diff --git "a/ntu60_xview/km/20231224_193035.log" "b/ntu60_xview/km/20231224_193035.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/km/20231224_193035.log" @@ -0,0 +1,4641 @@ +2023-12-24 19:30:35,786 - 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+ +------------------------------------------------------------ + +2023-12-24 19:30:36,057 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/km' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + 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_7_4_1', 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + 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=['km']), + 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=['km']), + 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_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=['km']), + 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='xview_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=['km']), + 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='xview_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) + +2023-12-24 19:30:36,057 - pyskl - INFO - Set random seed to 1573773294, deterministic: False +2023-12-24 19:30:41,293 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-24 19:30:49,556 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-24 19:30:49,560 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km +2023-12-24 19:30:49,561 - 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 + -------------------- +2023-12-24 19:30:49,561 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-24 19:30:49,561 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km by HardDiskBackend. +2023-12-24 19:31:32,005 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 17:35:48, time: 0.424, data_time: 0.186, memory: 6499, top1_acc: 0.0425, top5_acc: 0.1750, loss_cls: 4.8661, loss: 4.8661 +2023-12-24 19:31:55,095 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 8:06:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.0506, top5_acc: 0.2519, loss_cls: 4.4764, loss: 4.4764 +2023-12-24 19:32:18,277 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 4:57:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0681, top5_acc: 0.3056, loss_cls: 4.3869, loss: 4.3869 +2023-12-24 19:32:41,511 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 3:24:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0988, top5_acc: 0.3519, loss_cls: 4.5809, loss: 4.5809 +2023-12-24 19:33:04,755 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 2:28:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0981, top5_acc: 0.3750, loss_cls: 4.5983, loss: 4.5983 +2023-12-24 19:33:28,091 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 1:51:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1225, top5_acc: 0.3981, loss_cls: 4.5308, loss: 4.5308 +2023-12-24 19:33:51,294 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 1:24:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.1487, top5_acc: 0.4350, loss_cls: 4.3887, loss: 4.3887 +2023-12-24 19:34:14,405 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 1:02:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1594, top5_acc: 0.4875, loss_cls: 4.0858, loss: 4.0858 +2023-12-24 19:34:37,675 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 0:47:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.1913, top5_acc: 0.4994, loss_cls: 3.9145, loss: 3.9145 +2023-12-24 19:35:00,936 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 0:34:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.2275, top5_acc: 0.5844, loss_cls: 3.8100, loss: 3.8100 +2023-12-24 19:35:24,126 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 0:23:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2313, top5_acc: 0.5887, loss_cls: 3.7044, loss: 3.7044 +2023-12-24 19:35:47,299 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 0:14:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2369, top5_acc: 0.6188, loss_cls: 3.5408, loss: 3.5408 +2023-12-24 19:36:10,503 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 0:06:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2687, top5_acc: 0.6687, loss_cls: 3.3291, loss: 3.3291 +2023-12-24 19:36:33,692 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 0:00:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2825, top5_acc: 0.6769, loss_cls: 3.1746, loss: 3.1746 +2023-12-24 19:36:56,815 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 23:54:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2631, top5_acc: 0.6737, loss_cls: 3.1810, loss: 3.1810 +2023-12-24 19:37:19,951 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 23:48:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.3031, top5_acc: 0.6937, loss_cls: 3.0511, loss: 3.0511 +2023-12-24 19:37:43,073 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 23:43:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2944, top5_acc: 0.7094, loss_cls: 3.0142, loss: 3.0142 +2023-12-24 19:38:06,291 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 23:39:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3400, top5_acc: 0.7356, loss_cls: 2.8710, loss: 2.8710 +2023-12-24 19:38:29,489 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 23:36:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3356, top5_acc: 0.7425, loss_cls: 2.8266, loss: 2.8266 +2023-12-24 19:38:52,685 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 23:32:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3438, top5_acc: 0.7356, loss_cls: 2.8590, loss: 2.8590 +2023-12-24 19:39:15,903 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 23:29:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3800, top5_acc: 0.7556, loss_cls: 2.7511, loss: 2.7511 +2023-12-24 19:39:39,126 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 23:27:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3681, top5_acc: 0.7600, loss_cls: 2.7305, loss: 2.7305 +2023-12-24 19:40:02,379 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 