 +2024-07-18 07:50:35,896 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:59:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6995, loss: 0.6995 +2024-07-18 07:50:59,373 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:59:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7195, loss: 0.7195 +2024-07-18 07:51:22,792 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:58:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6734, loss: 0.6734 +2024-07-18 07:51:46,238 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:58:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 0.7553, loss: 0.7553 +2024-07-18 07:52:09,678 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:57:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9756, loss_cls: 0.6687, loss: 0.6687 +2024-07-18 07:52:11,485 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-18 07:53:29,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 07:53:29,248 - pyskl - INFO - +top1_acc 0.8040 +top5_acc 0.9681 +2024-07-18 07:53:29,250 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8040, top5_acc: 0.9681 +2024-07-18 07:54:10,899 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:57:48, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.7107, loss: 0.7107 +2024-07-18 07:54:34,403 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:57:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6568, loss: 0.6568 +2024-07-18 07:54:57,941 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:56:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6394, loss: 0.6394 +2024-07-18 07:55:21,572 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:56:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7371, loss: 0.7371 +2024-07-18 07:55:45,154 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:56:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6886, loss: 0.6886 +2024-07-18 07:56:08,651 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:55:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7306, loss: 0.7306 +2024-07-18 07:56:32,171 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:55:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 0.7102, loss: 0.7102 +2024-07-18 07:56:55,665 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:54:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9756, loss_cls: 0.7042, loss: 0.7042 +2024-07-18 07:57:19,046 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:54:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6858, loss: 0.6858 +2024-07-18 07:57:42,389 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:54:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6766, loss: 0.6766 +2024-07-18 07:58:05,726 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:53:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7255, loss: 0.7255 +2024-07-18 07:58:29,086 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:53:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6818, loss: 0.6818 +2024-07-18 07:58:52,431 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:52:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6852, loss: 0.6852 +2024-07-18 07:59:15,788 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:52:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.7090, loss: 0.7090 +2024-07-18 07:59:39,144 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:51:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8223, loss: 0.8223 +2024-07-18 08:00:02,490 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:51:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7140, loss: 0.7140 +2024-07-18 08:00:25,859 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:51:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7380, loss: 0.7380 +2024-07-18 08:00:49,215 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:50:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.6984, loss: 0.6984 +2024-07-18 08:01:12,587 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:50:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7772, loss: 0.7772 +2024-07-18 08:01:36,049 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:49:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6538, loss: 0.6538 +2024-07-18 08:01:59,534 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:49:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7211, loss: 0.7211 +2024-07-18 08:02:22,970 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:48:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7596, loss: 0.7596 +2024-07-18 08:02:46,367 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:48:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7678, loss: 0.7678 +2024-07-18 08:03:09,779 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:48:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6679, loss: 0.6679 +2024-07-18 08:03:33,160 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:47:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6954, loss: 0.6954 +2024-07-18 08:03:35,002 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-18 08:04:52,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:04:52,643 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9713 +2024-07-18 08:04:52,645 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8024, top5_acc: 0.9713 +2024-07-18 08:05:34,070 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:47:41, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6601, loss: 0.6601 +2024-07-18 08:05:57,408 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:47:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6261, loss: 0.6261 +2024-07-18 08:06:20,775 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:46:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.5902, loss: 0.5902 +2024-07-18 08:06:44,277 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:46:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.6879, loss: 0.6879 +2024-07-18 08:07:07,798 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:45:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6560, loss: 0.6560 +2024-07-18 08:07:31,307 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:45:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.6224, loss: 0.6224 +2024-07-18 08:07:54,829 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:45:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.7776, loss: 0.7776 +2024-07-18 08:08:18,350 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:44:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7510, loss: 0.7510 +2024-07-18 08:08:41,716 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:44:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6800, loss: 0.6800 +2024-07-18 08:09:05,050 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:43:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7122, loss: 0.7122 +2024-07-18 08:09:28,367 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:43:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7469, loss: 0.7469 +2024-07-18 08:09:51,662 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:43:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.6530, loss: 0.6530 +2024-07-18 08:10:14,958 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:42:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 0.6440, loss: 0.6440 +2024-07-18 08:10:38,264 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:42:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7142, loss: 0.7142 +2024-07-18 08:11:01,631 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:41:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7772, loss: 0.7772 +2024-07-18 08:11:24,975 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:41:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7417, loss: 0.7417 +2024-07-18 08:11:48,329 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:40:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7406, loss: 0.7406 +2024-07-18 08:12:11,754 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:40:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.7010, loss: 0.7010 +2024-07-18 08:12:35,069 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:40:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7677, loss: 0.7677 +2024-07-18 08:12:58,401 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:39:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7678, loss: 0.7678 +2024-07-18 08:13:21,727 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:39:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6901, loss: 0.6901 +2024-07-18 08:13:45,092 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:38:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.7395, loss: 0.7395 +2024-07-18 08:14:08,439 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:38:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.7700, loss: 0.7700 +2024-07-18 08:14:31,821 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:37:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7087, loss: 0.7087 +2024-07-18 08:14:55,158 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:37:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.7032, loss: 0.7032 +2024-07-18 08:14:57,001 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-18 08:16:14,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:16:14,588 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9668 +2024-07-18 08:16:14,590 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8014, top5_acc: 0.9668 +2024-07-18 08:16:55,843 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:37:31, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.7167, loss: 0.7167 +2024-07-18 08:17:19,297 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:37:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6646, loss: 0.6646 +2024-07-18 08:17:42,678 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:36:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.6382, loss: 0.6382 +2024-07-18 08:18:06,165 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:36:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7007, loss: 0.7007 +2024-07-18 08:18:29,636 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:35:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6745, loss: 0.6745 +2024-07-18 08:18:53,062 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:35:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6646, loss: 0.6646 +2024-07-18 08:19:16,588 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:34:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7405, loss: 0.7405 +2024-07-18 08:19:40,242 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:34:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.7097, loss: 0.7097 +2024-07-18 08:20:03,771 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:34:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.7416, loss: 0.7416 +2024-07-18 08:20:27,217 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:33:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7684, loss: 0.7684 +2024-07-18 08:20:50,663 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:33:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.6537, loss: 0.6537 +2024-07-18 08:21:14,182 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:32:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6667, loss: 0.6667 +2024-07-18 08:21:37,603 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:32:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.7043, loss: 0.7043 +2024-07-18 08:22:01,058 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:32:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.7589, loss: 0.7589 +2024-07-18 08:22:24,495 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:31:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.6941, loss: 0.6941 +2024-07-18 08:22:47,891 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:31:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.7006, loss: 0.7006 +2024-07-18 08:23:11,297 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:30:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7509, loss: 0.7509 +2024-07-18 08:23:34,711 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:30:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6896, loss: 0.6896 +2024-07-18 08:23:58,180 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:29:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.7195, loss: 0.7195 +2024-07-18 08:24:21,608 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:29:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.7209, loss: 0.7209 +2024-07-18 08:24:45,065 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:29:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7222, loss: 0.7222 +2024-07-18 08:25:08,643 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:28:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.7441, loss: 0.7441 +2024-07-18 08:25:32,251 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:28:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7675, loss: 0.7675 +2024-07-18 08:25:55,849 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:27:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7084, loss: 0.7084 +2024-07-18 08:26:19,430 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:27:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.7245, loss: 0.7245 +2024-07-18 08:26:21,295 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-18 08:27:38,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:27:38,996 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9730 +2024-07-18 08:27:38,998 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8360, top5_acc: 0.9730 +2024-07-18 08:28:20,621 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:27:26, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.6456, loss: 0.6456 +2024-07-18 08:28:43,934 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:27:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7255, loss: 0.7255 +2024-07-18 08:29:07,294 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:26:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6813, loss: 0.6813 +2024-07-18 08:29:30,834 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:26:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6354, loss: 0.6354 +2024-07-18 08:29:54,359 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:25:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6903, loss: 0.6903 +2024-07-18 08:30:17,840 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:25:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.7001, loss: 0.7001 +2024-07-18 08:30:41,374 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:24:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.6635, loss: 0.6635 +2024-07-18 08:31:04,943 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:24:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6904, loss: 0.6904 +2024-07-18 08:31:28,482 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:24:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7611, loss: 0.7611 +2024-07-18 08:31:51,966 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:23:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9894, loss_cls: 0.7211, loss: 0.7211 +2024-07-18 08:32:15,333 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:23:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 0.7339, loss: 0.7339 +2024-07-18 08:32:38,856 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:22:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.7208, loss: 0.7208 +2024-07-18 08:33:02,346 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:22:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.6889, loss: 0.6889 +2024-07-18 08:33:25,894 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:21:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.6514, loss: 0.6514 +2024-07-18 08:33:49,367 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:21:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6445, loss: 0.6445 +2024-07-18 08:34:12,789 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:21:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6968, loss: 0.6968 +2024-07-18 08:34:36,185 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:20:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6949, loss: 0.6949 +2024-07-18 08:34:59,691 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:20:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6613, loss: 0.6613 +2024-07-18 08:35:23,051 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:19:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6644, loss: 0.6644 +2024-07-18 08:35:46,512 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:19:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.7163, loss: 0.7163 +2024-07-18 08:36:10,060 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:19:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7070, loss: 0.7070 +2024-07-18 08:36:33,592 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:18:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 0.6888, loss: 0.6888 +2024-07-18 08:36:56,985 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:18:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6710, loss: 0.6710 +2024-07-18 08:37:20,378 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:17:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7220, loss: 0.7220 +2024-07-18 08:37:43,794 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:17:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7632, loss: 0.7632 +2024-07-18 08:37:45,616 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-18 08:39:03,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:39:03,165 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9678 +2024-07-18 08:39:03,167 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8168, top5_acc: 0.9678 +2024-07-18 08:39:44,609 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:17:20, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7067, loss: 0.7067 +2024-07-18 08:40:08,020 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:16:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6228, loss: 0.6228 +2024-07-18 08:40:31,501 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:16:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7477, loss: 0.7477 +2024-07-18 08:40:55,078 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:16:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6488, loss: 0.6488 +2024-07-18 08:41:18,573 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:15:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6863, loss: 0.6863 +2024-07-18 08:41:42,021 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:15:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6966, loss: 0.6966 +2024-07-18 08:42:05,592 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:14:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.6422, loss: 0.6422 +2024-07-18 08:42:29,099 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:14:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.6525, loss: 0.6525 +2024-07-18 08:42:52,585 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:13:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6858, loss: 0.6858 +2024-07-18 08:43:15,994 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:13:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 0.6470, loss: 0.6470 +2024-07-18 08:43:39,395 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:13:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6547, loss: 0.6547 +2024-07-18 08:44:02,783 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:12:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6845, loss: 0.6845 +2024-07-18 08:44:26,194 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:12:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.6467, loss: 0.6467 +2024-07-18 08:44:49,571 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:11:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7032, loss: 0.7032 +2024-07-18 08:45:13,013 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:11:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 0.6894, loss: 0.6894 +2024-07-18 08:45:36,409 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:11:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6994, loss: 0.6994 +2024-07-18 08:45:59,806 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:10:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7550, loss: 0.7550 +2024-07-18 08:46:23,178 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:10:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7451, loss: 0.7451 +2024-07-18 08:46:46,565 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 15:09:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.7335, loss: 0.7335 +2024-07-18 08:47:10,046 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 15:09:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7152, loss: 0.7152 +2024-07-18 08:47:33,549 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 15:08:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7324, loss: 0.7324 +2024-07-18 08:47:56,958 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 15:08:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.6986, loss: 0.6986 +2024-07-18 08:48:20,376 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 15:08:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.7049, loss: 0.7049 +2024-07-18 08:48:43,832 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 15:07:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7052, loss: 0.7052 +2024-07-18 08:49:07,251 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 15:07:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.6781, loss: 0.6781 +2024-07-18 08:49:09,076 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-18 08:50:26,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 08:50:26,661 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9705 +2024-07-18 08:50:26,663 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8248, top5_acc: 0.9705 +2024-07-18 08:51:08,683 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 15:07:14, time: 0.420, data_time: 0.176, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6182, loss: 0.6182 +2024-07-18 08:51:32,593 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 15:06:50, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.6758, loss: 0.6758 +2024-07-18 08:51:56,398 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 15:06:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7349, loss: 0.7349 +2024-07-18 08:52:20,038 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 15:06:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7206, loss: 0.7206 +2024-07-18 08:52:43,446 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 15:05:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.7000, loss: 0.7000 +2024-07-18 08:53:06,857 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 15:05:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6414, loss: 0.6414 +2024-07-18 08:53:30,321 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 15:04:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 0.7096, loss: 0.7096 +2024-07-18 08:53:53,718 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 15:04:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6917, loss: 0.6917 +2024-07-18 08:54:17,111 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 15:03:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 0.6335, loss: 0.6335 +2024-07-18 08:54:40,504 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 15:03:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6637, loss: 0.6637 +2024-07-18 08:55:03,883 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 15:03:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.6377, loss: 0.6377 +2024-07-18 08:55:27,286 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 15:02:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.6786, loss: 0.6786 +2024-07-18 08:55:50,674 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 15:02:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6947, loss: 0.6947 +2024-07-18 08:56:14,070 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 15:01:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 0.7070, loss: 0.7070 +2024-07-18 08:56:37,463 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 15:01:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6448, loss: 0.6448 +2024-07-18 08:57:00,838 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 15:00:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5955, loss: 0.5955 +2024-07-18 08:57:24,258 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 15:00:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.6374, loss: 0.6374 +2024-07-18 08:57:47,643 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 15:00:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6667, loss: 0.6667 +2024-07-18 08:58:11,045 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:59:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6898, loss: 0.6898 +2024-07-18 08:58:34,466 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:59:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 0.7451, loss: 0.7451 +2024-07-18 08:58:57,954 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:58:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7497, loss: 0.7497 +2024-07-18 08:59:21,347 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:58:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6508, loss: 0.6508 +2024-07-18 08:59:44,750 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:58:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6724, loss: 0.6724 +2024-07-18 09:00:08,179 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:57:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6684, loss: 0.6684 +2024-07-18 09:00:31,598 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:57:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 0.6968, loss: 0.6968 +2024-07-18 09:00:33,382 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-18 09:01:50,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:01:51,024 - pyskl - INFO - +top1_acc 0.8154 +top5_acc 0.9719 +2024-07-18 09:01:51,026 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8154, top5_acc: 0.9719 +2024-07-18 09:02:32,449 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:57:08, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6761, loss: 0.6761 +2024-07-18 09:02:55,873 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:56:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6541, loss: 0.6541 +2024-07-18 09:03:19,383 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:56:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.6288, loss: 0.6288 +2024-07-18 09:03:43,048 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:55:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6642, loss: 0.6642 +2024-07-18 09:04:06,505 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:55:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6115, loss: 0.6115 +2024-07-18 09:04:29,963 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:55:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7229, loss: 0.7229 +2024-07-18 09:04:53,511 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:54:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.6346, loss: 0.6346 +2024-07-18 09:05:16,913 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:54:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6871, loss: 0.6871 +2024-07-18 09:05:40,332 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:53:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7593, loss: 0.7593 +2024-07-18 09:06:03,733 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:53:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6925, loss: 0.6925 +2024-07-18 09:06:27,130 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:52:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6609, loss: 0.6609 +2024-07-18 09:06:50,530 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:52:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.6830, loss: 0.6830 +2024-07-18 09:07:13,925 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:52:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6085, loss: 0.6085 +2024-07-18 09:07:37,323 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:51:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6679, loss: 0.6679 +2024-07-18 09:08:00,835 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:51:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9775, loss_cls: 0.6772, loss: 0.6772 +2024-07-18 09:08:24,292 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:50:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6667, loss: 0.6667 +2024-07-18 09:08:47,663 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:50:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9881, loss_cls: 0.7272, loss: 0.7272 +2024-07-18 09:09:11,024 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:50:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6224, loss: 0.6224 +2024-07-18 09:09:34,350 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:49:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7016, loss: 0.7016 +2024-07-18 09:09:57,711 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:49:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6787, loss: 0.6787 +2024-07-18 09:10:21,232 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:48:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.7066, loss: 0.7066 +2024-07-18 09:10:44,751 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:48:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9894, loss_cls: 0.6666, loss: 0.6666 +2024-07-18 09:11:08,278 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:47:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.7017, loss: 0.7017 +2024-07-18 09:11:31,734 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:47:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 0.7413, loss: 0.7413 +2024-07-18 09:11:55,139 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:47:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.6662, loss: 0.6662 +2024-07-18 09:11:56,978 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-18 09:13:14,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:13:14,669 - pyskl - INFO - +top1_acc 0.8295 +top5_acc 0.9716 +2024-07-18 09:13:14,671 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8295, top5_acc: 0.9716 +2024-07-18 09:13:56,160 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:47:01, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.5862, loss: 0.5862 +2024-07-18 09:14:19,586 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:46:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5814, loss: 0.5814 +2024-07-18 09:14:43,101 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:46:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6418, loss: 0.6418 +2024-07-18 09:15:06,640 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:45:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6122, loss: 0.6122 +2024-07-18 09:15:30,090 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:45:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5781, loss: 0.5781 +2024-07-18 09:15:53,572 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:44:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.6959, loss: 0.6959 +2024-07-18 09:16:17,123 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:44:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6805, loss: 0.6805 +2024-07-18 09:16:40,598 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:44:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7541, loss: 0.7541 +2024-07-18 09:17:04,082 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:43:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6774, loss: 0.6774 +2024-07-18 09:17:27,588 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:43:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6851, loss: 0.6851 +2024-07-18 09:17:51,088 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:42:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.6935, loss: 0.6935 +2024-07-18 09:18:14,446 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:42:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6657, loss: 0.6657 +2024-07-18 09:18:37,874 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:42:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6751, loss: 0.6751 +2024-07-18 09:19:01,338 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:41:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.7163, loss: 0.7163 +2024-07-18 09:19:24,745 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:41:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9906, loss_cls: 0.6514, loss: 0.6514 +2024-07-18 09:19:48,231 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:40:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.7157, loss: 0.7157 +2024-07-18 09:20:11,715 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:40:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.6673, loss: 0.6673 +2024-07-18 09:20:35,169 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:39:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6448, loss: 0.6448 +2024-07-18 09:20:58,616 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:39:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6872, loss: 0.6872 +2024-07-18 09:21:22,091 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:39:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.6947, loss: 0.6947 +2024-07-18 09:21:45,465 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:38:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7212, loss: 0.7212 +2024-07-18 09:22:08,886 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:38:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6258, loss: 0.6258 +2024-07-18 09:22:32,269 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:37:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.6723, loss: 0.6723 +2024-07-18 09:22:55,735 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:37:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.6971, loss: 0.6971 +2024-07-18 09:23:19,147 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:36:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6609, loss: 0.6609 +2024-07-18 09:23:20,994 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-18 09:24:38,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:24:38,729 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9711 +2024-07-18 09:24:38,731 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8325, top5_acc: 0.9711 +2024-07-18 09:25:20,553 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:36:56, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.6181, loss: 0.6181 +2024-07-18 09:25:43,941 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:36:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.6291, loss: 0.6291 +2024-07-18 09:26:07,492 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:36:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.6211, loss: 0.6211 +2024-07-18 09:26:31,111 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:35:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6845, loss: 0.6845 +2024-07-18 09:26:54,578 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:35:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6777, loss: 0.6777 +2024-07-18 09:27:18,134 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:34:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6663, loss: 0.6663 +2024-07-18 09:27:41,756 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:34:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6804, loss: 0.6804 +2024-07-18 09:28:05,229 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:34:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6682, loss: 0.6682 +2024-07-18 09:28:28,696 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:33:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.7100, loss: 0.7100 +2024-07-18 09:28:52,157 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:33:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.7252, loss: 0.7252 +2024-07-18 09:29:15,636 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:32:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 0.6502, loss: 0.6502 +2024-07-18 09:29:39,051 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:32:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6541, loss: 0.6541 +2024-07-18 09:30:02,396 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:31:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.6376, loss: 0.6376 +2024-07-18 09:30:25,769 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:31:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.6550, loss: 0.6550 +2024-07-18 09:30:49,126 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:31:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6699, loss: 0.6699 +2024-07-18 09:31:12,486 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:30:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9931, loss_cls: 0.5885, loss: 0.5885 +2024-07-18 09:31:35,834 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:30:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6470, loss: 0.6470 +2024-07-18 09:31:59,271 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:29:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 0.5985, loss: 0.5985 +2024-07-18 09:32:22,739 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:29:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6402, loss: 0.6402 +2024-07-18 09:32:46,156 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:29:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6712, loss: 0.6712 +2024-07-18 09:33:09,556 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:28:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.6405, loss: 0.6405 +2024-07-18 09:33:33,007 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:28:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6258, loss: 0.6258 +2024-07-18 09:33:56,402 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:27:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6858, loss: 0.6858 +2024-07-18 09:34:19,773 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:27:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 0.6288, loss: 0.6288 +2024-07-18 09:34:43,122 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:26:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6922, loss: 0.6922 +2024-07-18 09:34:44,907 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-18 09:36:02,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:36:02,536 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9757 +2024-07-18 09:36:02,538 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8310, top5_acc: 0.9757 +2024-07-18 09:36:43,819 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:26:49, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6773, loss: 0.6773 +2024-07-18 09:37:07,229 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:26:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5932, loss: 0.5932 +2024-07-18 09:37:30,814 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:25:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5965, loss: 0.5965 +2024-07-18 09:37:54,437 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:25:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6538, loss: 0.6538 +2024-07-18 09:38:17,963 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:25:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.6181, loss: 0.6181 +2024-07-18 09:38:41,546 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:24:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6382, loss: 0.6382 +2024-07-18 09:39:05,152 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:24:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5769, loss: 0.5769 +2024-07-18 09:39:28,580 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:23:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.5658, loss: 0.5658 +2024-07-18 09:39:51,963 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:23:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6434, loss: 0.6434 +2024-07-18 09:40:15,398 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:23:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6397, loss: 0.6397 +2024-07-18 09:40:38,850 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:22:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9800, loss_cls: 0.6227, loss: 0.6227 +2024-07-18 09:41:02,296 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:22:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.6964, loss: 0.6964 +2024-07-18 09:41:25,667 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:21:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6643, loss: 0.6643 +2024-07-18 09:41:49,065 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:21:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9931, loss_cls: 0.6333, loss: 0.6333 +2024-07-18 09:42:12,448 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:20:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.7174, loss: 0.7174 +2024-07-18 09:42:35,814 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:20:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.7174, loss: 0.7174 +2024-07-18 09:42:59,219 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:20:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6627, loss: 0.6627 +2024-07-18 09:43:22,647 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:19:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6946, loss: 0.6946 +2024-07-18 09:43:46,096 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:19:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5846, loss: 0.5846 +2024-07-18 09:44:09,534 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:18:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.7151, loss: 0.7151 +2024-07-18 09:44:32,947 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:18:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7326, loss: 0.7326 +2024-07-18 09:44:56,396 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:18:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6676, loss: 0.6676 +2024-07-18 09:45:19,810 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:17:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6687, loss: 0.6687 +2024-07-18 09:45:43,163 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:17:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.6913, loss: 0.6913 +2024-07-18 09:46:06,569 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:16:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.6522, loss: 0.6522 +2024-07-18 09:46:08,421 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-18 09:47:26,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:47:26,144 - pyskl - INFO - +top1_acc 0.8457 +top5_acc 0.9776 +2024-07-18 09:47:26,147 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_52.pth was removed +2024-07-18 09:47:26,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2024-07-18 09:47:26,272 - pyskl - INFO - Best top1_acc is 0.8457 at 65 epoch. +2024-07-18 09:47:26,274 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8457, top5_acc: 0.9776 +2024-07-18 09:48:07,918 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:16:43, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6131, loss: 0.6131 +2024-07-18 09:48:31,354 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:16:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5668, loss: 0.5668 +2024-07-18 09:48:55,064 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:15:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 0.5584, loss: 0.5584 +2024-07-18 09:49:18,572 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:15:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.6260, loss: 0.6260 +2024-07-18 09:49:42,085 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:15:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6164, loss: 0.6164 +2024-07-18 09:50:05,633 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:14:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.6092, loss: 0.6092 +2024-07-18 09:50:29,164 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:14:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6779, loss: 0.6779 +2024-07-18 09:50:52,587 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:13:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5978, loss: 0.5978 +2024-07-18 09:51:15,971 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:13:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 0.6682, loss: 0.6682 +2024-07-18 09:51:39,375 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:12:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6333, loss: 0.6333 +2024-07-18 09:52:02,784 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:12:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6850, loss: 0.6850 +2024-07-18 09:52:26,201 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:12:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.7015, loss: 0.7015 +2024-07-18 09:52:49,614 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:11:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5922, loss: 0.5922 +2024-07-18 09:53:13,032 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:11:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 0.6648, loss: 0.6648 +2024-07-18 09:53:36,498 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:10:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.7006, loss: 0.7006 +2024-07-18 09:53:59,958 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:10:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6515, loss: 0.6515 +2024-07-18 09:54:23,337 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:10:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6539, loss: 0.6539 +2024-07-18 09:54:46,758 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:09:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6786, loss: 0.6786 +2024-07-18 09:55:10,166 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:09:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 0.6050, loss: 0.6050 +2024-07-18 09:55:33,537 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 14:08:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6225, loss: 0.6225 +2024-07-18 09:55:56,930 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 14:08:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6527, loss: 0.6527 +2024-07-18 09:56:20,326 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 14:07:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 0.6104, loss: 0.6104 +2024-07-18 09:56:43,789 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 14:07:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6459, loss: 0.6459 +2024-07-18 09:57:07,211 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 14:07:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.6764, loss: 0.6764 +2024-07-18 09:57:30,658 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 14:06:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6573, loss: 0.6573 +2024-07-18 09:57:32,562 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-18 09:58:50,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 09:58:50,168 - pyskl - INFO - +top1_acc 0.8407 +top5_acc 0.9740 +2024-07-18 09:58:50,170 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8407, top5_acc: 0.9740 +2024-07-18 09:59:31,660 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 14:06:37, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5756, loss: 0.5756 +2024-07-18 09:59:55,124 