23:24:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.3812, top5_acc: 0.7869, loss_cls: 2.6326, loss: 2.6326 +2023-12-24 19:40:15,145 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-24 19:41:47,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:41:47,586 - pyskl - INFO - +top1_acc 0.4166 +top5_acc 0.8349 +2023-12-24 19:41:47,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-24 19:41:47,710 - pyskl - INFO - Best top1_acc is 0.4166 at 1 epoch. +2023-12-24 19:41:47,714 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4166, top5_acc: 0.8349 +2023-12-24 19:42:29,050 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 23:34:52, time: 0.413, data_time: 0.182, memory: 6499, top1_acc: 0.4181, top5_acc: 0.7956, loss_cls: 2.5854, loss: 2.5854 +2023-12-24 19:42:52,350 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 23:32:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4250, top5_acc: 0.7887, loss_cls: 2.5212, loss: 2.5212 +2023-12-24 19:43:15,499 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 23:29:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4263, top5_acc: 0.7963, loss_cls: 2.4949, loss: 2.4949 +2023-12-24 19:43:38,628 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 23:27:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4281, top5_acc: 0.8019, loss_cls: 2.4488, loss: 2.4488 +2023-12-24 19:44:01,745 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 23:24:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4081, top5_acc: 0.8063, loss_cls: 2.4993, loss: 2.4993 +2023-12-24 19:44:24,970 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 23:22:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4481, top5_acc: 0.7981, loss_cls: 2.4179, loss: 2.4179 +2023-12-24 19:44:48,136 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 23:20:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4331, top5_acc: 0.8100, loss_cls: 2.3900, loss: 2.3900 +2023-12-24 19:45:11,367 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 23:18:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4294, top5_acc: 0.8056, loss_cls: 2.4044, loss: 2.4044 +2023-12-24 19:45:34,638 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 23:16:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4344, top5_acc: 0.8094, loss_cls: 2.4088, loss: 2.4088 +2023-12-24 19:45:57,911 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 23:15:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.4481, top5_acc: 0.8163, loss_cls: 2.3449, loss: 2.3449 +2023-12-24 19:46:21,114 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 23:13:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4781, top5_acc: 0.8456, loss_cls: 2.2302, loss: 2.2302 +2023-12-24 19:46:44,253 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 23:12:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4756, top5_acc: 0.8306, loss_cls: 2.2639, loss: 2.2639 +2023-12-24 19:47:07,409 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 23:10:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4875, top5_acc: 0.8444, loss_cls: 2.1712, loss: 2.1712 +2023-12-24 19:47:30,528 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 23:08:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4863, top5_acc: 0.8562, loss_cls: 2.1128, loss: 2.1128 +2023-12-24 19:47:53,699 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 23:07:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5056, top5_acc: 0.8644, loss_cls: 2.0586, loss: 2.0586 +2023-12-24 19:48:16,840 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 23:05:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4850, top5_acc: 0.8344, loss_cls: 2.1628, loss: 2.1628 +2023-12-24 19:48:40,205 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 23:04:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5275, top5_acc: 0.8625, loss_cls: 2.0253, loss: 2.0253 +2023-12-24 19:49:03,509 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 23:03:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8556, loss_cls: 2.0402, loss: 2.0402 +2023-12-24 19:49:26,713 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 23:02:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4913, top5_acc: 0.8600, loss_cls: 2.0644, loss: 2.0644 +2023-12-24 19:49:49,946 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 23:01:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5088, top5_acc: 0.8650, loss_cls: 2.0391, loss: 2.0391 +2023-12-24 19:50:13,132 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 23:00:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5081, top5_acc: 0.8512, loss_cls: 2.0601, loss: 2.0601 +2023-12-24 19:50:36,441 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:59:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5262, top5_acc: 0.8544, loss_cls: 2.0205, loss: 2.0205 +2023-12-24 19:50:59,628 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:58:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5469, top5_acc: 0.8744, loss_cls: 1.9433, loss: 1.9433 +2023-12-24 19:51:12,425 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-24 19:52:44,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:52:44,722 - pyskl - INFO - +top1_acc 0.5315 +top5_acc 0.8763 +2023-12-24 19:52:44,726 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_1.pth was removed +2023-12-24 19:52:44,850 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-24 19:52:44,850 - pyskl - INFO - Best top1_acc is 0.5315 at 2 epoch. +2023-12-24 19:52:44,854 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5315, top5_acc: 0.8763 +2023-12-24 19:53:26,335 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 23:03:48, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.5637, top5_acc: 0.8825, loss_cls: 1.8700, loss: 1.8700 +2023-12-24 19:53:49,530 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 23:02:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5506, top5_acc: 0.8881, loss_cls: 1.8580, loss: 1.8580 +2023-12-24 19:54:12,729 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 23:01:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5619, top5_acc: 0.8888, loss_cls: 1.8321, loss: 1.8321 +2023-12-24 19:54:36,093 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 23:00:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8788, loss_cls: 1.8513, loss: 1.8513 +2023-12-24 19:54:59,362 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:59:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5381, top5_acc: 0.8788, loss_cls: 1.8971, loss: 1.8971 +2023-12-24 19:55:22,605 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:58:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5725, top5_acc: 0.8844, loss_cls: 1.7981, loss: 1.7981 +2023-12-24 19:55:45,837 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:57:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5731, top5_acc: 0.8750, loss_cls: 1.8376, loss: 1.8376 +2023-12-24 19:56:09,153 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:56:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8819, loss_cls: 1.8617, loss: 1.8617 +2023-12-24 19:56:32,418 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:55:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5387, top5_acc: 0.8606, loss_cls: 1.9487, loss: 1.9487 +2023-12-24 19:56:55,641 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:54:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5763, top5_acc: 0.8862, loss_cls: 1.7848, loss: 1.7848 +2023-12-24 19:57:18,907 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:53:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5581, top5_acc: 0.8962, loss_cls: 1.7892, loss: 1.7892 +2023-12-24 19:57:42,129 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:53:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5887, top5_acc: 0.8925, loss_cls: 1.7422, loss: 1.7422 +2023-12-24 19:58:05,409 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:52:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8800, loss_cls: 1.8103, loss: 1.8103 +2023-12-24 19:58:28,698 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:51:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5894, top5_acc: 0.9050, loss_cls: 1.6750, loss: 1.6750 +2023-12-24 19:58:51,865 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:50:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5669, top5_acc: 0.8725, loss_cls: 1.8299, loss: 1.8299 +2023-12-24 19:59:15,040 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:49:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.9006, loss_cls: 1.7183, loss: 1.7183 +2023-12-24 19:59:38,329 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:48:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5962, top5_acc: 0.9031, loss_cls: 1.6772, loss: 1.6772 +2023-12-24 20:00:01,576 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:47:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5906, top5_acc: 0.8988, loss_cls: 1.7194, loss: 1.7194 +2023-12-24 20:00:24,927 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 22:47:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.9025, loss_cls: 1.6633, loss: 1.6633 +2023-12-24 20:00:48,254 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 22:46:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6000, top5_acc: 0.9100, loss_cls: 1.6324, loss: 1.6324 +2023-12-24 20:01:11,520 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 22:45:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5931, top5_acc: 0.8800, loss_cls: 1.7418, loss: 1.7418 +2023-12-24 20:01:34,932 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 22:45:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6019, top5_acc: 0.8931, loss_cls: 1.6905, loss: 1.6905 +2023-12-24 20:01:58,242 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 22:44:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6050, top5_acc: 0.8919, loss_cls: 1.6657, loss: 1.6657 +2023-12-24 20:02:10,982 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-24 20:03:43,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:03:43,703 - pyskl - INFO - +top1_acc 0.6549 +top5_acc 0.9292 +2023-12-24 20:03:43,707 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_2.pth was removed +2023-12-24 20:03:43,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-24 20:03:43,848 - pyskl - INFO - Best top1_acc is 0.6549 at 3 epoch. +2023-12-24 20:03:43,852 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6549, top5_acc: 0.9292 +2023-12-24 20:04:24,932 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 22:47:51, time: 0.411, data_time: 0.178, memory: 6499, top1_acc: 0.6156, top5_acc: 0.9087, loss_cls: 1.5853, loss: 1.5853 +2023-12-24 20:04:48,120 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 22:47:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9169, loss_cls: 1.5062, loss: 1.5062 +2023-12-24 20:05:11,332 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 22:46:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.8969, loss_cls: 1.6195, loss: 1.6195 +2023-12-24 20:05:34,632 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 22:45:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6281, top5_acc: 0.9019, loss_cls: 1.5718, loss: 1.5718 +2023-12-24 20:05:57,867 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 22:44:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6175, top5_acc: 0.9044, loss_cls: 1.5597, loss: 1.5597 +2023-12-24 20:06:21,109 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 22:43:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.9169, loss_cls: 1.5226, loss: 1.5226 +2023-12-24 20:06:44,291 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 22:43:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9119, loss_cls: 1.4865, loss: 1.4865 +2023-12-24 20:07:07,508 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 22:42:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9144, loss_cls: 1.5610, loss: 1.5610 +2023-12-24 20:07:30,689 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 