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 14:06:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5991, loss: 0.5991 +2024-07-18 10:00:18,696 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 14:05:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 0.6320, loss: 0.6320 +2024-07-18 10:00:42,195 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 14:05:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6102, loss: 0.6102 +2024-07-18 10:01:05,670 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 14:04:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5725, loss: 0.5725 +2024-07-18 10:01:29,176 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 14:04:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.6225, loss: 0.6225 +2024-07-18 10:01:52,655 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 14:04:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5920, loss: 0.5920 +2024-07-18 10:02:16,055 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 14:03:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.6195, loss: 0.6195 +2024-07-18 10:02:39,432 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 14:03:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.6469, loss: 0.6469 +2024-07-18 10:03:02,864 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 14:02:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 0.7348, loss: 0.7348 +2024-07-18 10:03:26,285 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 14:02:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6617, loss: 0.6617 +2024-07-18 10:03:49,634 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 14:02:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.6229, loss: 0.6229 +2024-07-18 10:04:13,102 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 14:01:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.6009, loss: 0.6009 +2024-07-18 10:04:36,542 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 14:01:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5951, loss: 0.5951 +2024-07-18 10:04:59,818 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 14:00:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5730, loss: 0.5730 +2024-07-18 10:05:23,130 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 14:00:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6666, loss: 0.6666 +2024-07-18 10:05:46,459 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:59:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7157, loss: 0.7157 +2024-07-18 10:06:09,740 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:59:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 0.6175, loss: 0.6175 +2024-07-18 10:06:33,070 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:59:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.6901, loss: 0.6901 +2024-07-18 10:06:56,494 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:58:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.7041, loss: 0.7041 +2024-07-18 10:07:19,880 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:58:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.6539, loss: 0.6539 +2024-07-18 10:07:43,206 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:57:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6713, loss: 0.6713 +2024-07-18 10:08:06,685 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:57:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.6370, loss: 0.6370 +2024-07-18 10:08:30,188 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:57:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7214, loss: 0.7214 +2024-07-18 10:08:53,642 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:56:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6766, loss: 0.6766 +2024-07-18 10:08:55,462 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-18 10:10:13,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:10:13,187 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9685 +2024-07-18 10:10:13,190 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8120, top5_acc: 0.9685 +2024-07-18 10:10:54,622 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:56:30, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.6158, loss: 0.6158 +2024-07-18 10:11:18,109 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:56:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.6237, loss: 0.6237 +2024-07-18 10:11:41,703 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:55:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6810, loss: 0.6810 +2024-07-18 10:12:05,210 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:55:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9812, loss_cls: 0.6015, loss: 0.6015 +2024-07-18 10:12:28,691 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:54:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.5572, loss: 0.5572 +2024-07-18 10:12:52,202 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:54:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6212, loss: 0.6212 +2024-07-18 10:13:15,848 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:54:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6033, loss: 0.6033 +2024-07-18 10:13:39,324 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:53:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5458, loss: 0.5458 +2024-07-18 10:14:02,764 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:53:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.5888, loss: 0.5888 +2024-07-18 10:14:26,170 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:52:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 0.5958, loss: 0.5958 +2024-07-18 10:14:49,617 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:52:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6327, loss: 0.6327 +2024-07-18 10:15:13,092 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:51:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.6275, loss: 0.6275 +2024-07-18 10:15:36,487 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:51:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6793, loss: 0.6793 +2024-07-18 10:15:59,883 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:51:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.6025, loss: 0.6025 +2024-07-18 10:16:23,260 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:50:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.6423, loss: 0.6423 +2024-07-18 10:16:46,695 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:50:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6262, loss: 0.6262 +2024-07-18 10:17:10,107 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:49:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6121, loss: 0.6121 +2024-07-18 10:17:33,508 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:49:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6739, loss: 0.6739 +2024-07-18 10:17:56,911 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:49:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 0.6007, loss: 0.6007 +2024-07-18 10:18:20,324 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:48:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6407, loss: 0.6407 +2024-07-18 10:18:43,715 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:48:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6541, loss: 0.6541 +2024-07-18 10:19:07,149 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:47:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6778, loss: 0.6778 +2024-07-18 10:19:30,531 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:47:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.6776, loss: 0.6776 +2024-07-18 10:19:53,960 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:46:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.6090, loss: 0.6090 +2024-07-18 10:20:17,388 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:46:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.6366, loss: 0.6366 +2024-07-18 10:20:19,187 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-18 10:21:36,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:21:36,982 - pyskl - INFO - +top1_acc 0.8354 +top5_acc 0.9751 +2024-07-18 10:21:36,984 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8354, top5_acc: 0.9751 +2024-07-18 10:22:18,746 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:46:25, time: 0.418, data_time: 0.178, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 0.6095, loss: 0.6095 +2024-07-18 10:22:42,304 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:46:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.6199, loss: 0.6199 +2024-07-18 10:23:06,024 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:45:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.6451, loss: 0.6451 +2024-07-18 10:23:29,560 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:45:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5752, loss: 0.5752 +2024-07-18 10:23:53,103 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:44:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 0.6372, loss: 0.6372 +2024-07-18 10:24:16,857 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:44:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.5597, loss: 0.5597 +2024-07-18 10:24:40,440 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:43:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5509, loss: 0.5509 +2024-07-18 10:25:03,903 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:43:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.5908, loss: 0.5908 +2024-07-18 10:25:27,371 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:43:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6344, loss: 0.6344 +2024-07-18 10:25:50,817 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:42:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.6180, loss: 0.6180 +2024-07-18 10:26:14,181 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:42:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6418, loss: 0.6418 +2024-07-18 10:26:37,556 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:41:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.6116, loss: 0.6116 +2024-07-18 10:27:00,948 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:41:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9925, loss_cls: 0.5972, loss: 0.5972 +2024-07-18 10:27:24,372 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:41:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5879, loss: 0.5879 +2024-07-18 10:27:47,823 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:40:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6156, loss: 0.6156 +2024-07-18 10:28:11,278 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:40:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.6134, loss: 0.6134 +2024-07-18 10:28:34,659 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:39:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.5937, loss: 0.5937 +2024-07-18 10:28:58,103 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:39:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6275, loss: 0.6275 +2024-07-18 10:29:21,590 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:38:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6275, loss: 0.6275 +2024-07-18 10:29:44,979 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:38:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6572, loss: 0.6572 +2024-07-18 10:30:08,373 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:38:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6301, loss: 0.6301 +2024-07-18 10:30:31,769 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:37:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5849, loss: 0.5849 +2024-07-18 10:30:55,170 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:37:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6399, loss: 0.6399 +2024-07-18 10:31:18,584 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:36:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6328, loss: 0.6328 +2024-07-18 10:31:42,036 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:36:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5928, loss: 0.5928 +2024-07-18 10:31:43,833 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-18 10:33:01,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:33:01,396 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9720 +2024-07-18 10:33:01,399 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8253, top5_acc: 0.9720 +2024-07-18 10:33:42,870 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:36:19, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5639, loss: 0.5639 +2024-07-18 10:34:06,384 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:35:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5640, loss: 0.5640 +2024-07-18 10:34:29,913 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:35:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 0.6425, loss: 0.6425 +2024-07-18 10:34:53,407 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:35:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6545, loss: 0.6545 +2024-07-18 10:35:16,927 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:34:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 0.6537, loss: 0.6537 +2024-07-18 10:35:40,518 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:34:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5971, loss: 0.5971 +2024-07-18 10:36:04,142 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:33:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5863, loss: 0.5863 +2024-07-18 10:36:27,656 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:33:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6567, loss: 0.6567 +2024-07-18 10:36:51,112 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:33:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5753, loss: 0.5753 +2024-07-18 10:37:14,535 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:32:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6167, loss: 0.6167 +2024-07-18 10:37:38,003 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:32:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5897, loss: 0.5897 +2024-07-18 10:38:01,409 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:31:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.6148, loss: 0.6148 +2024-07-18 10:38:24,831 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:31:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5999, loss: 0.5999 +2024-07-18 10:38:48,189 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:30:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6151, loss: 0.6151 +2024-07-18 10:39:11,625 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:30:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.6226, loss: 0.6226 +2024-07-18 10:39:35,035 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:30:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.6055, loss: 0.6055 +2024-07-18 10:39:58,442 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:29:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6645, loss: 0.6645 +2024-07-18 10:40:21,825 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:29:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6579, loss: 0.6579 +2024-07-18 10:40:45,210 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:28:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6405, loss: 0.6405 +2024-07-18 10:41:08,625 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:28:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.6050, loss: 0.6050 +2024-07-18 10:41:31,991 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:28:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.6429, loss: 0.6429 +2024-07-18 10:41:55,397 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:27:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5730, loss: 0.5730 +2024-07-18 10:42:18,778 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:27:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 0.6485, loss: 0.6485 +2024-07-18 10:42:42,149 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:26:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6551, loss: 0.6551 +2024-07-18 10:43:05,508 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:26:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6074, loss: 0.6074 +2024-07-18 10:43:07,339 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-18 10:44:24,807 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:44:24,875 - pyskl - INFO - +top1_acc 0.8359 +top5_acc 0.9763 +2024-07-18 10:44:24,877 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8359, top5_acc: 0.9763 +2024-07-18 10:45:07,159 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:26:14, time: 0.423, data_time: 0.181, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5325, loss: 0.5325 +2024-07-18 10:45:30,919 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:25:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5703, loss: 0.5703 +2024-07-18 10:45:54,734 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:25:25, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5833, loss: 0.5833 +2024-07-18 10:46:18,386 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:25:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.6110, loss: 0.6110 +2024-07-18 10:46:41,955 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:24:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.6268, loss: 0.6268 +2024-07-18 10:47:05,672 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:24:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5837, loss: 0.5837 +2024-07-18 10:47:29,225 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:23:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5732, loss: 0.5732 +2024-07-18 10:47:52,731 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:23:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6099, loss: 0.6099 +2024-07-18 10:48:16,238 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:22:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5507, loss: 0.5507 +2024-07-18 10:48:39,736 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:22:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.5707, loss: 0.5707 +2024-07-18 10:49:03,249 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:22:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5878, loss: 0.5878 +2024-07-18 10:49:26,733 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:21:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6553, loss: 0.6553 +2024-07-18 10:49:50,248 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:21:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.5913, loss: 0.5913 +2024-07-18 10:50:13,763 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:20:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.6229, loss: 0.6229 +2024-07-18 10:50:37,266 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:20:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.6127, loss: 0.6127 +2024-07-18 10:51:00,738 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:20:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.6080, loss: 0.6080 +2024-07-18 10:51:24,301 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:19:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6802, loss: 0.6802 +2024-07-18 10:51:47,850 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:19:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6120, loss: 0.6120 +2024-07-18 10:52:11,390 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:18:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6447, loss: 0.6447 +2024-07-18 10:52:34,895 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:18:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6103, loss: 0.6103 +2024-07-18 10:52:58,404 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:17:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5781, loss: 0.5781 +2024-07-18 10:53:21,892 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:17:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5172, loss: 0.5172 +2024-07-18 10:53:45,395 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:17:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5950, loss: 0.5950 +2024-07-18 10:54:08,866 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:16:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6525, loss: 0.6525 +2024-07-18 10:54:32,364 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:16:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5951, loss: 0.5951 +2024-07-18 10:54:34,191 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-18 10:55:52,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 10:55:52,140 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9725 +2024-07-18 10:55:52,142 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8219, top5_acc: 0.9725 +2024-07-18 10:56:33,698 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:16:11, time: 0.416, data_time: 0.176, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5637, loss: 0.5637 +2024-07-18 10:56:57,200 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:15:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5783, loss: 0.5783 +2024-07-18 10:57:20,662 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:15:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.5672, loss: 0.5672 +2024-07-18 10:57:44,016 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:14:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5767, loss: 0.5767 +2024-07-18 10:58:07,449 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:14:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.6047, loss: 0.6047 +2024-07-18 10:58:31,014 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:14:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6291, loss: 0.6291 +2024-07-18 10:58:54,469 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:13:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5697, loss: 0.5697 +2024-07-18 10:59:17,970 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:13:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6493, loss: 0.6493 +2024-07-18 10:59:41,437 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:12:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6197, loss: 0.6197 +2024-07-18 11:00:04,940 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:12:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5926, loss: 0.5926 +2024-07-18 11:00:28,412 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:12:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6446, loss: 0.6446 +2024-07-18 11:00:51,890 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:11:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6231, loss: 0.6231 +2024-07-18 11:01:15,379 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:11:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6297, loss: 0.6297 +2024-07-18 11:01:38,868 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:10:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.5501, loss: 0.5501 +2024-07-18 11:02:02,232 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:10:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6337, loss: 0.6337 +2024-07-18 11:02:25,640 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:09:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.5846, loss: 0.5846 +2024-07-18 11:02:49,028 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:09:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.6074, loss: 0.6074 +2024-07-18 11:03:12,426 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:09:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 0.6471, loss: 0.6471 +2024-07-18 11:03:35,862 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:08:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6268, loss: 0.6268 +2024-07-18 11:03:59,287 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:08:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5902, loss: 0.5902 +2024-07-18 11:04:22,703 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:07:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5608, loss: 0.5608 +2024-07-18 11:04:46,094 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 13:07:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.5079, loss: 0.5079 +2024-07-18 11:05:09,498 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 13:07:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5959, loss: 0.5959 +2024-07-18 11:05:32,901 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 13:06:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.6230, loss: 0.6230 +2024-07-18 11:05:56,267 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 13:06:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6361, loss: 0.6361 +2024-07-18 11:05:58,110 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-18 11:07:15,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:07:16,059 - pyskl - INFO - +top1_acc 0.8296 +top5_acc 0.9716 +2024-07-18 11:07:16,061 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8296, top5_acc: 0.9716 +2024-07-18 11:07:57,607 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 13:06:05, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5581, loss: 0.5581 +2024-07-18 11:08:21,448 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 13:05:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9938, loss_cls: 0.5973, loss: 0.5973 +2024-07-18 11:08:45,041 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 13:05:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.5783, loss: 0.5783 +2024-07-18 11:09:08,551 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 13:04:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 0.5676, loss: 0.5676 +2024-07-18 11:09:32,058 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 13:04:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.5363, loss: 0.5363 +2024-07-18 11:09:55,565 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 13:04:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.5139, loss: 0.5139 +2024-07-18 11:10:18,987 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 13:03:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6217, loss: 0.6217 +2024-07-18 11:10:42,402 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 13:03:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.6003, loss: 0.6003 +2024-07-18 11:11:05,802 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 13:02:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.5653, loss: 0.5653 +2024-07-18 11:11:29,190 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 13:02:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.5865, loss: 0.5865 +2024-07-18 11:11:52,560 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 13:01:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6092, loss: 0.6092 +2024-07-18 11:12:15,941 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 13:01:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5820, loss: 0.5820 +2024-07-18 11:12:39,314 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 13:01:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5724, loss: 0.5724 +2024-07-18 11:13:02,707 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 13:00:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5952, loss: 0.5952 +2024-07-18 11:13:26,102 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 13:00:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6516, loss: 0.6516 +2024-07-18 11:13:49,483 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:59:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5783, loss: 0.5783 +2024-07-18 11:14:12,885 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:59:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6306, loss: 0.6306 +2024-07-18 11:14:36,305 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:59:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5833, loss: 0.5833 +2024-07-18 11:14:59,722 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:58:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5870, loss: 0.5870 +2024-07-18 11:15:23,114 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:58:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6258, loss: 0.6258 +2024-07-18 11:15:46,497 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:57:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5943, loss: 0.5943 +2024-07-18 11:16:09,928 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:57:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6307, loss: 0.6307 +2024-07-18 11:16:33,392 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:56:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.5950, loss: 0.5950 +2024-07-18 11:16:56,791 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:56:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 0.6077, loss: 0.6077 +2024-07-18 11:17:20,226 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:56:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.5784, loss: 0.5784 +2024-07-18 11:17:22,012 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-18 11:18:39,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:18:39,755 - pyskl - INFO - +top1_acc 0.8334 +top5_acc 0.9729 +2024-07-18 11:18:39,757 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8334, top5_acc: 0.9729 +2024-07-18 11:19:21,280 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:55:59, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.5711, loss: 0.5711 +2024-07-18 11:19:44,949 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:55:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5418, loss: 0.5418 +2024-07-18 11:20:08,392 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:55:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4962, loss: 0.4962 +2024-07-18 11:20:31,946 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:54:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9931, loss_cls: 0.5424, loss: 0.5424 +2024-07-18 11:20:55,603 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:54:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.5203, loss: 0.5203 +2024-07-18 11:21:19,108 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:53:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5842, loss: 0.5842 +2024-07-18 11:21:42,551 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:53:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.5548, loss: 0.5548 +2024-07-18 11:22:05,965 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:53:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5978, loss: 0.5978 +2024-07-18 11:22:29,406 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:52:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5597, loss: 0.5597 +2024-07-18 11:22:52,822 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:52:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5285, loss: 0.5285 +2024-07-18 11:23:16,269 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:51:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5895, loss: 0.5895 +2024-07-18 11:23:39,737 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:51:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5635, loss: 0.5635 +2024-07-18 11:24:03,148 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:51:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5971, loss: 0.5971 +2024-07-18 11:24:26,591 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:50:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.5916, loss: 0.5916 +2024-07-18 11:24:50,000 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:50:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6422, loss: 0.6422 +2024-07-18 11:25:13,416 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:49:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5887, loss: 0.5887 +2024-07-18 11:25:36,849 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:49:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5495, loss: 0.5495 +2024-07-18 11:26:00,256 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:48:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6110, loss: 0.6110 +2024-07-18 11:26:23,692 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:48:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7175, loss: 0.7175 +2024-07-18 11:26:47,093 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:48:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.5952, loss: 0.5952 +2024-07-18 11:27:10,488 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:47:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6731, loss: 0.6731 +2024-07-18 11:27:33,899 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:47:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 0.6102, loss: 0.6102 +2024-07-18 11:27:57,299 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:46:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6543, loss: 0.6543 +2024-07-18 11:28:20,707 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:46:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.6148, loss: 0.6148 +2024-07-18 11:28:44,075 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:46:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5832, loss: 0.5832 +2024-07-18 11:28:45,893 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-18 11:30:03,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:30:03,638 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9730 +2024-07-18 11:30:03,642 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_65.pth was removed +2024-07-18 11:30:03,769 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2024-07-18 11:30:03,770 - pyskl - INFO - Best top1_acc is 0.8461 at 74 epoch. +2024-07-18 11:30:03,772 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8461, top5_acc: 0.9730 +2024-07-18 11:30:45,460 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:45:54, time: 0.417, data_time: 0.177, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5488, loss: 0.5488 +2024-07-18 11:31:09,209 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:45:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5270, loss: 0.5270 +2024-07-18 11:31:32,763 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:45:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 0.5828, loss: 0.5828 +2024-07-18 11:31:56,254 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:44:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5748, loss: 0.5748 +2024-07-18 11:32:19,799 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:44:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5858, loss: 0.5858 +2024-07-18 11:32:43,362 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:43:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5554, loss: 0.5554 +2024-07-18 11:33:06,746 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:43:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5902, loss: 0.5902 +2024-07-18 11:33:30,116 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:43:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6466, loss: 0.6466 +2024-07-18 11:33:53,489 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:42:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.5260, loss: 0.5260 +2024-07-18 11:34:16,874 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:42:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5581, loss: 0.5581 +2024-07-18 11:34:40,291 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:41:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6005, loss: 0.6005 +2024-07-18 11:35:03,671 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:41:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5825, loss: 0.5825 +2024-07-18 11:35:27,074 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:40:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5608, loss: 0.5608 +2024-07-18 11:35:50,449 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:40:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5542, loss: 0.5542 +2024-07-18 11:36:13,889 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:40:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.6311, loss: 0.6311 +2024-07-18 11:36:37,281 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:39:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5613, loss: 0.5613 +2024-07-18 11:37:00,666 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:39:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.5775, loss: 0.5775 +2024-07-18 11:37:24,051 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:38:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 0.5583, loss: 0.5583 +2024-07-18 11:37:47,463 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:38:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.6064, loss: 0.6064 +2024-07-18 11:38:10,942 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:38:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6327, loss: 0.6327 +2024-07-18 11:38:34,339 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:37:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5856, loss: 0.5856 +2024-07-18 11:38:57,748 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:37:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 0.5928, loss: 0.5928 +2024-07-18 11:39:21,154 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:36:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 0.5843, loss: 0.5843 +2024-07-18 11:39:44,604 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:36:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4789, loss: 0.4789 +2024-07-18 11:40:08,085 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:35:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6083, loss: 0.6083 +2024-07-18 11:40:09,931 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-18 11:41:27,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:41:27,732 - pyskl - INFO - +top1_acc 0.8481 +top5_acc 0.9794 +2024-07-18 11:41:27,736 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_74.pth was removed +2024-07-18 11:41:27,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2024-07-18 11:41:27,862 - pyskl - INFO - Best top1_acc is 0.8481 at 75 epoch. +2024-07-18 11:41:27,865 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8481, top5_acc: 0.9794 +2024-07-18 11:42:09,607 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:35:48, time: 0.417, data_time: 0.177, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5613, loss: 0.5613 +2024-07-18 11:42:33,248 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:35:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.5029, loss: 0.5029 +2024-07-18 11:42:56,741 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:34:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5001, loss: 0.5001 +2024-07-18 11:43:20,271 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:34:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5409, loss: 0.5409 +2024-07-18 11:43:43,854 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:34:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5400, loss: 0.5400 +2024-07-18 11:44:07,439 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:33:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5775, loss: 0.5775 +2024-07-18 11:44:30,964 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:33:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 0.5716, loss: 0.5716 +2024-07-18 11:44:54,443 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:32:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6127, loss: 0.6127 +2024-07-18 11:45:17,908 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:32:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5442, loss: 0.5442 +2024-07-18 11:45:41,325 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:32:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5836, loss: 0.5836 +2024-07-18 11:46:04,687 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:31:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6322, loss: 0.6322 +2024-07-18 11:46:28,069 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:31:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5159, loss: 0.5159 +2024-07-18 11:46:51,449 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:30:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.6146, loss: 0.6146 +2024-07-18 11:47:14,880 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:30:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5741, loss: 0.5741 +2024-07-18 11:47:38,297 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:30:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6011, loss: 0.6011 +2024-07-18 11:48:01,723 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:29:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 0.5759, loss: 0.5759 +2024-07-18 11:48:25,178 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:29:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.5017, loss: 0.5017 +2024-07-18 11:48:48,630 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:28:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5690, loss: 0.5690 +2024-07-18 11:49:12,094 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:28:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.6078, loss: 0.6078 +2024-07-18 11:49:35,570 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:27:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5886, loss: 0.5886 +2024-07-18 11:49:59,044 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:27:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 0.6051, loss: 0.6051 +2024-07-18 11:50:22,494 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:27:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5645, loss: 0.5645 +2024-07-18 11:50:45,952 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:26:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.6131, loss: 0.6131 +2024-07-18 11:51:09,403 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:26:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.6056, loss: 0.6056 +2024-07-18 11:51:32,871 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:25:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9931, loss_cls: 0.5668, loss: 0.5668 +2024-07-18 11:51:34,659 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-18 11:52:52,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 11:52:52,443 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9725 +2024-07-18 11:52:52,445 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8351, top5_acc: 0.9725 +2024-07-18 11:53:34,266 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:25:43, time: 0.418, data_time: 0.179, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5558, loss: 0.5558 +2024-07-18 11:53:57,920 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:25:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 0.5233, loss: 0.5233 +2024-07-18 11:54:21,528 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:24:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4995, loss: 0.4995 +2024-07-18 11:54:45,190 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:24:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.5671, loss: 0.5671 +2024-07-18 11:55:08,794 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:24:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5327, loss: 0.5327 +2024-07-18 11:55:32,281 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:23:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5418, loss: 0.5418 +2024-07-18 11:55:55,726 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:23:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5610, loss: 0.5610 +2024-07-18 11:56:19,171 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:22:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.5548, loss: 0.5548 +2024-07-18 11:56:42,600 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:22:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5403, loss: 0.5403 +2024-07-18 11:57:06,065 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:22:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.5402, loss: 0.5402 +2024-07-18 11:57:29,495 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:21:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 0.6162, loss: 0.6162 +2024-07-18 11:57:52,951 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:21:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5327, loss: 0.5327 +2024-07-18 11:58:16,469 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:20:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5952, loss: 0.5952 +2024-07-18 11:58:39,929 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:20:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5579, loss: 0.5579 +2024-07-18 11:59:03,385 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:19:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.5011, loss: 0.5011 +2024-07-18 11:59:26,882 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:19:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5747, loss: 0.5747 +2024-07-18 11:59:50,364 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:19:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5772, loss: 0.5772 +2024-07-18 12:00:13,796 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:18:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5805, loss: 0.5805 +2024-07-18 12:00:37,229 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:18:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5547, loss: 0.5547 +2024-07-18 12:01:00,673 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:17:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.6238, loss: 0.6238 +2024-07-18 12:01:24,172 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:17:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5176, loss: 0.5176 +2024-07-18 12:01:47,673 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:17:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.6025, loss: 0.6025 +2024-07-18 12:02:11,159 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:16:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5638, loss: 0.5638 +2024-07-18 12:02:34,601 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:16:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.5825, loss: 0.5825 +2024-07-18 12:02:58,056 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:15:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 0.5866, loss: 0.5866 +2024-07-18 12:02:59,906 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-18 12:04:17,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:04:17,786 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9757 +2024-07-18 12:04:17,788 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8411, top5_acc: 0.9757 +2024-07-18 12:04:59,388 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:15:39, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5480, loss: 0.5480 +2024-07-18 12:05:22,929 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:15:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4822, loss: 0.4822 +2024-07-18 12:05:46,368 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:14:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5873, loss: 0.5873 +2024-07-18 12:06:09,841 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:14:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.5308, loss: 0.5308 +2024-07-18 12:06:33,335 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:14:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5350, loss: 0.5350 +2024-07-18 12:06:56,755 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:13:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5047, loss: 0.5047 +2024-07-18 12:07:20,179 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:13:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5862, loss: 0.5862 +2024-07-18 12:07:43,606 