22:41:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.9113, loss_cls: 1.5964, loss: 1.5964 +2023-12-24 20:07:53,911 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:40:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9131, loss_cls: 1.5502, loss: 1.5502 +2023-12-24 20:08:17,258 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:40:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6319, top5_acc: 0.9275, loss_cls: 1.4644, loss: 1.4644 +2023-12-24 20:08:40,570 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:39:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.9194, loss_cls: 1.5251, loss: 1.5251 +2023-12-24 20:09:04,041 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 22:39:10, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9169, loss_cls: 1.4899, loss: 1.4899 +2023-12-24 20:09:27,370 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 22:38:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9156, loss_cls: 1.5031, loss: 1.5031 +2023-12-24 20:09:50,622 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 22:37:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.9281, loss_cls: 1.4936, loss: 1.4936 +2023-12-24 20:10:13,912 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 22:37:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9181, loss_cls: 1.4566, loss: 1.4566 +2023-12-24 20:10:37,214 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 22:36:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9200, loss_cls: 1.3777, loss: 1.3777 +2023-12-24 20:11:00,562 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 22:36:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9231, loss_cls: 1.4116, loss: 1.4116 +2023-12-24 20:11:23,868 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 22:35:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9244, loss_cls: 1.4111, loss: 1.4111 +2023-12-24 20:11:47,091 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 22:34:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9150, loss_cls: 1.4822, loss: 1.4822 +2023-12-24 20:12:10,403 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 22:34:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.9056, loss_cls: 1.5118, loss: 1.5118 +2023-12-24 20:12:33,621 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 22:33:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9187, loss_cls: 1.4093, loss: 1.4093 +2023-12-24 20:12:56,789 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 22:32:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9187, loss_cls: 1.4214, loss: 1.4214 +2023-12-24 20:13:09,559 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-24 20:14:41,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:14:41,887 - pyskl - INFO - +top1_acc 0.7106 +top5_acc 0.9505 +2023-12-24 20:14:41,891 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_3.pth was removed +2023-12-24 20:14:42,028 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-24 20:14:42,029 - pyskl - INFO - Best top1_acc is 0.7106 at 4 epoch. +2023-12-24 20:14:42,033 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7106, top5_acc: 0.9505 +2023-12-24 20:15:23,705 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 22:35:33, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9219, loss_cls: 1.4744, loss: 1.4744 +2023-12-24 20:15:47,100 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 22:34:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9269, loss_cls: 1.3326, loss: 1.3326 +2023-12-24 20:16:10,311 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 22:34:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9206, loss_cls: 1.4031, loss: 1.4031 +2023-12-24 20:16:33,553 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 22:33:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9231, loss_cls: 1.3793, loss: 1.3793 +2023-12-24 20:16:56,820 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 22:33:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 1.4211, loss: 1.4211 +2023-12-24 20:17:20,096 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 22:32:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9169, loss_cls: 1.4005, loss: 1.4005 +2023-12-24 20:17:43,427 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 22:31:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9263, loss_cls: 1.3964, loss: 1.3964 +2023-12-24 20:18:06,761 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 22:31:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9175, loss_cls: 1.4325, loss: 1.4325 +2023-12-24 20:18:30,033 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 22:30:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9219, loss_cls: 1.4052, loss: 1.4052 +2023-12-24 20:18:53,246 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 22:30:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9250, loss_cls: 1.3681, loss: 1.3681 +2023-12-24 20:19:16,450 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 22:29:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 1.4099, loss: 1.4099 +2023-12-24 20:19:39,663 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 22:28:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9269, loss_cls: 1.4306, loss: 1.4306 +2023-12-24 20:20:02,997 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 22:28:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9269, loss_cls: 1.3083, loss: 1.3083 +2023-12-24 20:20:26,215 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 22:27:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9444, loss_cls: 1.3351, loss: 1.3351 +2023-12-24 20:20:49,480 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 22:27:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9175, loss_cls: 1.4001, loss: 1.4001 +2023-12-24 20:21:12,848 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 22:26:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9213, loss_cls: 1.3996, loss: 1.3996 +2023-12-24 20:21:36,110 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 22:25:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9219, loss_cls: 1.3888, loss: 1.3888 +2023-12-24 20:21:59,386 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 22:25:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9213, loss_cls: 1.3896, loss: 1.3896 +2023-12-24 20:22:22,593 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 22:24:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9325, loss_cls: 1.3112, loss: 1.3112 +2023-12-24 20:22:45,976 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 22:24:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9331, loss_cls: 1.3761, loss: 1.3761 +2023-12-24 20:23:09,281 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 22:23:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9275, loss_cls: 1.3298, loss: 1.3298 +2023-12-24 20:23:32,569 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 22:23:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9350, loss_cls: 1.3019, loss: 1.3019 +2023-12-24 20:23:55,750 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 22:22:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9319, loss_cls: 1.2839, loss: 1.2839 +2023-12-24 20:24:08,493 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-24 20:25:41,002 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:25:41,083 - pyskl - INFO - +top1_acc 0.5164 +top5_acc 0.8579 +2023-12-24 20:25:41,087 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.5164, top5_acc: 0.8579 +2023-12-24 20:26:22,756 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 22:24:34, time: 0.417, data_time: 0.185, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9306, loss_cls: 1.3253, loss: 1.3253 +2023-12-24 20:26:45,990 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 22:23:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9337, loss_cls: 1.2424, loss: 1.2424 +2023-12-24 20:27:09,181 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 22:23:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9331, loss_cls: 1.3249, loss: 1.3249 +2023-12-24 20:27:32,328 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 22:22:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9275, loss_cls: 1.3628, loss: 1.3628 +2023-12-24 20:27:55,552 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 22:22:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 1.3538, loss: 1.3538 +2023-12-24 20:28:18,731 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 22:21:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9369, loss_cls: 1.2956, loss: 1.2956 +2023-12-24 20:28:42,011 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 22:20:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9306, loss_cls: 1.3110, loss: 1.3110 +2023-12-24 20:29:05,234 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 22:20:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 1.2733, loss: 1.2733 +2023-12-24 20:29:28,404 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 22:19:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 1.2949, loss: 1.2949 +2023-12-24 20:29:51,692 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 22:19:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9356, loss_cls: 1.2545, loss: 1.2545 +2023-12-24 20:30:15,003 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 22:18:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9275, loss_cls: 1.3123, loss: 1.3123 +2023-12-24 20:30:38,329 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 22:18:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9256, loss_cls: 1.2987, loss: 1.2987 +2023-12-24 20:31:01,582 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 22:17:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9337, loss_cls: 1.3295, loss: 1.3295 +2023-12-24 20:31:24,874 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 22:17:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 1.2186, loss: 1.2186 +2023-12-24 20:31:48,180 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 22:16:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9300, loss_cls: 1.2766, loss: 1.2766 +2023-12-24 20:32:11,434 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 22:16:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9344, loss_cls: 1.3164, loss: 1.3164 +2023-12-24 20:32:34,605 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 22:15:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9344, loss_cls: 1.2845, loss: 1.2845 +2023-12-24 20:32:57,874 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 22:14:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9237, loss_cls: 1.3438, loss: 1.3438 +2023-12-24 20:33:20,999 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 22:14:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 1.2574, loss: 1.2574 +2023-12-24 20:33:44,157 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 22:13:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9394, loss_cls: 1.2731, loss: 1.2731 +2023-12-24 20:34:07,403 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 22:13:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 1.2477, loss: 1.2477 +2023-12-24 20:34:30,523 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 22:12:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9231, loss_cls: 1.3904, loss: 1.3904 +2023-12-24 20:34:53,704 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 22:12:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9263, loss_cls: 1.3289, loss: 1.3289 +2023-12-24 20:35:06,567 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-24 20:36:38,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:36:38,506 - pyskl - INFO - +top1_acc 0.7121 +top5_acc 0.9554 +2023-12-24 20:36:38,510 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_4.pth was removed +2023-12-24 20:36:38,636 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-24 20:36:38,637 - pyskl - INFO - Best top1_acc is 0.7121 at 6 epoch. +2023-12-24 20:36:38,641 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7121, top5_acc: 0.9554 +2023-12-24 