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:12:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6276, loss: 0.6276 +2024-07-18 12:08:07,015 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:12:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.6152, loss: 0.6152 +2024-07-18 12:08:30,436 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:11:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4937, loss: 0.4937 +2024-07-18 12:08:53,886 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:11:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5025, loss: 0.5025 +2024-07-18 12:09:17,345 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:11:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.5083, loss: 0.5083 +2024-07-18 12:09:40,763 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:10:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9938, loss_cls: 0.5505, loss: 0.5505 +2024-07-18 12:10:04,239 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:10:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.5226, loss: 0.5226 +2024-07-18 12:10:27,706 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:09:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5502, loss: 0.5502 +2024-07-18 12:10:51,160 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:09:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5526, loss: 0.5526 +2024-07-18 12:11:14,667 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:09:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5860, loss: 0.5860 +2024-07-18 12:11:38,186 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:08:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.6102, loss: 0.6102 +2024-07-18 12:12:01,651 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:08:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6168, loss: 0.6168 +2024-07-18 12:12:25,054 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:07:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6262, loss: 0.6262 +2024-07-18 12:12:48,445 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:07:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.5587, loss: 0.5587 +2024-07-18 12:13:11,847 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:06:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.5444, loss: 0.5444 +2024-07-18 12:13:35,242 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 12:06:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5374, loss: 0.5374 +2024-07-18 12:13:58,600 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 12:06:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5646, loss: 0.5646 +2024-07-18 12:14:21,984 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 12:05:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6216, loss: 0.6216 +2024-07-18 12:14:23,824 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-18 12:15:41,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:15:41,730 - pyskl - INFO - +top1_acc 0.8457 +top5_acc 0.9777 +2024-07-18 12:15:41,732 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8457, top5_acc: 0.9777 +2024-07-18 12:16:23,519 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 12:05:33, time: 0.418, data_time: 0.179, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4817, loss: 0.4817 +2024-07-18 12:16:47,052 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 12:05:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5137, loss: 0.5137 +2024-07-18 12:17:10,598 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 12:04:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.5141, loss: 0.5141 +2024-07-18 12:17:34,135 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 12:04:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5498, loss: 0.5498 +2024-07-18 12:17:57,722 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 12:03:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5437, loss: 0.5437 +2024-07-18 12:18:21,155 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 12:03:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5428, loss: 0.5428 +2024-07-18 12:18:44,548 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 12:03:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5374, loss: 0.5374 +2024-07-18 12:19:07,979 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 12:02:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5469, loss: 0.5469 +2024-07-18 12:19:31,397 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 12:02:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5732, loss: 0.5732 +2024-07-18 12:19:54,807 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 12:01:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.5328, loss: 0.5328 +2024-07-18 12:20:18,212 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 12:01:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5594, loss: 0.5594 +2024-07-18 12:20:41,647 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 12:01:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.6054, loss: 0.6054 +2024-07-18 12:21:05,061 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 12:00:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5429, loss: 0.5429 +2024-07-18 12:21:28,491 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 12:00:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.4823, loss: 0.4823 +2024-07-18 12:21:51,942 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:59:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5676, loss: 0.5676 +2024-07-18 12:22:15,388 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:59:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5458, loss: 0.5458 +2024-07-18 12:22:38,827 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:58:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5589, loss: 0.5589 +2024-07-18 12:23:02,316 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:58:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.6099, loss: 0.6099 +2024-07-18 12:23:25,771 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:58:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.6162, loss: 0.6162 +2024-07-18 12:23:49,235 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:57:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 0.5177, loss: 0.5177 +2024-07-18 12:24:12,696 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:57:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5683, loss: 0.5683 +2024-07-18 12:24:36,156 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:56:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 0.5695, loss: 0.5695 +2024-07-18 12:24:59,571 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:56:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5785, loss: 0.5785 +2024-07-18 12:25:22,985 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:56:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 0.5418, loss: 0.5418 +2024-07-18 12:25:46,378 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:55:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5947, loss: 0.5947 +2024-07-18 12:25:48,251 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-18 12:27:06,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:27:06,274 - pyskl - INFO - +top1_acc 0.8306 +top5_acc 0.9721 +2024-07-18 12:27:06,276 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8306, top5_acc: 0.9721 +2024-07-18 12:27:48,310 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:55:28, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4817, loss: 0.4817 +2024-07-18 12:28:11,920 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:55:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4554, loss: 0.4554 +2024-07-18 12:28:35,386 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:54:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4644, loss: 0.4644 +2024-07-18 12:28:58,866 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:54:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5027, loss: 0.5027 +2024-07-18 12:29:22,435 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:53:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5360, loss: 0.5360 +2024-07-18 12:29:45,975 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:53:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.5430, loss: 0.5430 +2024-07-18 12:30:09,391 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:53:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6070, loss: 0.6070 +2024-07-18 12:30:32,789 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:52:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5628, loss: 0.5628 +2024-07-18 12:30:56,192 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:52:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5372, loss: 0.5372 +2024-07-18 12:31:19,599 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:51:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.5387, loss: 0.5387 +2024-07-18 12:31:43,028 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:51:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5222, loss: 0.5222 +2024-07-18 12:32:06,412 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:50:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.5219, loss: 0.5219 +2024-07-18 12:32:29,818 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:50:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6027, loss: 0.6027 +2024-07-18 12:32:53,278 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:50:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5305, loss: 0.5305 +2024-07-18 12:33:16,782 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:49:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.5601, loss: 0.5601 +2024-07-18 12:33:40,266 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:49:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5338, loss: 0.5338 +2024-07-18 12:34:03,677 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:48:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4976, loss: 0.4976 +2024-07-18 12:34:27,100 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:48:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5070, loss: 0.5070 +2024-07-18 12:34:50,510 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:48:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.5036, loss: 0.5036 +2024-07-18 12:35:13,941 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:47:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5542, loss: 0.5542 +2024-07-18 12:35:37,385 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:47:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.5230, loss: 0.5230 +2024-07-18 12:36:00,810 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:46:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5801, loss: 0.5801 +2024-07-18 12:36:24,264 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:46:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.5808, loss: 0.5808 +2024-07-18 12:36:47,731 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:45:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5715, loss: 0.5715 +2024-07-18 12:37:11,199 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:45:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5505, loss: 0.5505 +2024-07-18 12:37:13,004 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-18 12:38:30,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:38:30,956 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9731 +2024-07-18 12:38:30,958 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8338, top5_acc: 0.9731 +2024-07-18 12:39:12,329 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:45:23, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5259, loss: 0.5259 +2024-07-18 12:39:35,912 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:44:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4881, loss: 0.4881 +2024-07-18 12:39:59,391 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:44:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4542, loss: 0.4542 +2024-07-18 12:40:22,843 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:44:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.5063, loss: 0.5063 +2024-07-18 12:40:46,426 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:43:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.4948, loss: 0.4948 +2024-07-18 12:41:09,967 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:43:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5402, loss: 0.5402 +2024-07-18 12:41:33,387 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:42:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5068, loss: 0.5068 +2024-07-18 12:41:56,814 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:42:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.5177, loss: 0.5177 +2024-07-18 12:42:20,252 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:42:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5739, loss: 0.5739 +2024-07-18 12:42:43,644 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:41:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5441, loss: 0.5441 +2024-07-18 12:43:07,061 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:41:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.5288, loss: 0.5288 +2024-07-18 12:43:30,468 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:40:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.5136, loss: 0.5136 +2024-07-18 12:43:53,868 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:40:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5694, loss: 0.5694 +2024-07-18 12:44:17,276 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:40:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4925, loss: 0.4925 +2024-07-18 12:44:40,690 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:39:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5403, loss: 0.5403 +2024-07-18 12:45:04,113 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:39:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5325, loss: 0.5325 +2024-07-18 12:45:27,512 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:38:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4935, loss: 0.4935 +2024-07-18 12:45:50,917 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:38:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5391, loss: 0.5391 +2024-07-18 12:46:14,337 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:37:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4822, loss: 0.4822 +2024-07-18 12:46:37,744 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:37:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4680, loss: 0.4680 +2024-07-18 12:47:01,164 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:37:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5074, loss: 0.5074 +2024-07-18 12:47:24,559 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:36:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5517, loss: 0.5517 +2024-07-18 12:47:48,003 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:36:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5490, loss: 0.5490 +2024-07-18 12:48:11,431 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:35:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5888, loss: 0.5888 +2024-07-18 12:48:34,872 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:35:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5721, loss: 0.5721 +2024-07-18 12:48:36,756 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-18 12:49:54,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 12:49:54,743 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9770 +2024-07-18 12:49:54,747 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_75.pth was removed +2024-07-18 12:49:54,875 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2024-07-18 12:49:54,875 - pyskl - INFO - Best top1_acc is 0.8538 at 81 epoch. +2024-07-18 12:49:54,877 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8538, top5_acc: 0.9770 +2024-07-18 12:50:36,587 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:35:17, time: 0.417, data_time: 0.177, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5252, loss: 0.5252 +2024-07-18 12:51:00,266 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:34:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4944, loss: 0.4944 +2024-07-18 12:51:23,795 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:34:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4630, loss: 0.4630 +2024-07-18 12:51:47,212 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:34:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4853, loss: 0.4853 +2024-07-18 12:52:10,722 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:33:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5002, loss: 0.5002 +2024-07-18 12:52:34,209 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:33:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4750, loss: 0.4750 +2024-07-18 12:52:57,753 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:32:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4965, loss: 0.4965 +2024-07-18 12:53:21,166 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:32:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5395, loss: 0.5395 +2024-07-18 12:53:44,575 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:32:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4607, loss: 0.4607 +2024-07-18 12:54:07,972 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:31:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.5087, loss: 0.5087 +2024-07-18 12:54:31,415 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:31:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5044, loss: 0.5044 +2024-07-18 12:54:54,866 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:30:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5352, loss: 0.5352 +2024-07-18 12:55:18,315 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:30:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5301, loss: 0.5301 +2024-07-18 12:55:41,747 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:29:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5505, loss: 0.5505 +2024-07-18 12:56:05,214 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:29:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.5262, loss: 0.5262 +2024-07-18 12:56:28,673 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:29:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4994, loss: 0.4994 +2024-07-18 12:56:52,150 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:28:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5221, loss: 0.5221 +2024-07-18 12:57:15,600 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:28:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5430, loss: 0.5430 +2024-07-18 12:57:39,102 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:27:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5327, loss: 0.5327 +2024-07-18 12:58:02,560 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:27:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5362, loss: 0.5362 +2024-07-18 12:58:26,013 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:27:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.6634, loss: 0.6634 +2024-07-18 12:58:49,451 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:26:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5787, loss: 0.5787 +2024-07-18 12:59:12,883 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:26:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5800, loss: 0.5800 +2024-07-18 12:59:36,302 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:25:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.6013, loss: 0.6013 +2024-07-18 12:59:59,799 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:25:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.5262, loss: 0.5262 +2024-07-18 13:00:01,611 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-18 13:01:19,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:01:19,234 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9745 +2024-07-18 13:01:19,236 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8472, top5_acc: 0.9745 +2024-07-18 13:02:00,486 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:25:12, time: 0.412, data_time: 0.173, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 0.4522, loss: 0.4522 +2024-07-18 13:02:24,055 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:24:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4568, loss: 0.4568 +2024-07-18 13:02:47,662 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:24:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4561, loss: 0.4561 +2024-07-18 13:03:11,240 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:23:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4389, loss: 0.4389 +2024-07-18 13:03:34,898 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:23:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4688, loss: 0.4688 +2024-07-18 13:03:58,432 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:23:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.5118, loss: 0.5118 +2024-07-18 13:04:21,910 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:22:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4894, loss: 0.4894 +2024-07-18 13:04:45,377 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:22:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5307, loss: 0.5307 +2024-07-18 13:05:08,810 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:21:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4710, loss: 0.4710 +2024-07-18 13:05:32,276 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:21:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4941, loss: 0.4941 +2024-07-18 13:05:55,752 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:21:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5250, loss: 0.5250 +2024-07-18 13:06:19,241 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:20:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4756, loss: 0.4756 +2024-07-18 13:06:42,710 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:20:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4943, loss: 0.4943 +2024-07-18 13:07:06,154 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:19:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.5102, loss: 0.5102 +2024-07-18 13:07:29,572 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:19:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5070, loss: 0.5070 +2024-07-18 13:07:52,977 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:19:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 0.5058, loss: 0.5058 +2024-07-18 13:08:16,413 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:18:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5722, loss: 0.5722 +2024-07-18 13:08:39,869 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:18:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5186, loss: 0.5186 +2024-07-18 13:09:03,329 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:17:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4896, loss: 0.4896 +2024-07-18 13:09:26,758 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:17:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5360, loss: 0.5360 +2024-07-18 13:09:50,147 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:16:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.5077, loss: 0.5077 +2024-07-18 13:10:13,558 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:16:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4945, loss: 0.4945 +2024-07-18 13:10:36,970 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:16:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5424, loss: 0.5424 +2024-07-18 13:11:00,381 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:15:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5489, loss: 0.5489 +2024-07-18 13:11:23,869 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:15:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5771, loss: 0.5771 +2024-07-18 13:11:25,676 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-18 13:12:43,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:12:43,554 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9762 +2024-07-18 13:12:43,558 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_81.pth was removed +2024-07-18 13:12:43,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2024-07-18 13:12:43,683 - pyskl - INFO - Best top1_acc is 0.8559 at 83 epoch. +2024-07-18 13:12:43,685 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8559, top5_acc: 0.9762 +2024-07-18 13:13:25,232 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:15:07, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.4358, loss: 0.4358 +2024-07-18 13:13:48,679 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:14:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4679, loss: 0.4679 +2024-07-18 13:14:12,149 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:14:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.5015, loss: 0.5015 +2024-07-18 13:14:35,627 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:13:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4778, loss: 0.4778 +2024-07-18 13:14:59,120 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:13:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4532, loss: 0.4532 +2024-07-18 13:15:22,555 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:13:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5325, loss: 0.5325 +2024-07-18 13:15:46,002 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:12:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6193, loss: 0.6193 +2024-07-18 13:16:09,464 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:12:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4674, loss: 0.4674 +2024-07-18 13:16:32,919 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:11:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4394, loss: 0.4394 +2024-07-18 13:16:56,311 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:11:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.4954, loss: 0.4954 +2024-07-18 13:17:19,718 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:11:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4963, loss: 0.4963 +2024-07-18 13:17:43,117 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:10:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5138, loss: 0.5138 +2024-07-18 13:18:06,492 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:10:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5282, loss: 0.5282 +2024-07-18 13:18:29,876 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:09:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4899, loss: 0.4899 +2024-07-18 13:18:53,256 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:09:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4983, loss: 0.4983 +2024-07-18 13:19:16,622 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:08:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5341, loss: 0.5341 +2024-07-18 13:19:40,007 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:08:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.5464, loss: 0.5464 +2024-07-18 13:20:03,413 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:08:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5184, loss: 0.5184 +2024-07-18 13:20:26,827 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:07:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5227, loss: 0.5227 +2024-07-18 13:20:50,245 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:07:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5035, loss: 0.5035 +2024-07-18 13:21:13,663 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:06:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5044, loss: 0.5044 +2024-07-18 13:21:37,121 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:06:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.5174, loss: 0.5174 +2024-07-18 13:22:00,538 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:06:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.5368, loss: 0.5368 +2024-07-18 13:22:23,956 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 11:05:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5081, loss: 0.5081 +2024-07-18 13:22:47,457 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 11:05:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9844, loss_cls: 0.5417, loss: 0.5417 +2024-07-18 13:22:49,273 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-18 13:24:06,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:24:06,984 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9777 +2024-07-18 13:24:06,988 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_83.pth was removed +2024-07-18 13:24:07,111 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2024-07-18 13:24:07,112 - pyskl - INFO - Best top1_acc is 0.8609 at 84 epoch. +2024-07-18 13:24:07,114 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8609, top5_acc: 0.9777 +2024-07-18 13:24:48,567 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 11:05:01, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 0.4450, loss: 0.4450 +2024-07-18 13:25:12,072 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 11:04:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4563, loss: 0.4563 +2024-07-18 13:25:35,569 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 11:04:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4717, loss: 0.4717 +2024-07-18 13:25:59,108 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 11:03:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4855, loss: 0.4855 +2024-07-18 13:26:22,702 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 11:03:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.5058, loss: 0.5058 +2024-07-18 13:26:46,181 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 11:02:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4684, loss: 0.4684 +2024-07-18 13:27:09,645 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 11:02:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5125, loss: 0.5125 +2024-07-18 13:27:33,166 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 11:02:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4355, loss: 0.4355 +2024-07-18 13:27:56,658 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 11:01:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4964, loss: 0.4964 +2024-07-18 13:28:20,096 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 11:01:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4520, loss: 0.4520 +2024-07-18 13:28:43,519 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 11:00:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4954, loss: 0.4954 +2024-07-18 13:29:06,965 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 11:00:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.4406, loss: 0.4406 +2024-07-18 13:29:30,410 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 11:00:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4720, loss: 0.4720 +2024-07-18 13:29:53,833 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:59:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4863, loss: 0.4863 +2024-07-18 13:30:17,261 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:59:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5074, loss: 0.5074 +2024-07-18 13:30:40,679 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:58:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5294, loss: 0.5294 +2024-07-18 13:31:04,122 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:58:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4740, loss: 0.4740 +2024-07-18 13:31:27,549 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:58:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4922, loss: 0.4922 +2024-07-18 13:31:50,954 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:57:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 0.4853, loss: 0.4853 +2024-07-18 13:32:14,367 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:57:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5215, loss: 0.5215 +2024-07-18 13:32:37,775 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:56:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4925, loss: 0.4925 +2024-07-18 13:33:01,156 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:56:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5039, loss: 0.5039 +2024-07-18 13:33:24,581 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:55:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.5282, loss: 0.5282 +2024-07-18 13:33:47,998 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:55:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5496, loss: 0.5496 +2024-07-18 13:34:11,518 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:55:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5242, loss: 0.5242 +2024-07-18 13:34:13,344 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-18 13:35:31,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:35:31,260 - pyskl - INFO - +top1_acc 0.8511 +top5_acc 0.9782 +2024-07-18 13:35:31,263 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8511, top5_acc: 0.9782 +2024-07-18 13:36:13,177 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:54:56, time: 0.419, data_time: 0.179, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.4390, loss: 0.4390 +2024-07-18 13:36:36,619 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:54:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5090, loss: 0.5090 +2024-07-18 13:37:00,019 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:54:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5105, loss: 0.5105 +2024-07-18 13:37:23,465 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:53:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4437, loss: 0.4437 +2024-07-18 13:37:47,013 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:53:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4612, loss: 0.4612 +2024-07-18 13:38:10,539 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:52:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4570, loss: 0.4570 +2024-07-18 13:38:34,020 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:52:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4512, loss: 0.4512 +2024-07-18 13:38:57,517 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:52:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4508, loss: 0.4508 +2024-07-18 13:39:21,046 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:51:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.4183, loss: 0.4183 +2024-07-18 13:39:44,544 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:51:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5446, loss: 0.5446 +2024-07-18 13:40:07,961 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:50:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4812, loss: 0.4812 +2024-07-18 13:40:31,348 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:50:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5059, loss: 0.5059 +2024-07-18 13:40:54,805 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:50:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4911, loss: 0.4911 +2024-07-18 13:41:18,191 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:49:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4751, loss: 0.4751 +2024-07-18 13:41:41,568 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:49:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.5303, loss: 0.5303 +2024-07-18 13:42:05,066 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:48:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4833, loss: 0.4833 +2024-07-18 13:42:28,477 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:48:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5114, loss: 0.5114 +2024-07-18 13:42:51,909 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:47:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5118, loss: 0.5118 +2024-07-18 13:43:15,365 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:47:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5371, loss: 0.5371 +2024-07-18 13:43:38,865 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:47:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.5121, loss: 0.5121 +2024-07-18 13:44:02,327 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:46:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5332, loss: 0.5332 +2024-07-18 13:44:25,781 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:46:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.4422, loss: 0.4422 +2024-07-18 13:44:49,241 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:45:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4763, loss: 0.4763 +2024-07-18 13:45:12,709 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:45:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5258, loss: 0.5258 +2024-07-18 13:45:36,400 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:45:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5146, loss: 0.5146 +2024-07-18 13:45:38,243 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-18 13:46:55,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:46:56,057 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9794 +2024-07-18 13:46:56,059 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8553, top5_acc: 0.9794 +2024-07-18 13:47:37,731 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:44:51, time: 0.417, data_time: 0.176, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4383, loss: 0.4383 +2024-07-18 13:48:01,393 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:44:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4476, loss: 0.4476 +2024-07-18 13:48:24,954 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:44:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4546, loss: 0.4546 +2024-07-18 13:48:48,398 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:43:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4447, loss: 0.4447 +2024-07-18 13:49:12,063 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:43:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4630, loss: 0.4630 +2024-07-18 13:49:35,570 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:42:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4674, loss: 0.4674 +2024-07-18 13:49:59,135 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:42:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4506, loss: 0.4506 +2024-07-18 13:50:22,701 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:41:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.4908, loss: 0.4908 +2024-07-18 13:50:46,172 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:41:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5176, loss: 0.5176 +2024-07-18 13:51:09,713 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:41:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4759, loss: 0.4759 +2024-07-18 13:51:33,227 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:40:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4714, loss: 0.4714 +2024-07-18 13:51:56,725 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:40:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4540, loss: 0.4540 +2024-07-18 13:52:20,284 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:39:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4859, loss: 0.4859 +2024-07-18 13:52:43,838 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:39:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.4901, loss: 0.4901 +2024-07-18 13:53:07,389 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:39:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 0.5140, loss: 0.5140 +2024-07-18 13:53:30,865 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:38:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5199, loss: 0.5199 +2024-07-18 13:53:54,288 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:38:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4935, loss: 0.4935 +2024-07-18 13:54:17,710 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:37:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4743, loss: 0.4743 +2024-07-18 13:54:41,168 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:37:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4837, loss: 0.4837 +2024-07-18 13:55:04,575 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:37:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4413, loss: 0.4413 +2024-07-18 13:55:28,063 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:36:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5105, loss: 0.5105 +2024-07-18 13:55:51,447 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:36:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.5285, loss: 0.5285 +2024-07-18 13:56:14,866 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:35:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5132, loss: 0.5132 +2024-07-18 13:56:38,267 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:35:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4651, loss: 0.4651 +2024-07-18 13:57:01,753 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:35:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4051, loss: 0.4051 +2024-07-18 13:57:03,597 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-18 13:58:21,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 13:58:21,362 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9805 +2024-07-18 13:58:21,366 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_84.pth was removed +2024-07-18 13:58:21,498 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2024-07-18 13:58:21,498 - pyskl - INFO - Best top1_acc is 0.8663 at 87 epoch. +2024-07-18 13:58:21,501 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8663, top5_acc: 0.9805 +2024-07-18 13:59:03,128 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:34:46, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4267, loss: 0.4267 +2024-07-18 13:59:26,600 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:34:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4903, loss: 0.4903 +2024-07-18 13:59:50,085 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:33:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4038, loss: 0.4038 +2024-07-18 14:00:13,660 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:33:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4582, loss: 0.4582 +2024-07-18 14:00:37,218 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:33:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4647, loss: 0.4647 +2024-07-18 14:01:00,709 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:32:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4607, loss: 0.4607 +2024-07-18 14:01:24,217 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:32:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4496, loss: 0.4496 +2024-07-18 14:01:47,671 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:31:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.4539, loss: 0.4539 +2024-07-18 14:02:11,152 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:31:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4911, loss: 0.4911 +2024-07-18 14:02:34,702 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:31:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.5025, loss: 0.5025 +2024-07-18 14:02:58,171 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:30:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4800, loss: 0.4800 +2024-07-18 14:03:21,661 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:30:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4354, loss: 0.4354 +2024-07-18 14:03:45,107 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:29:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4509, loss: 0.4509 +2024-07-18 14:04:08,559 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:29:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4754, loss: 0.4754 +2024-07-18 14:04:32,022 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:29:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5352, loss: 0.5352 +2024-07-18 14:04:55,463 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:28:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4969, loss: 0.4969 +2024-07-18 14:05:18,909 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:28:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4383, loss: 0.4383 +2024-07-18 14:05:42,310 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:27:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5208, loss: 0.5208 +2024-07-18 14:06:05,763 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:27:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4623, loss: 0.4623 +2024-07-18 14:06:29,179 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:26:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4638, loss: 0.4638 +2024-07-18 14:06:52,594 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:26:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4682, loss: 0.4682 +2024-07-18 14:07:16,043 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:26:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4710, loss: 0.4710 +2024-07-18 14:07:39,465 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:25:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4815, loss: 0.4815 +2024-07-18 14:08:02,922 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:25:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5154, loss: 0.5154 +2024-07-18 14:08:26,716 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:24:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5328, loss: 0.5328 +2024-07-18 14:08:28,579 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-18 14:09:46,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:09:46,638 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9757 +2024-07-18 14:09:46,640 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8467, top5_acc: 0.9757 +2024-07-18 14:10:27,942 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:24:41, time: 0.413, data_time: 0.174, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4515, loss: 0.4515 +2024-07-18 14:10:51,505 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:24:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4756, loss: 0.4756 +2024-07-18 14:11:15,060 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:23:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4413, loss: 0.4413 +2024-07-18 14:11:38,671 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:23:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3964, loss: 0.3964 +2024-07-18 14:12:02,313 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:23:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4426, loss: 0.4426 +2024-07-18 14:12:25,835 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:22:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4372, loss: 0.4372 +2024-07-18 14:12:49,387 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:22:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4756, loss: 0.4756 +2024-07-18 14:13:12,865 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:21:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4332, loss: 0.4332 +2024-07-18 14:13:36,400 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:21:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4272, loss: 0.4272 +2024-07-18 14:13:59,912 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:21:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.4463, loss: 0.4463 +2024-07-18 14:14:23,404 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:20:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4170, loss: 