20:37:20,411 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 22:13:46, time: 0.418, data_time: 0.186, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 1.2110, loss: 1.2110 +2023-12-24 20:37:43,584 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 22:13:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 1.1986, loss: 1.1986 +2023-12-24 20:38:06,818 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 22:12:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9319, loss_cls: 1.2832, loss: 1.2832 +2023-12-24 20:38:30,067 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 22:12:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 1.2493, loss: 1.2493 +2023-12-24 20:38:53,277 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 22:11:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9287, loss_cls: 1.3388, loss: 1.3388 +2023-12-24 20:39:16,465 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 22:11:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9263, loss_cls: 1.3328, loss: 1.3328 +2023-12-24 20:39:39,600 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 22:10:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9313, loss_cls: 1.2429, loss: 1.2429 +2023-12-24 20:40:02,728 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 22:09:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9369, loss_cls: 1.2407, loss: 1.2407 +2023-12-24 20:40:25,902 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 22:09:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 1.2143, loss: 1.2143 +2023-12-24 20:40:49,063 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 22:08:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9294, loss_cls: 1.2697, loss: 1.2697 +2023-12-24 20:41:12,251 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 22:08:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9406, loss_cls: 1.2380, loss: 1.2380 +2023-12-24 20:41:35,476 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 22:07:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9437, loss_cls: 1.2203, loss: 1.2203 +2023-12-24 20:41:58,661 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 22:07:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9475, loss_cls: 1.1739, loss: 1.1739 +2023-12-24 20:42:21,795 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 22:06:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9369, loss_cls: 1.2118, loss: 1.2118 +2023-12-24 20:42:44,961 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 22:06:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.2134, loss: 1.2134 +2023-12-24 20:43:08,188 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 22:05:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9325, loss_cls: 1.2738, loss: 1.2738 +2023-12-24 20:43:31,409 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 22:04:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9444, loss_cls: 1.2538, loss: 1.2538 +2023-12-24 20:43:54,573 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 22:04:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9331, loss_cls: 1.2425, loss: 1.2425 +2023-12-24 20:44:17,816 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 22:03:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 1.2442, loss: 1.2442 +2023-12-24 20:44:41,191 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 22:03:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 1.2350, loss: 1.2350 +2023-12-24 20:45:04,448 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 22:02:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9431, loss_cls: 1.2279, loss: 1.2279 +2023-12-24 20:45:27,633 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 22:02:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.2222, loss: 1.2222 +2023-12-24 20:45:50,846 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 22:01:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9406, loss_cls: 1.2669, loss: 1.2669 +2023-12-24 20:46:03,573 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-24 20:47:35,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:47:35,846 - pyskl - INFO - +top1_acc 0.5200 +top5_acc 0.8879 +2023-12-24 20:47:35,849 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.5200, top5_acc: 0.8879 +2023-12-24 20:48:17,454 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 22:03:11, time: 0.416, data_time: 0.183, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9337, loss_cls: 1.1703, loss: 1.1703 +2023-12-24 20:48:40,727 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 22:02:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.1718, loss: 1.1718 +2023-12-24 20:49:03,935 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 22:02:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9269, loss_cls: 1.2325, loss: 1.2325 +2023-12-24 20:49:27,291 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 22:01:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9450, loss_cls: 1.1675, loss: 1.1675 +2023-12-24 20:49:50,643 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 22:01:13, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 1.2059, loss: 1.2059 +2023-12-24 20:50:14,034 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 22:00:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 1.1495, loss: 1.1495 +2023-12-24 20:50:37,383 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 22:00:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 1.2175, loss: 1.2175 +2023-12-24 20:51:00,616 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:59:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9313, loss_cls: 1.2506, loss: 1.2506 +2023-12-24 20:51:23,815 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:59:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9294, loss_cls: 1.2467, loss: 1.2467 +2023-12-24 20:51:47,051 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:58:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9344, loss_cls: 1.2391, loss: 1.2391 +2023-12-24 20:52:10,293 