0.4170 +2024-07-18 14:14:46,842 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:20:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5216, loss: 0.5216 +2024-07-18 14:15:10,309 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:19:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 0.5288, loss: 0.5288 +2024-07-18 14:15:33,786 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:19:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4686, loss: 0.4686 +2024-07-18 14:15:57,267 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:18:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4495, loss: 0.4495 +2024-07-18 14:16:20,772 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:18:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4912, loss: 0.4912 +2024-07-18 14:16:44,276 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:18:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5346, loss: 0.5346 +2024-07-18 14:17:07,764 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:17:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4725, loss: 0.4725 +2024-07-18 14:17:31,230 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:17:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4761, loss: 0.4761 +2024-07-18 14:17:54,707 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:16:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.4534, loss: 0.4534 +2024-07-18 14:18:18,184 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:16:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4655, loss: 0.4655 +2024-07-18 14:18:41,716 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:16:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4600, loss: 0.4600 +2024-07-18 14:19:05,178 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:15:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4722, loss: 0.4722 +2024-07-18 14:19:28,738 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:15:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5050, loss: 0.5050 +2024-07-18 14:19:52,385 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:14:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.4806, loss: 0.4806 +2024-07-18 14:19:54,229 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-18 14:21:12,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:21:12,335 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9780 +2024-07-18 14:21:12,337 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8541, top5_acc: 0.9780 +2024-07-18 14:21:53,972 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:14:37, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4260, loss: 0.4260 +2024-07-18 14:22:17,582 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:14:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3607, loss: 0.3607 +2024-07-18 14:22:41,243 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:13:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4000, loss: 0.4000 +2024-07-18 14:23:04,801 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:13:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.4394, loss: 0.4394 +2024-07-18 14:23:28,432 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:12:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4349, loss: 0.4349 +2024-07-18 14:23:51,964 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:12:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4485, loss: 0.4485 +2024-07-18 14:24:15,381 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:12:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3991, loss: 0.3991 +2024-07-18 14:24:38,830 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:11:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.4421, loss: 0.4421 +2024-07-18 14:25:02,290 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:11:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4675, loss: 0.4675 +2024-07-18 14:25:25,729 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:10:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4222, loss: 0.4222 +2024-07-18 14:25:49,145 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:10:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.4201, loss: 0.4201 +2024-07-18 14:26:12,584 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:10:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4712, loss: 0.4712 +2024-07-18 14:26:36,000 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:09:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4844, loss: 0.4844 +2024-07-18 14:26:59,404 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:09:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4543, loss: 0.4543 +2024-07-18 14:27:22,796 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:08:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4321, loss: 0.4321 +2024-07-18 14:27:46,189 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:08:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5126, loss: 0.5126 +2024-07-18 14:28:09,576 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:08:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4711, loss: 0.4711 +2024-07-18 14:28:32,951 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:07:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 0.4848, loss: 0.4848 +2024-07-18 14:28:56,331 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:07:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4486, loss: 0.4486 +2024-07-18 14:29:19,730 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:06:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4455, loss: 0.4455 +2024-07-18 14:29:43,117 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:06:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.4645, loss: 0.4645 +2024-07-18 14:30:06,508 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.5021, loss: 0.5021 +2024-07-18 14:30:29,901 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:05:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5277, loss: 0.5277 +2024-07-18 14:30:53,457 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:05:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.4919, loss: 0.4919 +2024-07-18 14:31:16,982 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 10:04:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4689, loss: 0.4689 +2024-07-18 14:31:18,733 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-18 14:32:36,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:32:36,276 - pyskl - INFO - +top1_acc 0.8447 +top5_acc 0.9762 +2024-07-18 14:32:36,278 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8447, top5_acc: 0.9762 +2024-07-18 14:33:17,399 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 10:04:32, time: 0.411, data_time: 0.171, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.4117, loss: 0.4117 +2024-07-18 14:33:41,070 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 10:04:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3974, loss: 0.3974 +2024-07-18 14:34:04,771 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 10:03:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3977, loss: 0.3977 +2024-07-18 14:34:28,389 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 10:03:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3933, loss: 0.3933 +2024-07-18 14:34:51,861 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 10:02:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4404, loss: 0.4404 +2024-07-18 14:35:15,350 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 10:02:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4623, loss: 0.4623 +2024-07-18 14:35:38,880 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 10:02:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4320, loss: 0.4320 +2024-07-18 14:36:02,390 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 10:01:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3850, loss: 0.3850 +2024-07-18 14:36:25,888 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 10:01:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.4000, loss: 0.4000 +2024-07-18 14:36:49,357 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 10:00:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4021, loss: 0.4021 +2024-07-18 14:37:12,711 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 10:00:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.4670, loss: 0.4670 +2024-07-18 14:37:36,092 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 10:00:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4814, loss: 0.4814 +2024-07-18 14:37:59,455 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:59:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4521, loss: 0.4521 +2024-07-18 14:38:22,812 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:59:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4374, loss: 0.4374 +2024-07-18 14:38:46,181 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:58:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4182, loss: 0.4182 +2024-07-18 14:39:09,561 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:58:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 0.4642, loss: 0.4642 +2024-07-18 14:39:32,925 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:57:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4606, loss: 0.4606 +2024-07-18 14:39:56,279 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:57:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4386, loss: 0.4386 +2024-07-18 14:40:19,626 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:57:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4685, loss: 0.4685 +2024-07-18 14:40:42,989 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:56:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4051, loss: 0.4051 +2024-07-18 14:41:06,366 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:56:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4497, loss: 0.4497 +2024-07-18 14:41:29,724 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:55:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4303, loss: 0.4303 +2024-07-18 14:41:53,096 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:55:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 0.4856, loss: 0.4856 +2024-07-18 14:42:16,534 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:55:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4994, loss: 0.4994 +2024-07-18 14:42:39,941 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:54:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4639, loss: 0.4639 +2024-07-18 14:42:41,729 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-18 14:43:59,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:43:59,404 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9802 +2024-07-18 14:43:59,407 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_87.pth was removed +2024-07-18 14:43:59,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2024-07-18 14:43:59,537 - pyskl - INFO - Best top1_acc is 0.8704 at 91 epoch. +2024-07-18 14:43:59,539 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8704, top5_acc: 0.9802 +2024-07-18 14:44:41,060 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:54:26, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4029, loss: 0.4029 +2024-07-18 14:45:04,587 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:54:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3686, loss: 0.3686 +2024-07-18 14:45:28,067 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:53:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.4043, loss: 0.4043 +2024-07-18 14:45:51,619 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:53:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3516, loss: 0.3516 +2024-07-18 14:46:15,486 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:52:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3971, loss: 0.3971 +2024-07-18 14:46:39,181 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:52:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.4259, loss: 0.4259 +2024-07-18 14:47:02,694 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:51:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.4188, loss: 0.4188 +2024-07-18 14:47:26,162 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:51:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4151, loss: 0.4151 +2024-07-18 14:47:49,657 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:51:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4009, loss: 0.4009 +2024-07-18 14:48:13,059 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:50:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.4602, loss: 0.4602 +2024-07-18 14:48:36,462 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:50:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4455, loss: 0.4455 +2024-07-18 14:48:59,847 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:49:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.4904, loss: 0.4904 +2024-07-18 14:49:23,267 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:49:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4465, loss: 0.4465 +2024-07-18 14:49:46,695 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:49:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4369, loss: 0.4369 +2024-07-18 14:50:10,131 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:48:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4734, loss: 0.4734 +2024-07-18 14:50:33,624 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:48:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4519, loss: 0.4519 +2024-07-18 14:50:57,073 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:47:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4712, loss: 0.4712 +2024-07-18 14:51:20,506 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:47:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4180, loss: 0.4180 +2024-07-18 14:51:43,931 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:47:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4539, loss: 0.4539 +2024-07-18 14:52:07,328 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:46:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4287, loss: 0.4287 +2024-07-18 14:52:30,741 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:46:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4711, loss: 0.4711 +2024-07-18 14:52:54,125 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:45:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.4663, loss: 0.4663 +2024-07-18 14:53:17,554 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:45:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4654, loss: 0.4654 +2024-07-18 14:53:41,042 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:45:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4472, loss: 0.4472 +2024-07-18 14:54:04,469 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:44:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4578, loss: 0.4578 +2024-07-18 14:54:06,304 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-18 14:55:23,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 14:55:23,997 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9823 +2024-07-18 14:55:23,999 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8635, top5_acc: 0.9823 +2024-07-18 14:56:05,679 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:44:21, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.4061, loss: 0.4061 +2024-07-18 14:56:29,180 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:43:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3902, loss: 0.3902 +2024-07-18 14:56:52,769 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:43:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.4200, loss: 0.4200 +2024-07-18 14:57:16,463 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:43:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3813, loss: 0.3813 +2024-07-18 14:57:39,993 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:42:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3971, loss: 0.3971 +2024-07-18 14:58:03,438 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:42:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.4107, loss: 0.4107 +2024-07-18 14:58:26,927 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:41:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4422, loss: 0.4422 +2024-07-18 14:58:50,423 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:41:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 0.4172, loss: 0.4172 +2024-07-18 14:59:13,842 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:41:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3728, loss: 0.3728 +2024-07-18 14:59:37,280 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:40:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4542, loss: 0.4542 +2024-07-18 15:00:00,723 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:40:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 15:00:24,153 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:39:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3883, loss: 0.3883 +2024-07-18 15:00:47,616 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:39:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 0.4471, loss: 0.4471 +2024-07-18 15:01:11,147 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:39:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4639, loss: 0.4639 +2024-07-18 15:01:34,656 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:38:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3991, loss: 0.3991 +2024-07-18 15:01:58,162 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:38:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.4018, loss: 0.4018 +2024-07-18 15:02:21,642 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:37:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4337, loss: 0.4337 +2024-07-18 15:02:45,126 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:37:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3826, loss: 0.3826 +2024-07-18 15:03:08,600 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:37:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4645, loss: 0.4645 +2024-07-18 15:03:32,021 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:36:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4700, loss: 0.4700 +2024-07-18 15:03:55,441 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:36:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3911, loss: 0.3911 +2024-07-18 15:04:18,878 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:35:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4354, loss: 0.4354 +2024-07-18 15:04:42,316 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:35:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.4363, loss: 0.4363 +2024-07-18 15:05:05,845 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:34:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4523, loss: 0.4523 +2024-07-18 15:05:29,292 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:34:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.4841, loss: 0.4841 +2024-07-18 15:05:31,080 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-18 15:06:48,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:06:48,996 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9764 +2024-07-18 15:06:48,998 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8524, top5_acc: 0.9764 +2024-07-18 15:07:30,637 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:34:17, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3757, loss: 0.3757 +2024-07-18 15:07:54,286 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:33:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.4120, loss: 0.4120 +2024-07-18 15:08:17,890 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:33:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3458, loss: 0.3458 +2024-07-18 15:08:41,442 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:33:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 15:09:04,853 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:32:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3843, loss: 0.3843 +2024-07-18 15:09:28,208 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:32:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3779, loss: 0.3779 +2024-07-18 15:09:51,594 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:31:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4297, loss: 0.4297 +2024-07-18 15:10:15,092 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:31:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3864, loss: 0.3864 +2024-07-18 15:10:38,550 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:31:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3770, loss: 0.3770 +2024-07-18 15:11:01,969 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:30:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3642, loss: 0.3642 +2024-07-18 15:11:25,473 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:30:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4410, loss: 0.4410 +2024-07-18 15:11:48,972 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:29:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.3986, loss: 0.3986 +2024-07-18 15:12:12,425 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:29:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.4145, loss: 0.4145 +2024-07-18 15:12:35,897 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:28:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4427, loss: 0.4427 +2024-07-18 15:12:59,415 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:28:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4523, loss: 0.4523 +2024-07-18 15:13:22,879 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:28:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.4121, loss: 0.4121 +2024-07-18 15:13:46,347 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:27:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3592, loss: 0.3592 +2024-07-18 15:14:09,841 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:27:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4394, loss: 0.4394 +2024-07-18 15:14:33,262 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:26:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4095, loss: 0.4095 +2024-07-18 15:14:56,859 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:26:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.4337, loss: 0.4337 +2024-07-18 15:15:20,628 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:26:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.4232, loss: 0.4232 +2024-07-18 15:15:44,348 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:25:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9869, loss_cls: 0.4498, loss: 0.4498 +2024-07-18 15:16:08,089 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:25:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4732, loss: 0.4732 +2024-07-18 15:16:32,010 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:24:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4523, loss: 0.4523 +2024-07-18 15:16:55,520 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:24:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4215, loss: 0.4215 +2024-07-18 15:16:57,365 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-18 15:18:15,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:18:15,318 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9791 +2024-07-18 15:18:15,320 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8628, top5_acc: 0.9791 +2024-07-18 15:18:57,566 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:24:13, time: 0.422, data_time: 0.183, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.3256, loss: 0.3256 +2024-07-18 15:19:21,058 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:23:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3540, loss: 0.3540 +2024-07-18 15:19:44,566 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:23:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3477, loss: 0.3477 +2024-07-18 15:20:08,105 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:22:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3542, loss: 0.3542 +2024-07-18 15:20:31,669 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:22:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3729, loss: 0.3729 +2024-07-18 15:20:55,355 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:22:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.4086, loss: 0.4086 +2024-07-18 15:21:18,936 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:21:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9894, loss_cls: 0.4165, loss: 0.4165 +2024-07-18 15:21:42,445 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:21:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 0.4240, loss: 0.4240 +2024-07-18 15:22:06,006 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:20:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9894, loss_cls: 0.3864, loss: 0.3864 +2024-07-18 15:22:29,440 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:20:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3614, loss: 0.3614 +2024-07-18 15:22:52,996 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:20:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3896, loss: 0.3896 +2024-07-18 15:23:16,592 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:19:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 0.4002, loss: 0.4002 +2024-07-18 15:23:40,109 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:19:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4330, loss: 0.4330 +2024-07-18 15:24:03,711 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:18:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4379, loss: 0.4379 +2024-07-18 15:24:27,263 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:18:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3902, loss: 0.3902 +2024-07-18 15:24:50,807 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:18:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.4584, loss: 0.4584 +2024-07-18 15:25:14,510 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:17:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4680, loss: 0.4680 +2024-07-18 15:25:38,166 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:17:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3712, loss: 0.3712 +2024-07-18 15:26:01,726 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:16:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.4269, loss: 0.4269 +2024-07-18 15:26:25,234 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:16:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.4578, loss: 0.4578 +2024-07-18 15:26:48,730 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:16:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3763, loss: 0.3763 +2024-07-18 15:27:12,194 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:15:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4191, loss: 0.4191 +2024-07-18 15:27:35,892 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:15:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3830, loss: 0.3830 +2024-07-18 15:27:59,558 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:14:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4573, loss: 0.4573 +2024-07-18 15:28:23,101 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:14:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4456, loss: 0.4456 +2024-07-18 15:28:24,931 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-18 15:29:42,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:29:42,986 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9782 +2024-07-18 15:29:42,989 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8567, top5_acc: 0.9782 +2024-07-18 15:30:24,485 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:14:09, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3765, loss: 0.3765 +2024-07-18 15:30:47,992 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:13:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3582, loss: 0.3582 +2024-07-18 15:31:11,463 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:13:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3669, loss: 0.3669 +2024-07-18 15:31:35,111 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:12:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3641, loss: 0.3641 +2024-07-18 15:31:58,933 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:12:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3669, loss: 0.3669 +2024-07-18 15:32:22,493 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:12:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.3634, loss: 0.3634 +2024-07-18 15:32:46,081 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:11:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3681, loss: 0.3681 +2024-07-18 15:33:09,647 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:11:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3541, loss: 0.3541 +2024-07-18 15:33:33,288 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:10:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4419, loss: 0.4419 +2024-07-18 15:33:56,858 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:10:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.4069, loss: 0.4069 +2024-07-18 15:34:20,460 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:10:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 0.3909, loss: 0.3909 +2024-07-18 15:34:44,103 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:09:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4442, loss: 0.4442 +2024-07-18 15:35:07,848 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:09:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.4091, loss: 0.4091 +2024-07-18 15:35:31,522 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:08:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 0.4469, loss: 0.4469 +2024-07-18 15:35:55,033 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:08:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4865, loss: 0.4865 +2024-07-18 15:36:18,508 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:08:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 0.4247, loss: 0.4247 +2024-07-18 15:36:42,086 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:07:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4474, loss: 0.4474 +2024-07-18 15:37:05,553 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:07:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3732, loss: 0.3732 +2024-07-18 15:37:29,009 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:06:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3810, loss: 0.3810 +2024-07-18 15:37:52,462 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:06:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4239, loss: 0.4239 +2024-07-18 15:38:15,938 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:06:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.4053, loss: 0.4053 +2024-07-18 15:38:39,462 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:05:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.4206, loss: 0.4206 +2024-07-18 15:39:02,988 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:05:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3959, loss: 0.3959 +2024-07-18 15:39:26,450 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:04:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 0.4064, loss: 0.4064 +2024-07-18 15:39:49,920 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:04:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3828, loss: 0.3828 +2024-07-18 15:39:51,743 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-18 15:41:09,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:41:09,260 - pyskl - INFO - +top1_acc 0.8690 +top5_acc 0.9807 +2024-07-18 15:41:09,263 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8690, top5_acc: 0.9807 +2024-07-18 15:41:50,530 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:04:05, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.3464, loss: 0.3464 +2024-07-18 15:42:13,914 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:03:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.3006, loss: 0.3006 +2024-07-18 15:42:37,313 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:03:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.3137, loss: 0.3137 +2024-07-18 15:43:00,882 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:02:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3407, loss: 0.3407 +2024-07-18 15:43:24,370 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 9:02:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9981, loss_cls: 0.3793, loss: 0.3793 +2024-07-18 15:43:47,868 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 9:02:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.4015, loss: 0.4015 +2024-07-18 15:44:11,389 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 9:01:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3468, loss: 0.3468 +2024-07-18 15:44:34,876 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 9:01:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3283, loss: 0.3283 +2024-07-18 15:44:58,471 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 9:00:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 0.3494, loss: 0.3494 +2024-07-18 15:45:22,106 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 9:00:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3902, loss: 0.3902 +2024-07-18 15:45:45,643 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 9:00:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4324, loss: 0.4324 +2024-07-18 15:46:09,161 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:59:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3638, loss: 0.3638 +2024-07-18 15:46:32,746 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:59:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3879, loss: 0.3879 +2024-07-18 15:46:56,243 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:58:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3719, loss: 0.3719 +2024-07-18 15:47:19,730 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:58:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3632, loss: 0.3632 +2024-07-18 15:47:43,198 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:57:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4041, loss: 0.4041 +2024-07-18 15:48:06,686 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:57:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4248, loss: 0.4248 +2024-07-18 15:48:30,178 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:57:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3246, loss: 0.3246 +2024-07-18 15:48:53,692 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:56:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3304, loss: 0.3304 +2024-07-18 15:49:17,213 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:56:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3775, loss: 0.3775 +2024-07-18 15:49:40,723 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:55:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3825, loss: 0.3825 +2024-07-18 15:50:04,255 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:55:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4105, loss: 0.4105 +2024-07-18 15:50:27,893 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:55:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4709, loss: 0.4709 +2024-07-18 15:50:51,396 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:54:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4179, loss: 0.4179 +2024-07-18 15:51:14,903 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:54:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4162, loss: 0.4162 +2024-07-18 15:51:16,693 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-18 15:52:34,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 15:52:34,482 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9789 +2024-07-18 15:52:34,485 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8632, top5_acc: 0.9789 +2024-07-18 15:53:16,502 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:54:01, time: 0.420, data_time: 0.181, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3332, loss: 0.3332 +2024-07-18 15:53:40,003 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:53:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3106, loss: 0.3106 +2024-07-18 15:54:03,535 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:53:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3477, loss: 0.3477 +2024-07-18 15:54:27,221 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:52:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3455, loss: 0.3455 +2024-07-18 15:54:50,746 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:52:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2813, loss: 0.2813 +2024-07-18 15:55:14,231 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:51:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3548, loss: 0.3548 +2024-07-18 15:55:37,745 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:51:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3288, loss: 0.3288 +2024-07-18 15:56:01,238 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:51:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 0.3573, loss: 0.3573 +2024-07-18 15:56:24,746 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:50:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.3423, loss: 0.3423 +2024-07-18 15:56:48,548 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:50:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3666, loss: 0.3666 +2024-07-18 15:57:12,223 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:49:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 15:57:35,870 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:49:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3705, loss: 0.3705 +2024-07-18 15:57:59,583 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:49:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3211, loss: 0.3211 +2024-07-18 15:58:23,130 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:48:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3672, loss: 0.3672 +2024-07-18 15:58:46,643 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:48:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.3533, loss: 0.3533 +2024-07-18 15:59:10,123 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:47:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3572, loss: 0.3572 +2024-07-18 15:59:33,645 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:47:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3834, loss: 0.3834 +2024-07-18 15:59:57,175 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:47:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3919, loss: 0.3919 +2024-07-18 16:00:20,650 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:46:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3760, loss: 0.3760 +2024-07-18 16:00:44,106 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:46:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3520, loss: 0.3520 +2024-07-18 16:01:07,551 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:45:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4204, loss: 0.4204 +2024-07-18 16:01:31,006 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:45:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4712, loss: 0.4712 +2024-07-18 16:01:54,559 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:45:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.3969, loss: 0.3969 +2024-07-18 16:02:18,070 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:44:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4165, loss: 0.4165 +2024-07-18 16:02:41,596 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:44:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3613, loss: 0.3613 +2024-07-18 16:02:43,412 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-18 16:04:00,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:04:01,034 - pyskl - INFO - +top1_acc 0.8589 +top5_acc 0.9780 +2024-07-18 16:04:01,037 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8589, top5_acc: 0.9780 +2024-07-18 16:04:42,260 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:43:57, time: 0.412, data_time: 0.173, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 0.3590, loss: 0.3590 +2024-07-18 16:05:05,793 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:43:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.3528, loss: 0.3528 +2024-07-18 16:05:29,254 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:43:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3509, loss: 0.3509 +2024-07-18 16:05:52,751 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:42:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2962, loss: 0.2962 +2024-07-18 16:06:16,403 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:42:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3647, loss: 0.3647 +2024-07-18 16:06:39,960 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:41:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 16:07:03,469 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:41:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.3187, loss: 0.3187 +2024-07-18 16:07:26,969 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:41:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3127, loss: 0.3127 +2024-07-18 16:07:50,481 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:40:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3486, loss: 0.3486 +2024-07-18 16:08:14,102 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:40:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3365, loss: 0.3365 +2024-07-18 16:08:37,635 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:39:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3561, loss: 0.3561 +2024-07-18 16:09:01,167 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:39:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3556, loss: 0.3556 +2024-07-18 16:09:24,711 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:39:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3574, loss: 0.3574 +2024-07-18 16:09:48,260 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:38:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3695, loss: 0.3695 +2024-07-18 16:10:11,744 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:38:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3936, loss: 0.3936 +2024-07-18 16:10:35,246 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:37:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.3776, loss: 0.3776 +2024-07-18 16:10:58,737 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:37:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3723, loss: 0.3723 +2024-07-18 16:11:22,236 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:37:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3889, loss: 0.3889 +2024-07-18 16:11:45,752 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:36:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3918, loss: 0.3918 +2024-07-18 16:12:09,265 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:36:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4217, loss: 0.4217 +2024-07-18 16:12:32,761 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:35:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3834, loss: 0.3834 +2024-07-18 16:12:56,306 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:35:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 0.3619, loss: 0.3619 +2024-07-18 16:13:19,832 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:34:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.3812, loss: 0.3812 +2024-07-18 16:13:43,569 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:34:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3471, loss: 0.3471 +2024-07-18 16:14:07,081 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:34:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 0.3590, loss: 0.3590 +2024-07-18 16:14:08,911 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-18 16:15:26,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:15:26,586 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9806 +2024-07-18 16:15:26,590 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_91.pth was removed +2024-07-18 16:15:26,721 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2024-07-18 16:15:26,721 - pyskl - INFO - Best top1_acc is 0.8734 at 99 epoch. +2024-07-18 16:15:26,723 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8734, top5_acc: 0.9806 +2024-07-18 16:16:07,852 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:33:52, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3214, loss: 0.3214 +2024-07-18 16:16:31,384 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:33:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3221, loss: 0.3221 +2024-07-18 16:16:54,936 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:33:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2824, loss: 0.2824 +2024-07-18 16:17:18,478 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:32:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2972, loss: 0.2972 +2024-07-18 16:17:42,049 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:32:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2945, loss: 0.2945 +2024-07-18 16:18:05,556 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:31:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3344, loss: 0.3344 +2024-07-18 16:18:29,059 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:31:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3781, loss: 0.3781 +2024-07-18 16:18:52,616 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:31:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3167, loss: 0.3167 +2024-07-18 16:19:16,142 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:30:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 0.3276, loss: 0.3276 +2024-07-18 16:19:39,649 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:30:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3533, loss: 0.3533 +2024-07-18 16:20:03,409 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:29:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3480, loss: 0.3480 +2024-07-18 16:20:26,908 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:29:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3981, loss: 0.3981 +2024-07-18 16:20:50,337 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:28:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4123, loss: 0.4123 +2024-07-18 16:21:14,015 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:28:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4070, loss: 0.4070 +2024-07-18 16:21:37,597 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:28:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.3771, loss: 0.3771 +2024-07-18 16:22:01,153 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:27:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3846, loss: 0.3846 +2024-07-18 16:22:24,728 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:27:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3840, loss: 0.3840 +2024-07-18 16:22:48,287 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:26:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3315, loss: 0.3315 +2024-07-18 16:23:11,833 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:26:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3797, loss: 0.3797 +2024-07-18 16:23:35,381 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:26:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3374, loss: 0.3374 +2024-07-18 16:23:58,930 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:25:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3812, loss: 0.3812 +2024-07-18 16:24:22,505 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:25:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4151, loss: 0.4151 +2024-07-18 16:24:46,042 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:24:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3806, loss: 0.3806 +2024-07-18 16:25:09,591 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:24:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3630, loss: 0.3630 +2024-07-18 16:25:33,163 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:24:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3622, loss: 0.3622 +2024-07-18 16:25:34,949 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-18 16:26:52,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:26:52,703 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9797 +2024-07-18 16:26:52,706 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8600, top5_acc: 0.9797 +2024-07-18 16:27:33,905 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:23:48, time: 0.412, data_time: 0.173, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2839, loss: 0.2839 +2024-07-18 16:27:57,397 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:23:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2934, loss: 0.2934 +2024-07-18 16:28:20,934 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:22:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2720, loss: 0.2720 +2024-07-18 16:28:44,458 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:22:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2682, loss: 0.2682 +2024-07-18 16:29:07,936 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:22:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3030, loss: 0.3030 +2024-07-18 16:29:31,546 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:21:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3004, loss: 0.3004 +2024-07-18 16:29:55,104 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:21:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2887, loss: 0.2887 +2024-07-18 16:30:18,626 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:20:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3119, loss: 0.3119 +2024-07-18 16:30:42,112 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:20:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.3077, loss: 0.3077 +2024-07-18 16:31:05,615 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:20:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3224, loss: 0.3224 +2024-07-18 16:31:29,147 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:19:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3385, loss: 0.3385 +2024-07-18 16:31:52,630 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:19:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3428, loss: 0.3428 +2024-07-18 16:32:16,090 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:18:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.3146, loss: 0.3146 +2024-07-18 16:32:39,573 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:18:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9925, loss_cls: 0.3132, loss: 0.3132 +2024-07-18 16:33:03,072 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:18:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3154, loss: 0.3154 +2024-07-18 16:33:26,775 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:17:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3668, loss: 0.3668 +2024-07-18 16:33:50,286 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:17:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3757, loss: 0.3757 +2024-07-18 16:34:13,817 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:16:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.3916, loss: 0.3916 +2024-07-18 16:34:37,342 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:16:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.3679, loss: 0.3679 +2024-07-18 16:35:00,942 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:16:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3679, loss: 0.3679 +2024-07-18 16:35:24,501 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:15:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3909, loss: 0.3909 +2024-07-18 16:35:48,214 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:15:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3585, loss: 0.3585 +2024-07-18 16:36:11,776 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:14:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3923, loss: 0.3923 +2024-07-18 16:36:35,426 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:14:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.3444, loss: 0.3444 +2024-07-18 16:36:58,921 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:14:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.4081, loss: 0.4081 +2024-07-18 16:37:00,758 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-18 16:38:18,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:38:18,409 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9776 +2024-07-18 16:38:18,411 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8598, top5_acc: 0.9776 +2024-07-18 16:38:59,518 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:13:43, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3053, loss: 0.3053 +2024-07-18 16:39:23,078 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:13:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3056, loss: 0.3056 +2024-07-18 16:39:46,681 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:12:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.3342, loss: 0.3342 +2024-07-18 16:40:10,218 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:12:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3049, loss: 0.3049 +2024-07-18 16:40:33,753 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:12:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2952, loss: 0.2952 +2024-07-18 16:40:57,315 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:11:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3089, loss: 0.3089 +2024-07-18 16:41:20,870 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:11:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3715, loss: 0.3715 +2024-07-18 16:41:44,395 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:10:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3045, loss: 0.3045 +2024-07-18 16:42:07,937 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:10:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3136, loss: 0.3136 +2024-07-18 16:42:31,494 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:10:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.2942, loss: 0.2942 +2024-07-18 16:42:55,071 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:09:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2725, loss: 0.2725 +2024-07-18 16:43:18,665 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:09:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3239, loss: 0.3239 +2024-07-18 16:43:42,087 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:08:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3581, loss: 0.3581 +2024-07-18 16:44:05,482 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:08:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.3294, loss: 0.3294 +2024-07-18 16:44:28,960 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:08:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3577, loss: 0.3577 +2024-07-18 16:44:52,361 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:07:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3449, loss: 0.3449 +2024-07-18 16:45:15,765 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:07:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3447, loss: 0.3447 +2024-07-18 16:45:39,261 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:06:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3598, loss: 0.3598 +2024-07-18 16:46:02,950 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:06:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3646, loss: 0.3646 +2024-07-18 16:46:26,386 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:05:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3544, loss: 0.3544 +2024-07-18 16:46:49,937 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:05:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.3791, loss: 0.3791 +2024-07-18 16:47:13,431 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:05:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3455, loss: 0.3455 +2024-07-18 16:47:36,876 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:04:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3172, loss: 0.3172 +2024-07-18 16:48:00,379 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:04:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2962, loss: 0.2962 +2024-07-18 16:48:23,906 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:03:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.3049, loss: 0.3049 +2024-07-18 16:48:25,765 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-18 16:49:43,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 16:49:43,214 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9809 +2024-07-18 16:49:43,217 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8680, top5_acc: 0.9809 +2024-07-18 16:50:24,374 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:03:38, time: 0.412, data_time: 0.173, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 0.2822, loss: 0.2822 +2024-07-18 16:50:47,949 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:03:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2838, loss: 0.2838 +2024-07-18 16:51:11,513 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:02:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2958, loss: 0.2958 +2024-07-18 16:51:35,200 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:02:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2974, loss: 0.2974 +2024-07-18 16:51:58,792 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:02:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3436, loss: 0.3436 +2024-07-18 16:52:22,381 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:01:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.3104, loss: 0.3104 +2024-07-18 16:52:46,040 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 8:01:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3224, loss: 0.3224 +2024-07-18 16:53:09,585 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 8:00:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3016, loss: 0.3016 +2024-07-18 16:53:33,128 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 8:00:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3042, loss: 0.3042 +2024-07-18 16:53:56,657 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:59:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3217, loss: 0.3217 +2024-07-18 16:54:20,159 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:59:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 0.3355, loss: 0.3355 +2024-07-18 16:54:43,856 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:59:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3986, loss: 0.3986 +2024-07-18 16:55:07,333 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:58:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.3304, loss: 0.3304 +2024-07-18 16:55:30,822 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:58:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3484, loss: 0.3484 +2024-07-18 16:55:54,352 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:57:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3542, loss: 0.3542 +2024-07-18 16:56:17,847 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:57:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3651, loss: 0.3651 +2024-07-18 16:56:41,365 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:57:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3511, loss: 0.3511 +2024-07-18 16:57:04,878 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:56:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3446, loss: 0.3446 +2024-07-18 16:57:28,432 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:56:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3592, loss: 0.3592 +2024-07-18 16:57:52,085 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:55:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3528, loss: 0.3528 +2024-07-18 16:58:15,625 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:55:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3090, loss: 0.3090 +2024-07-18 16:58:39,224 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:55:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3867, loss: 0.3867 +2024-07-18 16:59:02,737 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:54:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3354, loss: 0.3354 +2024-07-18 16:59:26,220 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:54:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3321, loss: 0.3321 +2024-07-18 16:59:49,765 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:53:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.3482, loss: 0.3482 +2024-07-18 16:59:51,569 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-18 17:01:09,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:01:09,286 - pyskl - INFO - +top1_acc 0.8762 +top5_acc 0.9788 +2024-07-18 17:01:09,290 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_99.pth was removed +2024-07-18 17:01:09,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2024-07-18 17:01:09,527 - pyskl - INFO - Best top1_acc is 0.8762 at 103 epoch. +2024-07-18 17:01:09,530 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8762, top5_acc: 0.9788 +2024-07-18 17:01:50,882 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:53:34, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2753, loss: 0.2753 +2024-07-18 17:02:14,352 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:53:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2719, loss: 0.2719 +2024-07-18 17:02:37,860 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:52:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2695, loss: 0.2695 +2024-07-18 17:03:01,414 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:52:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2956, loss: 0.2956 +2024-07-18 17:03:24,928 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:51:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3096, loss: 0.3096 +2024-07-18 17:03:48,451 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:51:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3374, loss: 0.3374 +2024-07-18 17:04:11,998 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:51:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2935, loss: 0.2935 +2024-07-18 17:04:35,587 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:50:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3000, loss: 0.3000 +2024-07-18 17:04:59,157 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:50:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2915, loss: 0.2915 +2024-07-18 17:05:22,709 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:49:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3333, loss: 0.3333 +2024-07-18 17:05:46,243 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:49:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3245, loss: 0.3245 +2024-07-18 17:06:09,871 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:49:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.3439, loss: 0.3439 +2024-07-18 17:06:33,622 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:48:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3654, loss: 0.3654 +2024-07-18 17:06:57,262 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:48:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3204, loss: 0.3204 +2024-07-18 17:07:20,917 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:47:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3241, loss: 0.3241 +2024-07-18 17:07:44,575 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:47:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.3188, loss: 0.3188 +2024-07-18 17:08:08,206 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:47:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3364, loss: 0.3364 +2024-07-18 17:08:31,807 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:46:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2826, loss: 0.2826 +2024-07-18 17:08:55,399 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:46:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3344, loss: 0.3344 +2024-07-18 17:09:19,108 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:45:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2720, loss: 0.2720 +2024-07-18 17:09:42,806 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:45:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.3225, loss: 0.3225 +2024-07-18 17:10:06,635 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:45:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3441, loss: 0.3441 +2024-07-18 17:10:30,190 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:44:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.2925, loss: 0.2925 +2024-07-18 17:10:53,751 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:44:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3608, loss: 0.3608 +2024-07-18 17:11:17,328 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:43:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3572, loss: 0.3572 +2024-07-18 17:11:19,226 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-18 17:12:36,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:12:36,968 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9757 +2024-07-18 17:12:36,970 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8652, top5_acc: 0.9757 +2024-07-18 17:13:18,394 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:43:30, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2773, loss: 0.2773 +2024-07-18 17:13:41,874 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:43:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2768, loss: 0.2768 +2024-07-18 17:14:05,364 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:42:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2638, loss: 0.2638 +2024-07-18 17:14:28,892 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:42:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2691, loss: 0.2691 +2024-07-18 17:14:52,663 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:41:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2797, loss: 0.2797 +2024-07-18 17:15:16,270 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:41:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2984, loss: 0.2984 +2024-07-18 17:15:39,877 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:41:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2538, loss: 0.2538 +2024-07-18 17:16:03,640 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:40:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3297, loss: 0.3297 +2024-07-18 17:16:27,599 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:40:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2820, loss: 0.2820 +2024-07-18 17:16:51,559 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:39:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2740, loss: 0.2740 +2024-07-18 17:17:15,093 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:39:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2943, loss: 0.2943 +2024-07-18 17:17:38,612 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:39:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3366, loss: 0.3366 +2024-07-18 17:18:02,203 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:38:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3039, loss: 0.3039 +2024-07-18 17:18:25,774 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:38:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3513, loss: 0.3513 +2024-07-18 17:18:49,313 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:37:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.3011, loss: 0.3011 +2024-07-18 17:19:12,910 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:37:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3068, loss: 0.3068 +2024-07-18 17:19:36,654 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:37:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 0.3434, loss: 0.3434 +2024-07-18 17:20:00,343 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:36:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2885, loss: 0.2885 +2024-07-18 17:20:23,957 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:36:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2878, loss: 0.2878 +2024-07-18 17:20:47,550 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:35:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.3183, loss: 0.3183 +2024-07-18 17:21:11,182 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:35:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.3011, loss: 0.3011 +2024-07-18 17:21:34,801 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:34:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2887, loss: 0.2887 +2024-07-18 17:21:58,399 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:34:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3283, loss: 0.3283 +2024-07-18 17:22:21,974 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:34:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3074, loss: 0.3074 +2024-07-18 17:22:45,548 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:33:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2904, loss: 0.2904 +2024-07-18 17:22:47,406 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-18 17:24:04,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:24:04,935 - pyskl - INFO - +top1_acc 0.8728 +top5_acc 0.9800 +2024-07-18 17:24:04,938 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8728, top5_acc: 0.9800 +2024-07-18 17:24:46,065 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:33:26, time: 0.411, data_time: 0.172, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.2981, loss: 0.2981 +2024-07-18 17:25:09,561 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:33:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2545, loss: 0.2545 +2024-07-18 17:25:33,082 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:32:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2804, loss: 0.2804 +2024-07-18 17:25:56,690 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:32:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.3152, loss: 0.3152 +2024-07-18 17:26:20,271 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:31:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2708, loss: 0.2708 +2024-07-18 17:26:43,827 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:31:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2885, loss: 0.2885 +2024-07-18 17:27:07,368 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:31:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2846, loss: 0.2846 +2024-07-18 17:27:30,988 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:30:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2636, loss: 0.2636 +2024-07-18 17:27:54,639 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:30:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2422, loss: 0.2422 +2024-07-18 17:28:18,267 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:29:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2693, loss: 0.2693 +2024-07-18 17:28:41,841 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:29:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3368, loss: 0.3368 +2024-07-18 17:29:05,495 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:28:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 0.2829, loss: 0.2829 +2024-07-18 17:29:29,260 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:28:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.2970, loss: 0.2970 +2024-07-18 17:29:52,883 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:28:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3033, loss: 0.3033 +2024-07-18 17:30:16,461 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:27:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3162, loss: 0.3162 +2024-07-18 17:30:40,056 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:27:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3039, loss: 0.3039 +2024-07-18 17:31:03,801 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:26:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3015, loss: 0.3015 +2024-07-18 17:31:27,484 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:26:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3577, loss: 0.3577 +2024-07-18 17:31:51,106 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:26:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2844, loss: 0.2844 +2024-07-18 17:32:14,846 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:25:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3113, loss: 0.3113 +2024-07-18 17:32:38,465 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:25:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2604, loss: 0.2604 +2024-07-18 17:33:02,012 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:24:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2700, loss: 0.2700 +2024-07-18 17:33:25,546 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:24:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3021, loss: 0.3021 +2024-07-18 17:33:49,100 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:24:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3227, loss: 0.3227 +2024-07-18 17:34:12,613 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:23:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.3149, loss: 0.3149 +2024-07-18 17:34:14,443 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-18 17:35:32,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:35:32,238 - pyskl - INFO - +top1_acc 0.8621 +top5_acc 0.9797 +2024-07-18 17:35:32,240 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8621, top5_acc: 0.9797 +2024-07-18 17:36:13,481 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:23:22, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.3031, loss: 0.3031 +2024-07-18 17:36:37,037 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:22:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2416, loss: 0.2416 +2024-07-18 17:37:00,494 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:22:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2286, loss: 0.2286 +2024-07-18 17:37:24,029 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:22:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2574, loss: 0.2574 +2024-07-18 17:37:47,645 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:21:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2515, loss: 0.2515 +2024-07-18 17:38:11,306 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:21:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 0.2886, loss: 0.2886 +2024-07-18 17:38:34,883 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:20:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2890, loss: 0.2890 +2024-07-18 17:38:58,462 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:20:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2748, loss: 0.2748 +2024-07-18 17:39:22,117 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:20:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2645, loss: 0.2645 +2024-07-18 17:39:45,809 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:19:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2380, loss: 0.2380 +2024-07-18 17:40:09,435 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:19:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2354, loss: 0.2354 +2024-07-18 17:40:32,969 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:18:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3046, loss: 0.3046 +2024-07-18 17:40:56,498 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:18:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2614, loss: 0.2614 +2024-07-18 17:41:20,042 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:18:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3093, loss: 0.3093 +2024-07-18 17:41:43,570 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:17:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2400, loss: 0.2400 +2024-07-18 17:42:07,088 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:17:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3089, loss: 0.3089 +2024-07-18 17:42:30,759 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:16:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2851, loss: 0.2851 +2024-07-18 17:42:54,381 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:16:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3045, loss: 0.3045 +2024-07-18 17:43:17,983 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:16:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2890, loss: 0.2890 +2024-07-18 17:43:41,589 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:15:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2476, loss: 0.2476 +2024-07-18 17:44:05,113 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:15:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3315, loss: 0.3315 +2024-07-18 17:44:28,607 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:14:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2874, loss: 0.2874 +2024-07-18 17:44:52,074 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:14:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3193, loss: 0.3193 +2024-07-18 17:45:15,653 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:14:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2736, loss: 0.2736 +2024-07-18 17:45:39,218 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:13:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3042, loss: 0.3042 +2024-07-18 17:45:41,092 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-18 17:46:58,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:46:58,536 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9820 +2024-07-18 17:46:58,540 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_103.pth was removed +2024-07-18 17:46:58,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2024-07-18 17:46:58,672 - pyskl - INFO - Best top1_acc is 0.8818 at 107 epoch. +2024-07-18 17:46:58,674 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8818, top5_acc: 0.9820 +2024-07-18 17:47:40,196 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:13:18, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2677, loss: 0.2677 +2024-07-18 17:48:03,751 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:12:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2481, loss: 0.2481 +2024-07-18 17:48:27,236 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:12:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2188, loss: 0.2188 +2024-07-18 17:48:50,771 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:12:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2679, loss: 0.2679 +2024-07-18 17:49:14,290 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:11:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2977, loss: 0.2977 +2024-07-18 17:49:37,851 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:11:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3316, loss: 0.3316 +2024-07-18 17:50:01,365 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:10:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2675, loss: 0.2675 +2024-07-18 17:50:24,848 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:10:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2064, loss: 0.2064 +2024-07-18 17:50:48,409 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:10:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2530, loss: 0.2530 +2024-07-18 17:51:11,922 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:09:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2835, loss: 0.2835 +2024-07-18 17:51:35,448 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:09:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2604, loss: 0.2604 +2024-07-18 17:51:58,958 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:08:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2630, loss: 0.2630 +2024-07-18 17:52:22,466 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:08:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2652, loss: 0.2652 +2024-07-18 17:52:46,098 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:08:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2895, loss: 0.2895 +2024-07-18 17:53:09,669 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:07:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2473, loss: 0.2473 +2024-07-18 17:53:33,206 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:07:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2849, loss: 0.2849 +2024-07-18 17:53:56,778 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:06:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2412, loss: 0.2412 +2024-07-18 17:54:20,326 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:06:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2770, loss: 0.2770 +2024-07-18 17:54:43,831 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:05:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2770, loss: 0.2770 +2024-07-18 17:55:07,327 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:05:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3064, loss: 0.3064 +2024-07-18 17:55:30,862 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:05:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2949, loss: 0.2949 +2024-07-18 17:55:54,358 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:04:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2651, loss: 0.2651 +2024-07-18 17:56:17,829 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:04:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2923, loss: 0.2923 +2024-07-18 17:56:41,360 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:03:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3384, loss: 0.3384 +2024-07-18 17:57:04,869 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:03:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2358, loss: 0.2358 +2024-07-18 17:57:06,682 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-18 17:58:24,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 17:58:24,591 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9807 +2024-07-18 17:58:24,593 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8726, top5_acc: 0.9807 +2024-07-18 17:59:06,003 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 7:03:13, time: 0.414, data_time: 0.172, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2500, loss: 0.2500 +2024-07-18 17:59:29,698 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 7:02:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2297, loss: 0.2297 +2024-07-18 17:59:53,339 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 7:02:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.2249, loss: 0.2249 +2024-07-18 18:00:16,864 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 7:02:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2318, loss: 0.2318 +2024-07-18 18:00:40,384 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 7:01:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2210, loss: 0.2210 +2024-07-18 18:01:03,966 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 7:01:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2689, loss: 0.2689 +2024-07-18 18:01:27,759 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 7:00:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2647, loss: 0.2647 +2024-07-18 18:01:51,392 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 7:00:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2678, loss: 0.2678 +2024-07-18 18:02:14,967 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:59:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2343, loss: 0.2343 +2024-07-18 18:02:38,567 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:59:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2711, loss: 0.2711 +2024-07-18 18:03:02,129 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:59:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2243, loss: 0.2243 +2024-07-18 18:03:25,690 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:58:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2641, loss: 0.2641 +2024-07-18 18:03:49,264 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:58:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2438, loss: 0.2438 +2024-07-18 18:04:12,837 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:57:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2720, loss: 0.2720 +2024-07-18 18:04:36,411 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:57:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2180, loss: 0.2180 +2024-07-18 18:04:59,934 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:57:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2492, loss: 0.2492 +2024-07-18 18:05:23,458 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:56:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2630, loss: 0.2630 +2024-07-18 18:05:46,987 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:56:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3269, loss: 0.3269 +2024-07-18 18:06:10,486 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:55:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2834, loss: 0.2834 +2024-07-18 18:06:34,033 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:55:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.2825, loss: 0.2825 +2024-07-18 18:06:57,534 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:55:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2468, loss: 0.2468 +2024-07-18 18:07:21,038 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:54:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2581, loss: 0.2581 +2024-07-18 18:07:44,542 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:54:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2360, loss: 0.2360 +2024-07-18 18:08:08,077 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:53:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2927, loss: 0.2927 +2024-07-18 18:08:31,581 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:53:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2463, loss: 0.2463 +2024-07-18 18:08:33,424 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-18 18:09:51,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:09:51,093 - pyskl - INFO - +top1_acc 0.8797 +top5_acc 0.9809 +2024-07-18 18:09:51,095 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8797, top5_acc: 0.9809 +2024-07-18 18:10:32,423 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:53:09, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 0.2468, loss: 0.2468 +2024-07-18 18:10:55,909 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:52:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2016, loss: 0.2016 +2024-07-18 18:11:19,406 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:52:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2224, loss: 0.2224 +2024-07-18 18:11:42,976 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:51:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2037, loss: 0.2037 +2024-07-18 18:12:06,526 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:51:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2092, loss: 0.2092 +2024-07-18 18:12:30,073 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:51:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2003, loss: 0.2003 +2024-07-18 18:12:53,840 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:50:43, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1823, loss: 0.1823 +2024-07-18 18:13:17,377 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:50:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2130, loss: 0.2130 +2024-07-18 18:13:40,911 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:49:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1814, loss: 0.1814 +2024-07-18 18:14:04,510 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:49:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2909, loss: 0.2909 +2024-07-18 18:14:28,075 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:49:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2236, loss: 0.2236 +2024-07-18 18:14:51,636 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:48:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2507, loss: 0.2507 +2024-07-18 18:15:15,194 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:48:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2405, loss: 0.2405 +2024-07-18 18:15:38,749 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:47:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2578, loss: 0.2578 +2024-07-18 18:16:02,544 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:47:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2283, loss: 0.2283 +2024-07-18 18:16:26,109 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:47:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.3047, loss: 0.3047 +2024-07-18 18:16:49,598 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:46:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 0.2469, loss: 0.2469 +2024-07-18 18:17:13,154 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:46:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2267, loss: 0.2267 +2024-07-18 18:17:36,682 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:45:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2493, loss: 0.2493 +2024-07-18 18:18:00,165 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:45:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2464, loss: 0.2464 +2024-07-18 18:18:23,607 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:45:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2564, loss: 0.2564 +2024-07-18 18:18:47,112 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:44:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2519, loss: 0.2519 +2024-07-18 18:19:10,656 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:44:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2529, loss: 0.2529 +2024-07-18 18:19:34,219 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:43:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2266, loss: 0.2266 +2024-07-18 18:19:57,773 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:43:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2591, loss: 0.2591 +2024-07-18 18:19:59,626 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-18 18:21:17,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:21:17,270 - pyskl - INFO - +top1_acc 0.8718 +top5_acc 0.9811 +2024-07-18 18:21:17,272 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8718, top5_acc: 0.9811 +2024-07-18 18:21:58,599 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:43:04, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2123, loss: 0.2123 +2024-07-18 18:22:22,051 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:42:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1900, loss: 0.1900 +2024-07-18 18:22:45,596 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:42:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2221, loss: 0.2221 +2024-07-18 18:23:09,171 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:41:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2297, loss: 0.2297 +2024-07-18 18:23:32,681 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:41:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2362, loss: 0.2362 +2024-07-18 18:23:56,167 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:41:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2158, loss: 0.2158 +2024-07-18 18:24:19,782 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:40:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2388, loss: 0.2388 +2024-07-18 18:24:43,337 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:40:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1684, loss: 0.1684 +2024-07-18 18:25:06,918 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:39:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2713, loss: 0.2713 +2024-07-18 18:25:30,600 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:39:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2576, loss: 0.2576 +2024-07-18 18:25:54,356 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:39:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2382, loss: 0.2382 +2024-07-18 18:26:17,992 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:38:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2369, loss: 0.2369 +2024-07-18 18:26:41,569 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:38:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2109, loss: 0.2109 +2024-07-18 18:27:05,189 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:37:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2643, loss: 0.2643 +2024-07-18 18:27:28,892 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:37:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2595, loss: 0.2595 +2024-07-18 18:27:52,723 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:36:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 0.2649, loss: 0.2649 +2024-07-18 18:28:16,420 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:36:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1845, loss: 0.1845 +2024-07-18 18:28:40,054 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:36:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2442, loss: 0.2442 +2024-07-18 18:29:03,539 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:35:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2087, loss: 0.2087 +2024-07-18 18:29:27,099 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:35:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2271, loss: 0.2271 +2024-07-18 18:29:50,588 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:34:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2886, loss: 0.2886 +2024-07-18 18:30:14,069 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:34:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2248, loss: 0.2248 +2024-07-18 18:30:37,578 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:34:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2359, loss: 0.2359 +2024-07-18 18:31:01,112 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:33:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2444, loss: 0.2444 +2024-07-18 18:31:24,623 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:33:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2313, loss: 0.2313 +2024-07-18 18:31:26,454 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-18 18:32:44,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:32:44,194 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9801 +2024-07-18 18:32:44,196 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8780, top5_acc: 0.9801 +2024-07-18 18:33:25,861 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:33:00, time: 0.417, data_time: 0.177, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2003, loss: 0.2003 +2024-07-18 18:33:49,464 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:32:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2058, loss: 0.2058 +2024-07-18 18:34:13,102 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:32:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1820, loss: 0.1820 +2024-07-18 18:34:36,733 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:31:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2285, loss: 0.2285 +2024-07-18 18:35:00,308 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:31:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2250, loss: 0.2250 +2024-07-18 18:35:23,844 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:30:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2092, loss: 0.2092 +2024-07-18 18:35:47,411 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:30:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2160, loss: 0.2160 +2024-07-18 18:36:11,149 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:30:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2100, loss: 0.2100 +2024-07-18 18:36:34,733 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:29:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2048, loss: 0.2048 +2024-07-18 18:36:58,258 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:29:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1803, loss: 0.1803 +2024-07-18 18:37:21,824 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:28:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2170, loss: 0.2170 +2024-07-18 18:37:45,670 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:28:32, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1965, loss: 0.1965 +2024-07-18 18:38:09,301 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:28:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1978, loss: 0.1978 +2024-07-18 18:38:32,868 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:27:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2439, loss: 0.2439 +2024-07-18 18:38:56,439 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:27:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2287, loss: 0.2287 +2024-07-18 18:39:20,108 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:26:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2370, loss: 0.2370 +2024-07-18 18:39:43,796 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:26:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1799, loss: 0.1799 +2024-07-18 18:40:07,507 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:26:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.2170, loss: 0.2170 +2024-07-18 18:40:31,231 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:25:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2011, loss: 0.2011 +2024-07-18 18:40:54,855 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:25:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2595, loss: 0.2595 +2024-07-18 18:41:18,490 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:24:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2427, loss: 0.2427 +2024-07-18 18:41:41,986 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:24:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2387, loss: 0.2387 +2024-07-18 18:42:05,636 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:24:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2229, loss: 0.2229 +2024-07-18 18:42:29,175 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:23:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2538, loss: 0.2538 +2024-07-18 18:42:52,729 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:23:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2650, loss: 0.2650 +2024-07-18 18:42:54,580 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-18 18:44:12,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:44:12,306 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9818 +2024-07-18 18:44:12,309 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8724, top5_acc: 0.9818 +2024-07-18 18:44:53,756 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:22:55, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1793, loss: 0.1793 +2024-07-18 18:45:17,226 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:22:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1839, loss: 0.1839 +2024-07-18 18:45:40,708 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:22:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1830, loss: 0.1830 +2024-07-18 18:46:04,192 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:21:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1984, loss: 0.1984 +2024-07-18 18:46:27,661 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:21:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1780, loss: 0.1780 +2024-07-18 18:46:51,138 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:20:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1960, loss: 0.1960 +2024-07-18 18:47:14,650 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:20:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1942, loss: 0.1942 +2024-07-18 18:47:38,199 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:20:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1952, loss: 0.1952 +2024-07-18 18:48:01,753 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:19:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1682, loss: 0.1682 +2024-07-18 18:48:25,287 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:19:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2180, loss: 0.2180 +2024-07-18 18:48:48,862 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:18:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2189, loss: 0.2189 +2024-07-18 18:49:12,694 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:18:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2208, loss: 0.2208 +2024-07-18 18:49:36,460 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:18:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2104, loss: 0.2104 +2024-07-18 18:50:00,252 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:17:39, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2346, loss: 0.2346 +2024-07-18 18:50:23,868 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:17:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1656, loss: 0.1656 +2024-07-18 18:50:47,558 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:16:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2090, loss: 0.2090 +2024-07-18 18:51:11,081 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:16:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2246, loss: 0.2246 +2024-07-18 18:51:34,607 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:16:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1973, loss: 0.1973 +2024-07-18 18:51:58,191 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:15:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2182, loss: 0.2182 +2024-07-18 18:52:21,724 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:15:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2338, loss: 0.2338 +2024-07-18 18:52:45,267 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:14:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2153, loss: 0.2153 +2024-07-18 18:53:08,820 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:14:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2295, loss: 0.2295 +2024-07-18 18:53:32,415 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:14:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2260, loss: 0.2260 +2024-07-18 18:53:55,995 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:13:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1815, loss: 0.1815 +2024-07-18 18:54:19,616 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:13:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2398, loss: 0.2398 +2024-07-18 18:54:21,470 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-18 18:55:39,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 18:55:39,085 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9812 +2024-07-18 18:55:39,087 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8726, top5_acc: 0.9812 +2024-07-18 18:56:20,462 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:12:51, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1854, loss: 0.1854 +2024-07-18 18:56:43,874 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:12:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1570, loss: 0.1570 +2024-07-18 18:57:07,345 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:12:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1952, loss: 0.1952 +2024-07-18 18:57:30,828 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:11:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2056, loss: 0.2056 +2024-07-18 18:57:54,277 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:11:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1869, loss: 0.1869 +2024-07-18 18:58:17,906 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:10:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1423, loss: 0.1423 +2024-07-18 18:58:41,500 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:10:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1683, loss: 0.1683 +2024-07-18 18:59:05,192 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:10:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1925, loss: 0.1925 +2024-07-18 18:59:28,831 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:09:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1672, loss: 0.1672 +2024-07-18 18:59:52,341 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:09:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1809, loss: 0.1809 +2024-07-18 19:00:15,822 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:08:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2001, loss: 0.2001 +2024-07-18 19:00:39,475 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:08:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1775, loss: 0.1775 +2024-07-18 19:01:03,093 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:07:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2011, loss: 0.2011 +2024-07-18 19:01:26,593 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:07:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 0.2427, loss: 0.2427 +2024-07-18 19:01:50,086 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:07:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2440, loss: 0.2440 +2024-07-18 19:02:13,598 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:06:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1853, loss: 0.1853 +2024-07-18 19:02:37,183 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:06:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2143, loss: 0.2143 +2024-07-18 19:03:00,699 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:05:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2226, loss: 0.2226 +2024-07-18 19:03:24,257 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:05:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.2038, loss: 0.2038 +2024-07-18 19:03:47,934 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:05:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.2679, loss: 0.2679 +2024-07-18 19:04:11,456 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:04:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.2022, loss: 0.2022 +2024-07-18 19:04:35,036 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:04:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1825, loss: 0.1825 +2024-07-18 19:04:58,508 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:03:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2030, loss: 0.2030 +2024-07-18 19:05:21,992 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:03:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2193, loss: 0.2193 +2024-07-18 19:05:45,536 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:03:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2299, loss: 0.2299 +2024-07-18 19:05:47,340 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-18 19:07:04,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:07:04,676 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9793 +2024-07-18 19:07:04,679 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8794, top5_acc: 0.9793 +2024-07-18 19:07:46,283 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 6:02:46, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1400, loss: 0.1400 +2024-07-18 19:08:09,700 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 6:02:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1515, loss: 0.1515 +2024-07-18 19:08:33,167 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 6:01:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1692, loss: 0.1692 +2024-07-18 19:08:56,633 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 6:01:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516 +2024-07-18 19:09:20,105 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 6:01:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1529, loss: 0.1529 +2024-07-18 19:09:43,579 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 6:00:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1653, loss: 0.1653 +2024-07-18 19:10:07,034 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 6:00:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1542, loss: 0.1542 +2024-07-18 19:10:30,501 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:59:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1581, loss: 0.1581 +2024-07-18 19:10:54,093 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:59:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1685, loss: 0.1685 +2024-07-18 19:11:17,578 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:59:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1780, loss: 0.1780 +2024-07-18 19:11:41,044 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:58:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1858, loss: 0.1858 +2024-07-18 19:12:04,511 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:58:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1596, loss: 0.1596 +2024-07-18 19:12:28,023 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:57:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2024, loss: 0.2024 +2024-07-18 19:12:51,501 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:57:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1914, loss: 0.1914 +2024-07-18 19:13:14,960 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:57:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1914, loss: 0.1914 +2024-07-18 19:13:38,385 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:56:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2063, loss: 0.2063 +2024-07-18 19:14:01,855 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:56:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2221, loss: 0.2221 +2024-07-18 19:14:25,298 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:55:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2233, loss: 0.2233 +2024-07-18 19:14:48,787 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:55:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2504, loss: 0.2504 +2024-07-18 19:15:12,325 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:55:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1954, loss: 0.1954 +2024-07-18 19:15:35,910 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:54:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1571, loss: 0.1571 +2024-07-18 19:15:59,461 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:54:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1945, loss: 0.1945 +2024-07-18 19:16:23,007 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:53:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2071, loss: 0.2071 +2024-07-18 19:16:46,527 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:53:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1722, loss: 0.1722 +2024-07-18 19:17:10,056 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:53:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2150, loss: 0.2150 +2024-07-18 19:17:11,868 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-18 19:18:29,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:18:29,807 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9815 +2024-07-18 19:18:29,809 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8811, top5_acc: 0.9815 +2024-07-18 19:19:11,363 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:52:41, time: 0.415, data_time: 0.175, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1632, loss: 0.1632 +2024-07-18 19:19:34,872 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:52:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1684, loss: 0.1684 +2024-07-18 19:19:58,420 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:51:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1586, loss: 0.1586 +2024-07-18 19:20:21,981 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:51:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1526, loss: 0.1526 +2024-07-18 19:20:45,530 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:51:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1592, loss: 0.1592 +2024-07-18 19:21:09,079 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:50:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1576, loss: 0.1576 +2024-07-18 19:21:32,578 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:50:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1428, loss: 0.1428 +2024-07-18 19:21:56,042 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:49:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1784, loss: 0.1784 +2024-07-18 19:22:19,546 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:49:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2137, loss: 0.2137 +2024-07-18 19:22:43,090 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:49:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1492, loss: 0.1492 +2024-07-18 19:23:06,618 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:48:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1492, loss: 0.1492 +2024-07-18 19:23:30,136 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:48:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1613, loss: 0.1613 +2024-07-18 19:23:53,726 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:47:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1575, loss: 0.1575 +2024-07-18 19:24:17,451 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:47:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1778, loss: 0.1778 +2024-07-18 19:24:41,109 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:47:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1851, loss: 0.1851 +2024-07-18 19:25:04,700 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:46:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1687, loss: 0.1687 +2024-07-18 19:25:28,388 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:46:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1733, loss: 0.1733 +2024-07-18 19:25:51,835 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:45:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1667, loss: 0.1667 +2024-07-18 19:26:15,295 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:45:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1623, loss: 0.1623 +2024-07-18 19:26:38,774 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:44:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1749, loss: 0.1749 +2024-07-18 19:27:02,661 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:44:34, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1945, loss: 0.1945 +2024-07-18 19:27:26,409 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:44:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 +2024-07-18 19:27:49,960 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:43:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1672, loss: 0.1672 +2024-07-18 19:28:13,595 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:43:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1972, loss: 0.1972 +2024-07-18 19:28:37,167 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:42:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1962, loss: 0.1962 +2024-07-18 19:28:39,017 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-18 19:29:56,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:29:56,735 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9799 +2024-07-18 19:29:56,737 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8817, top5_acc: 0.9799 +2024-07-18 19:30:38,402 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:42:36, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1580, loss: 0.1580 +2024-07-18 19:31:01,919 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:42:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1423, loss: 0.1423 +2024-07-18 19:31:25,482 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:41:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1401, loss: 0.1401 +2024-07-18 19:31:48,981 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:41:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1750, loss: 0.1750 +2024-07-18 19:32:12,584 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:40:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1347, loss: 0.1347 +2024-07-18 19:32:36,070 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:40:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1486, loss: 0.1486 +2024-07-18 19:32:59,642 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:40:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1797, loss: 0.1797 +2024-07-18 19:33:23,149 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:39:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1925, loss: 0.1925 +2024-07-18 19:33:46,628 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:39:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1877, loss: 0.1877 +2024-07-18 19:34:10,157 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:38:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1553, loss: 0.1553 +2024-07-18 19:34:33,724 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:38:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1607, loss: 0.1607 +2024-07-18 19:34:57,295 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:38:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1669, loss: 0.1669 +2024-07-18 19:35:20,809 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:37:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1270, loss: 0.1270 +2024-07-18 19:35:44,376 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:37:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1648, loss: 0.1648 +2024-07-18 19:36:07,895 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:36:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1842, loss: 0.1842 +2024-07-18 19:36:31,388 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:36:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1756, loss: 0.1756 +2024-07-18 19:36:54,921 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:36:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1694, loss: 0.1694 +2024-07-18 19:37:18,703 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:35:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1896, loss: 0.1896 +2024-07-18 19:37:42,415 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:35:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1714, loss: 0.1714 +2024-07-18 19:38:06,008 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:34:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1524, loss: 0.1524 +2024-07-18 19:38:29,639 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:34:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 0.1891, loss: 0.1891 +2024-07-18 19:38:53,152 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:34:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2027, loss: 0.2027 +2024-07-18 19:39:16,659 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:33:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1742, loss: 0.1742 +2024-07-18 19:39:40,180 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:33:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.1892, loss: 0.1892 +2024-07-18 19:40:03,729 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:32:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1638, loss: 0.1638 +2024-07-18 19:40:05,555 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-18 19:41:23,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:41:23,475 - pyskl - INFO - +top1_acc 0.8839 +top5_acc 0.9814 +2024-07-18 19:41:23,479 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_107.pth was removed +2024-07-18 19:41:23,608 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-07-18 19:41:23,608 - pyskl - INFO - Best top1_acc is 0.8839 at 117 epoch. +2024-07-18 19:41:23,610 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8839, top5_acc: 0.9814 +2024-07-18 19:42:05,181 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:32:31, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1450, loss: 0.1450 +2024-07-18 19:42:28,714 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:32:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0964, loss: 0.0964 +2024-07-18 19:42:52,278 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:31:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1257, loss: 0.1257 +2024-07-18 19:43:15,811 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:31:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1220, loss: 0.1220 +2024-07-18 19:43:39,381 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:30:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1223, loss: 0.1223 +2024-07-18 19:44:02,946 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:30:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1392, loss: 0.1392 +2024-07-18 19:44:26,791 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:30:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1162, loss: 0.1162 +2024-07-18 19:44:50,383 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:29:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1441, loss: 0.1441 +2024-07-18 19:45:13,957 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:29:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1552, loss: 0.1552 +2024-07-18 19:45:37,575 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:28:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1350, loss: 0.1350 +2024-07-18 19:46:01,261 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:28:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1491, loss: 0.1491 +2024-07-18 19:46:24,801 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:28:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1394, loss: 0.1394 +2024-07-18 19:46:48,295 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:27:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1493, loss: 0.1493 +2024-07-18 19:47:11,920 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:27:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1644, loss: 0.1644 +2024-07-18 19:47:35,498 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:26:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1382, loss: 0.1382 +2024-07-18 19:47:59,099 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:26:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1349, loss: 0.1349 +2024-07-18 19:48:22,589 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:26:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1343, loss: 0.1343 +2024-07-18 19:48:46,215 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:25:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1894, loss: 0.1894 +2024-07-18 19:49:09,773 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:25:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1573, loss: 0.1573 +2024-07-18 19:49:33,313 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:24:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1881, loss: 0.1881 +2024-07-18 19:49:56,904 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:24:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1823, loss: 0.1823 +2024-07-18 19:50:20,609 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:24:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 +2024-07-18 19:50:44,330 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:23:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1691, loss: 0.1691 +2024-07-18 19:51:07,926 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:23:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1469, loss: 0.1469 +2024-07-18 19:51:31,465 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:22:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1553, loss: 0.1553 +2024-07-18 19:51:33,332 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-18 19:52:50,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 19:52:50,992 - pyskl - INFO - +top1_acc 0.8834 +top5_acc 0.9822 +2024-07-18 19:52:50,994 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8834, top5_acc: 0.9822 +2024-07-18 19:53:32,608 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:22:27, time: 0.416, data_time: 0.177, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335 +2024-07-18 19:53:56,192 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:22:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2024-07-18 19:54:19,884 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:21:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 +2024-07-18 19:54:43,495 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:21:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1404, loss: 0.1404 +2024-07-18 19:55:07,102 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:20:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1272, loss: 0.1272 +2024-07-18 19:55:30,784 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:20:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2024-07-18 19:55:54,457 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:20:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1302, loss: 0.1302 +2024-07-18 19:56:18,227 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:19:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1227, loss: 0.1227 +2024-07-18 19:56:41,762 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:19:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1051, loss: 0.1051 +2024-07-18 19:57:05,265 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:18:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 +2024-07-18 19:57:28,868 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:18:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1596, loss: 0.1596 +2024-07-18 19:57:52,408 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:17:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1377, loss: 0.1377 +2024-07-18 19:58:15,894 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:17:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1307, loss: 0.1307 +2024-07-18 19:58:39,457 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:17:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1410, loss: 0.1410 +2024-07-18 19:59:03,266 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:16:46, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1564, loss: 0.1564 +2024-07-18 19:59:27,046 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:16:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1549, loss: 0.1549 +2024-07-18 19:59:50,784 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:15:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1573, loss: 0.1573 +2024-07-18 20:00:14,477 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:15:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1354, loss: 0.1354 +2024-07-18 20:00:38,039 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:15:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1312, loss: 0.1312 +2024-07-18 20:01:01,586 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:14:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1670, loss: 0.1670 +2024-07-18 20:01:25,131 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:14:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1448, loss: 0.1448 +2024-07-18 20:01:48,694 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:13:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1429, loss: 0.1429 +2024-07-18 20:02:12,206 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:13:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1709, loss: 0.1709 +2024-07-18 20:02:35,686 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:13:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1817, loss: 0.1817 +2024-07-18 20:02:59,157 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:12:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1685, loss: 0.1685 +2024-07-18 20:03:00,961 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-18 20:04:18,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:04:18,877 - pyskl - INFO - +top1_acc 0.8874 +top5_acc 0.9809 +2024-07-18 20:04:18,882 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_117.pth was removed +2024-07-18 20:04:19,011 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2024-07-18 20:04:19,012 - pyskl - INFO - Best top1_acc is 0.8874 at 119 epoch. +2024-07-18 20:04:19,014 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8874, top5_acc: 0.9809 +2024-07-18 20:05:00,547 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:12:22, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1191, loss: 0.1191 +2024-07-18 20:05:24,052 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:11:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1485, loss: 0.1485 +2024-07-18 20:05:47,570 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:11:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1149, loss: 0.1149 +2024-07-18 20:06:11,037 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:11:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 +2024-07-18 20:06:34,503 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:10:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1317, loss: 0.1317 +2024-07-18 20:06:57,987 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:10:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1368, loss: 0.1368 +2024-07-18 20:07:21,454 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:09:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2024-07-18 20:07:44,928 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:09:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1177, loss: 0.1177 +2024-07-18 20:08:08,399 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:09:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1008, loss: 0.1008 +2024-07-18 20:08:31,876 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:08:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1194, loss: 0.1194 +2024-07-18 20:08:55,387 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:08:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1053, loss: 0.1053 +2024-07-18 20:09:18,864 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:07:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1140, loss: 0.1140 +2024-07-18 20:09:42,287 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:07:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1424, loss: 0.1424 +2024-07-18 20:10:05,807 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:07:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1404, loss: 0.1404 +2024-07-18 20:10:29,396 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:06:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 +2024-07-18 20:10:52,891 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:06:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157 +2024-07-18 20:11:16,361 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:05:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1211, loss: 0.1211 +2024-07-18 20:11:39,828 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:05:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1196, loss: 0.1196 +2024-07-18 20:12:03,562 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:05:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1693, loss: 0.1693 +2024-07-18 20:12:27,071 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:04:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1340, loss: 0.1340 +2024-07-18 20:12:50,673 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:04:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1232, loss: 0.1232 +2024-07-18 20:13:14,328 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:03:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1354, loss: 0.1354 +2024-07-18 20:13:37,919 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:03:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1133, loss: 0.1133 +2024-07-18 20:14:01,373 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:03:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1105, loss: 0.1105 +2024-07-18 20:14:24,927 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:02:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1366, loss: 0.1366 +2024-07-18 20:14:26,762 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-18 20:15:44,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:15:44,461 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9817 +2024-07-18 20:15:44,465 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_119.pth was removed +2024-07-18 20:15:44,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-18 20:15:44,600 - pyskl - INFO - Best top1_acc is 0.8885 at 120 epoch. +2024-07-18 20:15:44,602 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8885, top5_acc: 0.9817 +2024-07-18 20:16:26,019 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 5:02:17, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 +2024-07-18 20:16:49,537 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 5:01:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2024-07-18 20:17:13,092 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 5:01:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1012, loss: 0.1012 +2024-07-18 20:17:36,573 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 5:01:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1105, loss: 0.1105 +2024-07-18 20:18:00,055 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 5:00:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1178, loss: 0.1178 +2024-07-18 20:18:23,546 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 5:00:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 +2024-07-18 20:18:46,978 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:59:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1153, loss: 0.1153 +2024-07-18 20:19:10,410 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:59:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 +2024-07-18 20:19:33,852 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:59:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1013, loss: 0.1013 +2024-07-18 20:19:57,295 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:58:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1213, loss: 0.1213 +2024-07-18 20:20:20,793 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:58:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1165, loss: 0.1165 +2024-07-18 20:20:44,281 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:57:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 +2024-07-18 20:21:07,826 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:57:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1191, loss: 0.1191 +2024-07-18 20:21:31,251 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:57:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1219, loss: 0.1219 +2024-07-18 20:21:54,717 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:56:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1309, loss: 0.1309 +2024-07-18 20:22:18,221 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:56:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1625, loss: 0.1625 +2024-07-18 20:22:41,668 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:55:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1456, loss: 0.1456 +2024-07-18 20:23:05,257 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:55:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1640, loss: 0.1640 +2024-07-18 20:23:28,820 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:54:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1138, loss: 0.1138 +2024-07-18 20:23:52,432 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:54:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1176, loss: 0.1176 +2024-07-18 20:24:16,053 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:54:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2024-07-18 20:24:39,631 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:53:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1285, loss: 0.1285 +2024-07-18 20:25:03,157 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:53:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 +2024-07-18 20:25:26,688 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:52:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1108, loss: 0.1108 +2024-07-18 20:25:50,196 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:52:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2024-07-18 20:25:52,088 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-18 20:27:09,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:27:09,700 - pyskl - INFO - +top1_acc 0.8886 +top5_acc 0.9826 +2024-07-18 20:27:09,705 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_120.pth was removed +2024-07-18 20:27:09,837 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-07-18 20:27:09,837 - pyskl - INFO - Best top1_acc is 0.8886 at 121 epoch. +2024-07-18 20:27:09,839 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8886, top5_acc: 0.9826 +2024-07-18 20:27:51,477 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:52:11, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0947, loss: 0.0947 +2024-07-18 20:28:14,946 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:51:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2024-07-18 20:28:38,437 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:51:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1000, loss: 0.1000 +2024-07-18 20:29:01,974 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:50:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2024-07-18 20:29:25,495 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:50:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0723, loss: 0.0723 +2024-07-18 20:29:48,980 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:50:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2024-07-18 20:30:12,507 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:49:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1178, loss: 0.1178 +2024-07-18 20:30:35,997 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:49:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0962, loss: 0.0962 +2024-07-18 20:30:59,492 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:48:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2024-07-18 20:31:22,967 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:48:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2024-07-18 20:31:46,459 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:48:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1000, loss: 0.1000 +2024-07-18 20:32:09,919 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:47:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1079, loss: 0.1079 +2024-07-18 20:32:33,503 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:47:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861 +2024-07-18 20:32:57,061 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:46:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1036, loss: 0.1036 +2024-07-18 20:33:20,607 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:46:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-07-18 20:33:44,243 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:46:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2024-07-18 20:34:07,836 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:45:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1226, loss: 0.1226 +2024-07-18 20:34:31,373 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:45:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0986, loss: 0.0986 +2024-07-18 20:34:54,906 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:44:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1072, loss: 0.1072 +2024-07-18 20:35:18,523 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:44:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1046, loss: 0.1046 +2024-07-18 20:35:42,086 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:44:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 +2024-07-18 20:36:05,620 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:43:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 +2024-07-18 20:36:29,274 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:43:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0811, loss: 0.0811 +2024-07-18 20:36:52,853 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:42:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-07-18 20:37:16,482 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:42:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0901, loss: 0.0901 +2024-07-18 20:37:18,277 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-18 20:38:35,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:38:36,019 - pyskl - INFO - +top1_acc 0.8909 +top5_acc 0.9809 +2024-07-18 20:38:36,023 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_121.pth was removed +2024-07-18 20:38:36,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2024-07-18 20:38:36,155 - pyskl - INFO - Best top1_acc is 0.8909 at 122 epoch. +2024-07-18 20:38:36,157 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8909, top5_acc: 0.9809 +2024-07-18 20:39:17,431 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:42:06, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-07-18 20:39:40,889 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:41:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0787, loss: 0.0787 +2024-07-18 20:40:04,370 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:41:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2024-07-18 20:40:27,856 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:40:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2024-07-18 20:40:51,351 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:40:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2024-07-18 20:41:14,853 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:40:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 +2024-07-18 20:41:38,363 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:39:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2024-07-18 20:42:01,948 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:39:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2024-07-18 20:42:25,584 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:38:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1038, loss: 0.1038 +2024-07-18 20:42:49,110 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:38:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0884, loss: 0.0884 +2024-07-18 20:43:12,657 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:38:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2024-07-18 20:43:36,187 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:37:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0925, loss: 0.0925 +2024-07-18 20:43:59,765 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:37:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-07-18 20:44:23,120 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:36:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1014, loss: 0.1014 +2024-07-18 20:44:46,482 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:36:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2024-07-18 20:45:09,903 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:36:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0822, loss: 0.0822 +2024-07-18 20:45:33,388 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:35:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2024-07-18 20:45:56,906 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:35:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-07-18 20:46:20,422 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:34:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 +2024-07-18 20:46:43,912 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:34:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2024-07-18 20:47:07,417 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:34:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2024-07-18 20:47:30,890 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:33:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1080, loss: 0.1080 +2024-07-18 20:47:54,440 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:33:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2024-07-18 20:48:18,304 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:32:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 +2024-07-18 20:48:41,889 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:32:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1093, loss: 0.1093 +2024-07-18 20:48:43,766 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-18 20:50:01,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 20:50:01,422 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9811 +2024-07-18 20:50:01,424 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8808, top5_acc: 0.9811 +2024-07-18 20:50:42,789 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:32:01, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0933, loss: 0.0933 +2024-07-18 20:51:06,308 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:31:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 +2024-07-18 20:51:29,776 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:31:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2024-07-18 20:51:53,245 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:30:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-18 20:52:16,671 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:30:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-07-18 20:52:40,098 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:29:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2024-07-18 20:53:03,705 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:29:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-07-18 20:53:27,144 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:29:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2024-07-18 20:53:50,571 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:28:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2024-07-18 20:54:14,001 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:28:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0807, loss: 0.0807 +2024-07-18 20:54:37,421 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:27:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2024-07-18 20:55:00,821 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:27:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2024-07-18 20:55:24,266 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:27:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2024-07-18 20:55:47,936 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:26:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2024-07-18 20:56:11,461 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:26:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2024-07-18 20:56:35,018 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:25:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0986, loss: 0.0986 +2024-07-18 20:56:58,633 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:25:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2024-07-18 20:57:22,127 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:25:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0864, loss: 0.0864 +2024-07-18 20:57:45,627 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:24:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-18 20:58:09,180 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:24:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2024-07-18 20:58:32,674 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:23:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-07-18 20:58:56,159 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:23:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2024-07-18 20:59:19,699 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:23:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1012, loss: 0.1012 +2024-07-18 20:59:43,459 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:22:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 +2024-07-18 21:00:07,024 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:22:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0876, loss: 0.0876 +2024-07-18 21:00:08,835 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-18 21:01:26,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:01:26,440 - pyskl - INFO - +top1_acc 0.8832 +top5_acc 0.9818 +2024-07-18 21:01:26,442 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8832, top5_acc: 0.9818 +2024-07-18 21:02:07,866 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:21:56, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0567, loss: 0.0567 +2024-07-18 21:02:31,400 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:21:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2024-07-18 21:02:54,944 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:21:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-18 21:03:18,829 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:20:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 +2024-07-18 21:03:42,611 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:20:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2024-07-18 21:04:06,102 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:19:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2024-07-18 21:04:29,616 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:19:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2024-07-18 21:04:53,149 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:19:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0678, loss: 0.0678 +2024-07-18 21:05:16,696 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:18:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2024-07-18 21:05:40,221 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:18:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2024-07-18 21:06:03,729 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:17:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0840, loss: 0.0840 +2024-07-18 21:06:27,229 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:17:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2024-07-18 21:06:50,745 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:17:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0718, loss: 0.0718 +2024-07-18 21:07:14,335 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:16:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0918, loss: 0.0918 +2024-07-18 21:07:37,906 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:16:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2024-07-18 21:08:01,447 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:15:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2024-07-18 21:08:25,025 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:15:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-07-18 21:08:48,611 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:15:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2024-07-18 21:09:12,134 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:14:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-07-18 21:09:35,698 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:14:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 +2024-07-18 21:09:59,336 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:13:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0951, loss: 0.0951 +2024-07-18 21:10:22,862 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:13:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-07-18 21:10:46,353 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:13:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2024-07-18 21:11:09,905 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:12:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2024-07-18 21:11:33,655 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:12:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0869, loss: 0.0869 +2024-07-18 21:11:35,508 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-18 21:12:53,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:12:53,439 - pyskl - INFO - +top1_acc 0.8927 +top5_acc 0.9805 +2024-07-18 21:12:53,443 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_122.pth was removed +2024-07-18 21:12:53,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-07-18 21:12:53,574 - pyskl - INFO - Best top1_acc is 0.8927 at 125 epoch. +2024-07-18 21:12:53,576 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8927, top5_acc: 0.9805 +2024-07-18 21:13:35,045 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:11:51, time: 0.415, data_time: 0.176, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0753, loss: 0.0753 +2024-07-18 21:13:58,613 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:11:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0559, loss: 0.0559 +2024-07-18 21:14:22,255 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:11:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-07-18 21:14:45,903 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:10:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2024-07-18 21:15:09,569 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:10:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-18 21:15:33,194 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:09:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-07-18 21:15:56,865 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:09:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-07-18 21:16:20,376 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:09:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0522, loss: 0.0522 +2024-07-18 21:16:43,888 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:08:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2024-07-18 21:17:07,397 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:08:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2024-07-18 21:17:30,936 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:07:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 +2024-07-18 21:17:54,467 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:07:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 +2024-07-18 21:18:18,023 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:06:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-18 21:18:41,530 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:06:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2024-07-18 21:19:05,262 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:06:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2024-07-18 21:19:28,980 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:05:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 +2024-07-18 21:19:52,556 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:05:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2024-07-18 21:20:16,206 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:04:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2024-07-18 21:20:39,853 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:04:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0718, loss: 0.0718 +2024-07-18 21:21:03,626 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:04:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2024-07-18 21:21:27,295 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:03:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2024-07-18 21:21:50,994 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:03:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-07-18 21:22:14,452 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:02:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-07-18 21:22:37,912 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:02:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 +2024-07-18 21:23:01,502 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:02:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2024-07-18 21:23:03,324 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-18 21:24:21,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:24:21,267 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9836 +2024-07-18 21:24:21,271 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_125.pth was removed +2024-07-18 21:24:21,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-07-18 21:24:21,400 - pyskl - INFO - Best top1_acc is 0.8949 at 126 epoch. +2024-07-18 21:24:21,402 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8949, top5_acc: 0.9836 +2024-07-18 21:25:02,719 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 4:01:46, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-18 21:25:26,259 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 4:01:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2024-07-18 21:25:49,720 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 4:00:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 +2024-07-18 21:26:13,225 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 4:00:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2024-07-18 21:26:36,679 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 4:00:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 +2024-07-18 21:27:00,173 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:59:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-07-18 21:27:23,650 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:59:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0522, loss: 0.0522 +2024-07-18 21:27:47,130 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:58:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2024-07-18 21:28:10,627 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:58:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470 +2024-07-18 21:28:34,143 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:58:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0769, loss: 0.0769 +2024-07-18 21:28:57,646 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:57:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2024-07-18 21:29:21,142 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:57:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2024-07-18 21:29:44,626 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:56:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2024-07-18 21:30:08,081 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:56:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2024-07-18 21:30:31,610 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:56:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-18 21:30:55,187 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:55:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-18 21:31:18,578 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:55:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-07-18 21:31:41,998 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:54:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0652, loss: 0.0652 +2024-07-18 21:32:05,726 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:54:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2024-07-18 21:32:29,353 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:54:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2024-07-18 21:32:52,940 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:53:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-18 21:33:16,535 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:53:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2024-07-18 21:33:40,033 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:52:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2024-07-18 21:34:03,577 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:52:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-18 21:34:27,134 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:52:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2024-07-18 21:34:28,979 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-18 21:35:46,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:35:46,616 - pyskl - INFO - +top1_acc 0.8926 +top5_acc 0.9830 +2024-07-18 21:35:46,618 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8926, top5_acc: 0.9830 +2024-07-18 21:36:27,759 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:51:40, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2024-07-18 21:36:51,143 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:51:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2024-07-18 21:37:14,527 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:50:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2024-07-18 21:37:37,921 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:50:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 +2024-07-18 21:38:01,322 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:50:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2024-07-18 21:38:24,751 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:49:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-18 21:38:48,145 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:49:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2024-07-18 21:39:11,559 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:48:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 +2024-07-18 21:39:34,956 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:48:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-18 21:39:58,383 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:48:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2024-07-18 21:40:21,801 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:47:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-18 21:40:45,212 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:47:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-18 21:41:08,621 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:46:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-18 21:41:32,049 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:46:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2024-07-18 21:41:55,450 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:46:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2024-07-18 21:42:19,138 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:45:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2024-07-18 21:42:42,666 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:45:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0482, loss: 0.0482 +2024-07-18 21:43:06,136 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:44:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2024-07-18 21:43:29,766 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:44:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0488, loss: 0.0488 +2024-07-18 21:43:53,500 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:43:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-18 21:44:16,981 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:43:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2024-07-18 21:44:40,471 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:43:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-18 21:45:04,138 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:42:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-18 21:45:27,928 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:42:22, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0469, loss: 0.0469 +2024-07-18 21:45:51,567 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:41:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-18 21:45:53,414 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-18 21:47:11,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:47:11,167 - pyskl - INFO - +top1_acc 0.8987 +top5_acc 0.9822 +2024-07-18 21:47:11,171 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_126.pth was removed +2024-07-18 21:47:11,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-07-18 21:47:11,300 - pyskl - INFO - Best top1_acc is 0.8987 at 128 epoch. +2024-07-18 21:47:11,302 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8987, top5_acc: 0.9822 +2024-07-18 21:47:52,853 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:41:35, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2024-07-18 21:48:16,457 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:41:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2024-07-18 21:48:39,970 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:40:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2024-07-18 21:49:03,468 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:40:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-18 21:49:26,979 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:39:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2024-07-18 21:49:50,513 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:39:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-18 21:50:14,044 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:39:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-18 21:50:37,565 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:38:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2024-07-18 21:51:01,076 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:38:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-18 21:51:24,605 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:37:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2024-07-18 21:51:48,152 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:37:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2024-07-18 21:52:11,700 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:37:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-18 21:52:35,249 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:36:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-07-18 21:52:58,840 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:36:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2024-07-18 21:53:22,363 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:35:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-18 21:53:45,960 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:35:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-18 21:54:09,486 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:35:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2024-07-18 21:54:33,019 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:34:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2024-07-18 21:54:56,584 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:34:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 +2024-07-18 21:55:20,163 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:33:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2024-07-18 21:55:43,654 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:33:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0444, loss: 0.0444 +2024-07-18 21:56:07,183 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:33:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-18 21:56:30,749 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:32:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-18 21:56:54,270 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:32:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-07-18 21:57:17,802 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:31:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2024-07-18 21:57:19,631 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-18 21:58:37,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 21:58:37,366 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9827 +2024-07-18 21:58:37,368 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8967, top5_acc: 0.9827 +2024-07-18 21:59:19,038 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:31:29, time: 0.417, data_time: 0.177, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2024-07-18 21:59:42,600 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:31:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2024-07-18 22:00:06,151 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:30:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-18 22:00:29,708 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:30:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-18 22:00:53,316 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:29:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-18 22:01:16,902 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:29:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-18 22:01:40,475 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:29:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2024-07-18 22:02:04,062 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:28:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-18 22:02:27,661 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:28:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2024-07-18 22:02:51,208 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:27:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-07-18 22:03:14,786 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:27:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-18 22:03:38,336 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:27:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2024-07-18 22:04:01,875 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:26:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-18 22:04:25,415 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:26:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2024-07-18 22:04:48,958 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:25:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2024-07-18 22:05:12,523 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:25:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-18 22:05:36,334 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:25:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2024-07-18 22:05:59,959 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:24:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-18 22:06:23,482 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:24:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2024-07-18 22:06:46,983 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:23:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-18 22:07:10,605 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:23:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2024-07-18 22:07:34,251 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:23:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2024-07-18 22:07:57,902 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:22:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-18 22:08:21,470 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:22:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-18 22:08:45,005 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:21:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-18 22:08:46,822 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-18 22:10:04,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:10:04,604 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9824 +2024-07-18 22:10:04,606 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8983, top5_acc: 0.9824 +2024-07-18 22:10:46,500 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:21:24, time: 0.419, data_time: 0.180, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-18 22:11:09,984 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:21:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2024-07-18 22:11:33,469 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:20:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2024-07-18 22:11:56,976 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:20:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-18 22:12:20,469 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:19:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-18 22:12:43,976 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:19:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-18 22:13:07,496 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:18:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2024-07-18 22:13:31,014 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:18:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-18 22:13:54,530 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:18:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-18 22:14:18,044 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:17:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-18 22:14:41,550 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:17:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2024-07-18 22:15:05,077 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:16:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-18 22:15:28,602 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:16:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-18 22:15:52,113 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:16:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0270, loss: 0.0270 +2024-07-18 22:16:15,612 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:15:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2024-07-18 22:16:39,090 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:15:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2024-07-18 22:17:02,732 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:14:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-18 22:17:26,398 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:14:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-18 22:17:50,047 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:14:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-18 22:18:13,545 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:13:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2024-07-18 22:18:37,084 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:13:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2024-07-18 22:19:00,621 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:12:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2024-07-18 22:19:24,180 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:12:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2024-07-18 22:19:47,688 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:12:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2024-07-18 22:20:11,153 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:11:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2024-07-18 22:20:12,942 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-18 22:21:30,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:21:30,691 - pyskl - INFO - +top1_acc 0.8991 +top5_acc 0.9834 +2024-07-18 22:21:30,696 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_128.pth was removed +2024-07-18 22:21:30,826 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-07-18 22:21:30,826 - pyskl - INFO - Best top1_acc is 0.8991 at 131 epoch. +2024-07-18 22:21:30,828 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8991, top5_acc: 0.9834 +2024-07-18 22:22:12,554 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:11:19, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-18 22:22:36,080 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:10:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-07-18 22:22:59,561 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:10:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2024-07-18 22:23:23,066 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:10:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-18 22:23:46,561 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:09:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-18 22:24:10,098 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:09:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-18 22:24:33,611 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:08:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-18 22:24:57,087 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:08:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-18 22:25:20,589 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:08:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2024-07-18 22:25:44,082 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:07:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-18 22:26:07,623 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:07:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-18 22:26:31,183 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:06:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-18 22:26:54,675 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:06:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2024-07-18 22:27:18,202 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:06:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-18 22:27:41,767 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:05:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-18 22:28:05,301 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:05:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 +2024-07-18 22:28:28,781 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:04:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-18 22:28:52,552 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:04:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0187, loss: 0.0187 +2024-07-18 22:29:16,219 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:04:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 22:29:39,708 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:03:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-18 22:30:03,249 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:03:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-18 22:30:26,731 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:02:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-18 22:30:50,226 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:02:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2024-07-18 22:31:13,719 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:02:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-18 22:31:37,219 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:01:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2024-07-18 22:31:38,974 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-18 22:32:56,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:32:56,349 - pyskl - INFO - +top1_acc 0.9032 +top5_acc 0.9831 +2024-07-18 22:32:56,353 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_131.pth was removed +2024-07-18 22:32:56,482 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-07-18 22:32:56,482 - pyskl - INFO - Best top1_acc is 0.9032 at 132 epoch. +2024-07-18 22:32:56,484 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9032, top5_acc: 0.9831 +2024-07-18 22:33:38,221 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:01:14, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-18 22:34:01,701 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:00:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-18 22:34:25,207 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 3:00:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-18 22:34:48,701 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 3:00:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-18 22:35:12,294 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:59:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2024-07-18 22:35:35,843 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:59:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-18 22:35:59,417 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:58:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-18 22:36:22,984 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:58:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-18 22:36:46,521 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:58:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-18 22:37:10,096 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:57:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-18 22:37:33,677 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:57:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-18 22:37:57,265 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:56:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-18 22:38:20,823 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:56:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-18 22:38:44,421 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:55:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-18 22:39:08,031 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:55:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-18 22:39:31,661 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:55:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-18 22:39:55,299 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:54:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-18 22:40:18,982 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:54:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-18 22:40:42,642 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:53:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-18 22:41:06,176 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:53:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-18 22:41:29,776 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:53:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-18 22:41:53,300 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:52:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-18 22:42:16,838 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:52:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-18 22:42:40,561 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:51:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-18 22:43:04,123 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:51:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-07-18 22:43:05,928 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-18 22:44:23,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:44:23,676 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9839 +2024-07-18 22:44:23,678 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9002, top5_acc: 0.9839 +2024-07-18 22:45:05,361 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:51:09, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-18 22:45:28,945 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:50:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-18 22:45:52,546 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:50:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-18 22:46:16,112 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:49:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-18 22:46:39,699 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:49:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-18 22:47:03,263 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:49:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-18 22:47:26,825 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:48:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 22:47:50,390 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:48:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-18 22:48:13,947 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:47:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 22:48:37,535 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:47:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-18 22:49:01,115 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:47:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-18 22:49:24,697 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:46:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-18 22:49:48,286 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:46:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-18 22:50:11,848 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:45:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-18 22:50:35,356 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:45:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-18 22:50:58,872 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:45:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-18 22:51:22,374 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:44:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-18 22:51:45,985 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:44:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 22:52:09,549 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:43:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-18 22:52:33,091 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:43:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-18 22:52:56,656 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:43:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-18 22:53:20,350 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:42:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-18 22:53:44,005 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:42:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-18 22:54:07,587 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:41:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 22:54:31,109 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:41:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 22:54:32,870 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-18 22:55:50,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 22:55:50,393 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9838 +2024-07-18 22:55:50,396 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9027, top5_acc: 0.9838 +2024-07-18 22:56:32,144 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:41:03, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-18 22:56:55,678 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:40:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-18 22:57:19,149 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:40:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-18 22:57:42,548 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:39:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-18 22:58:06,007 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:39:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 22:58:29,502 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:39:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 22:58:52,970 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:38:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-18 22:59:16,669 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:38:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-18 22:59:40,111 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:37:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-18 23:00:03,587 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:37:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-18 23:00:27,215 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:37:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-18 23:00:50,688 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:36:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-18 23:01:14,187 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:36:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-18 23:01:37,729 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:35:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-18 23:02:01,187 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:35:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-18 23:02:24,662 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:35:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-18 23:02:48,148 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:34:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:03:11,643 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:34:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:03:35,155 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:33:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:03:58,566 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:33:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:04:22,016 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:32:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-18 23:04:45,606 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:32:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 23:05:09,230 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:32:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-18 23:05:32,760 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:31:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-18 23:05:56,337 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:31:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-18 23:05:58,123 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-18 23:07:15,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:07:15,755 - pyskl - INFO - +top1_acc 0.9068 +top5_acc 0.9834 +2024-07-18 23:07:15,759 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_132.pth was removed +2024-07-18 23:07:15,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-07-18 23:07:15,887 - pyskl - INFO - Best top1_acc is 0.9068 at 135 epoch. +2024-07-18 23:07:15,889 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9068, top5_acc: 0.9834 +2024-07-18 23:07:57,492 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:30:58, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 23:08:21,022 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:30:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-18 23:08:44,642 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:30:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-18 23:09:08,328 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:29:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 23:09:31,968 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:29:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:09:55,497 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:28:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:10:18,944 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:28:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-18 23:10:42,441 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:28:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-18 23:11:05,936 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:27:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-18 23:11:29,496 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:27:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:11:53,017 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:26:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-18 23:12:16,522 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:26:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:12:39,984 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:26:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-07-18 23:13:03,534 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:25:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-18 23:13:27,104 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:25:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 23:13:50,674 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:24:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-18 23:14:14,335 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:24:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-18 23:14:37,912 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:24:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:15:01,474 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:23:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-18 23:15:25,250 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:23:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-18 23:15:48,741 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:22:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-18 23:16:12,428 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:22:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:16:35,923 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:22:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-18 23:16:59,543 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:21:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-18 23:17:23,176 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:21:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-18 23:17:25,024 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-18 23:18:42,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:18:42,956 - pyskl - INFO - +top1_acc 0.9023 +top5_acc 0.9842 +2024-07-18 23:18:42,959 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9023, top5_acc: 0.9842 +2024-07-18 23:19:24,640 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:20:53, time: 0.417, data_time: 0.178, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 23:19:48,190 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:20:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:20:11,744 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:20:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 23:20:35,274 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:19:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-18 23:20:58,932 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:19:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:21:22,444 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:18:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-18 23:21:45,946 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:18:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:22:09,451 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:18:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-18 23:22:32,989 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:17:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 23:22:56,516 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:17:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-18 23:23:20,007 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:16:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-18 23:23:43,500 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:16:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-18 23:24:07,014 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:16:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 23:24:30,625 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:15:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 23:24:54,233 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:15:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:25:17,768 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:14:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-18 23:25:41,309 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:14:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:26:04,831 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:14:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 23:26:28,348 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:13:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-18 23:26:51,962 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:13:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-18 23:27:15,520 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:12:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:27:39,045 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:12:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:28:02,811 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:12:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-18 23:28:26,424 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:11:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-18 23:28:50,016 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:11:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-18 23:28:51,774 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-18 23:30:09,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:30:09,319 - pyskl - INFO - +top1_acc 0.9050 +top5_acc 0.9832 +2024-07-18 23:30:09,321 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9050, top5_acc: 0.9832 +2024-07-18 23:30:50,812 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:10:47, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:31:14,342 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:10:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 23:31:37,844 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:09:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-18 23:32:01,336 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:09:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-18 23:32:24,834 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:09:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-18 23:32:48,343 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:08:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-18 23:33:11,827 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:08:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-18 23:33:35,337 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:07:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-18 23:33:58,804 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:07:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:34:22,282 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:07:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:34:45,743 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:06:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 23:35:09,198 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:06:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:35:32,681 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:05:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:35:56,207 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:05:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-18 23:36:19,689 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:05:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-18 23:36:43,196 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:04:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-18 23:37:06,692 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:04:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-18 23:37:30,233 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:03:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:37:53,749 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:03:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-18 23:38:17,301 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:03:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-18 23:38:41,159 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:02:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:39:04,739 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:02:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 23:39:28,330 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:01:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0110, loss: 0.0110 +2024-07-18 23:39:51,970 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:01:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-18 23:40:15,517 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:01:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 23:40:17,363 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-18 23:41:35,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:41:35,284 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9834 +2024-07-18 23:41:35,287 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8999, top5_acc: 0.9834 +2024-07-18 23:42:17,242 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:00:42, time: 0.420, data_time: 0.180, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-18 23:42:40,730 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 2:00:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:43:04,240 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:59:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:43:27,799 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:59:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:43:51,304 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:59:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:44:14,812 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:58:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-18 23:44:38,324 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:58:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:45:01,865 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:57:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:45:25,367 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:57:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:45:48,851 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:57:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-18 23:46:12,369 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:56:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-18 23:46:35,887 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:56:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:46:59,385 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:55:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-18 23:47:22,912 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:55:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:47:46,411 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:55:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-18 23:48:09,909 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:54:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-18 23:48:33,532 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:54:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-18 23:48:57,097 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:53:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-18 23:49:20,639 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:53:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-18 23:49:44,225 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:53:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-18 23:50:07,782 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:52:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-18 23:50:31,301 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:52:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-18 23:50:54,821 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:51:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-18 23:51:18,305 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:51:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-18 23:51:41,948 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:51:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-18 23:51:43,770 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-18 23:53:01,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-18 23:53:01,613 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9840 +2024-07-18 23:53:01,615 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9020, top5_acc: 0.9840 +2024-07-18 23:53:54,651 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:50:37, time: 0.530, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-18 23:54:29,559 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:50:14, time: 0.349, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-18 23:55:04,372 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:49:50, time: 0.348, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-18 23:55:39,002 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:49:27, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:56:13,648 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:49:04, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-18 23:56:48,334 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:48:40, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-18 23:57:22,903 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:48:17, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-18 23:57:57,483 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:47:54, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-18 23:58:32,086 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:47:30, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-18 23:59:06,669 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:47:07, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-18 23:59:41,268 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:46:43, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 00:00:15,860 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:46:20, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:00:50,459 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:45:57, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:01:25,051 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:45:33, time: 0.346, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:01:59,837 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:45:10, time: 0.348, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:02:34,631 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:44:46, time: 0.348, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:03:09,289 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:44:23, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 00:03:43,945 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:43:59, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:04:18,638 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:43:36, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:04:53,377 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:43:13, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 00:05:28,142 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:42:49, time: 0.348, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:06:02,859 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:42:26, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 00:06:37,564 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:42:02, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:07:12,290 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:41:39, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:07:46,955 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:41:15, time: 0.347, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 00:07:49,497 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-19 00:09:51,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:09:51,583 - pyskl - INFO - +top1_acc 0.9049 +top5_acc 0.9841 +2024-07-19 00:09:51,585 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9049, top5_acc: 0.9841 +2024-07-19 00:10:33,139 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:40:51, time: 0.415, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:10:56,689 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:40:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:11:20,195 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:40:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 00:11:43,688 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:39:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:12:07,087 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:39:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:12:30,524 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:38:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-19 00:12:53,992 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:38:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-19 00:13:17,587 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:38:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-19 00:13:41,088 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:37:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:14:04,593 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:37:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 00:14:28,147 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:36:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-19 00:14:51,750 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:36:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-19 00:15:15,298 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:35:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:15:38,793 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:35:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:16:02,224 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:35:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 00:16:25,694 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:34:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:16:49,239 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:34:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-19 00:17:12,723 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:33:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-19 00:17:36,191 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:33:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:17:59,653 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:33:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 00:18:23,134 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:32:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:18:46,574 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:32:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:19:10,047 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:31:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 +2024-07-19 00:19:33,671 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:31:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:19:57,521 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:31:08, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:19:59,379 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-19 00:21:17,044 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:21:17,110 - pyskl - INFO - +top1_acc 0.9045 +top5_acc 0.9848 +2024-07-19 00:21:17,113 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9045, top5_acc: 0.9848 +2024-07-19 00:21:58,521 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:30:43, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:22:22,019 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:30:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:22:45,508 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:29:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 00:23:08,986 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:29:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 00:23:32,491 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:29:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 00:23:55,977 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:28:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-19 00:24:19,456 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:28:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 00:24:42,929 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:27:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:25:06,426 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:27:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:25:29,873 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:27:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:25:53,298 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:26:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:26:16,786 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:26:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:26:40,372 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:25:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:27:03,941 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:25:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:27:27,420 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:25:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-19 00:27:50,910 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:24:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 00:28:14,454 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:24:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:28:38,001 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:23:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:29:01,534 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:23:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:29:25,048 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:23:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:29:48,581 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:22:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:30:12,155 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:22:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:30:35,741 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:21:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 00:30:59,323 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:21:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:31:22,857 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:21:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-19 00:31:24,682 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-19 00:32:42,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:32:42,478 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9842 +2024-07-19 00:32:42,480 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9042, top5_acc: 0.9842 +2024-07-19 00:33:24,089 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:20:35, time: 0.416, data_time: 0.178, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:33:47,536 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:20:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 00:34:10,998 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:19:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:34:34,468 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:19:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 00:34:57,949 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:18:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 00:35:21,419 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:18:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-19 00:35:44,906 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:18:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 00:36:08,456 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:17:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:36:32,107 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:17:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-07-19 00:36:55,738 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:16:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-19 00:37:19,426 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:16:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:37:43,087 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:16:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:38:06,641 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:15:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:38:30,147 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:15:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 00:38:53,742 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:14:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 00:39:17,307 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:14:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:39:40,843 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:14:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:40:04,449 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:13:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:40:27,891 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:13:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 00:40:51,395 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:12:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:41:14,889 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:12:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:41:38,413 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:12:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:42:01,904 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:11:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-19 00:42:25,380 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:11:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:42:48,863 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:10:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 00:42:50,745 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-19 00:44:08,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:44:08,371 - pyskl - INFO - +top1_acc 0.9044 +top5_acc 0.9847 +2024-07-19 00:44:08,373 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9044, top5_acc: 0.9847 +2024-07-19 00:44:49,781 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:10:28, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:45:13,217 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:10:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 00:45:36,654 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:09:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 00:46:00,173 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:09:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 00:46:23,677 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:08:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 00:46:47,198 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:08:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 00:47:10,652 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:08:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:47:34,111 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:07:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:47:57,528 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:07:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 00:48:21,010 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:06:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:48:44,548 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:06:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 00:49:07,992 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:49:31,410 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:05:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-07-19 00:49:54,908 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:05:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:50:18,494 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:04:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:50:42,019 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:04:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-19 00:51:05,422 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:03:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:51:28,864 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:03:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:51:52,290 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:03:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:52:15,732 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:02:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 00:52:39,145 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:02:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 +2024-07-19 00:53:02,571 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:01:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 00:53:25,958 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:01:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 00:53:49,361 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:01:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 00:54:12,776 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:00:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:54:14,655 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-19 00:55:31,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 00:55:31,991 - pyskl - INFO - +top1_acc 0.9033 +top5_acc 0.9845 +2024-07-19 00:55:31,993 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9033, top5_acc: 0.9845 +2024-07-19 00:56:13,348 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:00:20, time: 0.414, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 00:56:36,811 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:59:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 00:57:00,276 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:59:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 00:57:23,725 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:59:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 00:57:47,230 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:58:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:58:10,677 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:58:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 00:58:34,126 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:57:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 00:58:57,624 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:57:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 00:59:21,071 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:57:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 00:59:44,521 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:56:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:00:08,166 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:56:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:00:31,711 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:55:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:00:55,227 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:55:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:01:18,991 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:55:05, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 +2024-07-19 01:01:42,656 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:54:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:02:06,290 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:54:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-07-19 01:02:29,830 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:53:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 01:02:53,351 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:53:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:03:16,890 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:53:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:03:40,365 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:52:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:04:03,839 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:52:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:04:27,355 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:51:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 01:04:50,932 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:51:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 01:05:14,546 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:51:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:05:38,050 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:50:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 01:05:39,872 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-19 01:06:57,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:06:57,378 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9847 +2024-07-19 01:06:57,380 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9037, top5_acc: 0.9847 +2024-07-19 01:07:38,679 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:50:13, time: 0.413, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:08:02,104 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:49:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 01:08:25,551 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:49:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:08:49,003 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:49:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:09:12,484 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:48:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:09:36,026 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:48:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:09:59,486 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:47:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:10:22,984 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:47:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-19 01:10:46,458 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:11:09,927 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:46:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:11:33,454 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:46:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 01:11:56,966 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:45:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 01:12:20,422 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:45:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 01:12:43,851 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:13:07,335 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:44:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:13:30,996 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:44:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:13:54,533 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:43:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:14:18,064 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:43:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:14:41,547 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:15:05,085 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:42:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:15:28,613 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:42:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 01:15:52,220 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:16:15,770 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:41:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:16:39,324 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:17:02,784 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:40:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 01:17:04,573 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-19 01:18:22,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:18:22,168 - pyskl - INFO - +top1_acc 0.9034 +top5_acc 0.9840 +2024-07-19 01:18:22,170 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9034, top5_acc: 0.9840 +2024-07-19 01:19:03,316 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:40:05, time: 0.411, data_time: 0.173, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-19 01:19:26,818 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:19:50,256 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:39:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:20:13,697 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 01:20:37,119 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:38:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 01:21:00,609 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:38:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:21:24,027 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 01:21:47,490 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:37:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:22:10,912 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:22:34,404 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:36:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 +2024-07-19 01:22:57,874 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:36:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 +2024-07-19 01:23:21,538 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:23:44,982 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:35:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-19 01:24:08,373 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:24:31,837 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:34:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 01:24:55,429 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:34:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:25:18,868 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 01:25:42,271 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:33:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:26:05,706 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 01:26:29,199 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:32:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:26:52,658 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:32:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:27:16,199 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-19 01:27:39,847 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:31:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:28:03,376 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-19 01:28:26,945 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:30:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:28:28,822 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-19 01:29:46,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:29:46,323 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9842 +2024-07-19 01:29:46,326 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9043, top5_acc: 0.9842 +2024-07-19 01:30:27,754 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:58, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-07-19 01:30:51,224 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:31:14,668 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:29:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-07-19 01:31:38,138 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:32:01,654 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:28:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:32:25,160 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-19 01:32:48,625 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:33:12,099 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:27:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:33:35,603 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:33:59,108 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:26:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 01:34:22,632 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:34:46,211 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-19 01:35:09,795 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:25:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:35:33,333 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-19 01:35:56,836 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:24:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-07-19 01:36:20,432 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:36:43,980 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 01:37:07,503 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:23:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-19 01:37:30,989 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:37:54,517 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-07-19 01:38:17,980 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:38:41,427 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:39:04,892 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:21:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:39:28,341 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-19 01:39:51,773 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:39:53,605 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-19 01:41:10,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:41:10,844 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9839 +2024-07-19 01:41:10,847 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9042, top5_acc: 0.9839 +2024-07-19 01:41:52,360 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:50, time: 0.415, data_time: 0.177, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:42:15,779 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-07-19 01:42:39,259 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:19:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-07-19 01:43:02,723 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:43:26,219 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:18:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 01:43:49,691 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:44:13,174 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:44:36,690 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:17:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:45:00,167 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:45:23,679 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-19 01:45:47,186 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:46:10,709 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:46:34,366 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:46:57,975 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0038, loss: 0.0038 +2024-07-19 01:47:21,420 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-19 01:47:44,895 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-19 01:48:08,426 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-19 01:48:32,094 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-07-19 01:48:55,661 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-19 01:49:19,179 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:49:42,795 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-19 01:50:06,318 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-07-19 01:50:29,866 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:50:53,347 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:51:16,831 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-07-19 01:51:18,660 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-19 01:52:36,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 01:52:36,258 - pyskl - INFO - +top1_acc 0.9043 +top5_acc 0.9853 +2024-07-19 01:52:36,260 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9043, top5_acc: 0.9853 +2024-07-19 01:53:17,736 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:43, time: 0.415, data_time: 0.175, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-07-19 01:53:41,258 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:54:04,727 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-07-19 01:54:28,202 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:54:51,694 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-07-19 01:55:15,154 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 01:55:38,650 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-07-19 01:56:02,168 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-07-19 01:56:25,684 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-19 01:56:49,178 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:57:12,691 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-07-19 01:57:36,235 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:57:59,780 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-07-19 01:58:23,390 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 01:58:46,955 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-07-19 01:59:10,525 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 01:59:34,124 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-19 01:59:57,657 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-07-19 02:00:21,182 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-07-19 02:00:44,698 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-07-19 02:01:08,246 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-07-19 02:01:31,849 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-07-19 02:01:55,400 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 02:02:18,951 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-07-19 02:02:42,489 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-07-19 02:02:44,293 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-19 02:04:01,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-19 02:04:01,893 - pyskl - INFO - +top1_acc 0.9032 +top5_acc 0.9841 +2024-07-19 02:04:01,895 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9032, top5_acc: 0.9841 +2024-07-19 02:04:09,781 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-19 02:14:15,890 - pyskl - INFO - Testing results of the last checkpoint +2024-07-19 02:14:15,891 - pyskl - INFO - top1_acc: 0.9086 +2024-07-19 02:14:15,891 - pyskl - INFO - top5_acc: 0.9848 +2024-07-19 02:14:15,892 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/j_3/best_top1_acc_epoch_135.pth +2024-07-19 02:24:21,849 - pyskl - INFO - Testing results of the best checkpoint +2024-07-19 02:24:21,849 - pyskl - INFO - top1_acc: 0.9100 +2024-07-19 02:24:21,849 - pyskl - INFO - top5_acc: 0.9848