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:58:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9425, loss_cls: 1.1912, loss: 1.1912 +2023-12-24 20:52:33,509 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:57:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9400, loss_cls: 1.2117, loss: 1.2117 +2023-12-24 20:52:56,744 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:57:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9413, loss_cls: 1.2154, loss: 1.2154 +2023-12-24 20:53:19,979 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:56:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9419, loss_cls: 1.1878, loss: 1.1878 +2023-12-24 20:53:43,228 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:56:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9306, loss_cls: 1.2822, loss: 1.2822 +2023-12-24 20:54:06,569 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:55:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9287, loss_cls: 1.3221, loss: 1.3221 +2023-12-24 20:54:29,865 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:55:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9381, loss_cls: 1.1827, loss: 1.1827 +2023-12-24 20:54:53,042 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:54:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9256, loss_cls: 1.2265, loss: 1.2265 +2023-12-24 20:55:16,225 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:54:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9481, loss_cls: 1.1261, loss: 1.1261 +2023-12-24 20:55:39,474 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:53:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 1.1512, loss: 1.1512 +2023-12-24 20:56:02,670 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:53:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 1.2268, loss: 1.2268 +2023-12-24 20:56:25,937 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:52:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 1.1594, loss: 1.1594 +2023-12-24 20:56:49,216 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:52:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 1.2483, loss: 1.2483 +2023-12-24 20:57:01,987 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-24 20:58:34,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:58:34,258 - pyskl - INFO - +top1_acc 0.5241 +top5_acc 0.8448 +2023-12-24 20:58:34,262 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.5241, top5_acc: 0.8448 +2023-12-24 20:59:15,056 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:53:06, time: 0.408, data_time: 0.176, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.1348, loss: 1.1348 +2023-12-24 20:59:38,149 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:52:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 1.1764, loss: 1.1764 +2023-12-24 21:00:01,245 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:52:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9400, loss_cls: 1.1773, loss: 1.1773 +2023-12-24 21:00:24,392 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:51:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9475, loss_cls: 1.1490, loss: 1.1490 +2023-12-24 21:00:47,540 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:51:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9281, loss_cls: 1.2141, loss: 1.2141 +2023-12-24 21:01:10,764 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:50:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 1.1924, loss: 1.1924 +2023-12-24 21:01:33,888 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:49:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9463, loss_cls: 1.1648, loss: 1.1648 +2023-12-24 21:01:57,167 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:49:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9419, loss_cls: 1.1792, loss: 1.1792 +2023-12-24 21:02:20,362 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:49:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 1.1223, loss: 1.1223 +2023-12-24 21:02:43,539 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:48:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9469, loss_cls: 1.2121, loss: 1.2121 +2023-12-24 21:03:06,742 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:48:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 1.1908, loss: 1.1908 +2023-12-24 21:03:29,885 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:47:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.1204, loss: 1.1204 +2023-12-24 21:03:52,993 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 21:46:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 1.2333, loss: 1.2333 +2023-12-24 21:04:16,244 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 21:46:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.1431, loss: 1.1431 +2023-12-24 21:04:39,454 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 21:46:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 1.1704, loss: 1.1704 +2023-12-24 21:05:02,599 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 21:45:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 1.1854, loss: 1.1854 +2023-12-24 21:05:25,717 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 21:45:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.1810, loss: 1.1810 +2023-12-24 21:05:48,911 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 21:44:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9437, loss_cls: 1.1637, loss: 1.1637 +2023-12-24 21:06:12,073 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 21:44:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 1.2188, loss: 1.2188 +2023-12-24 21:06:35,231 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 21:43:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 1.1606, loss: 1.1606 +2023-12-24 21:06:58,381 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 21:43:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.1711, loss: 1.1711 +2023-12-24 21:07:21,610 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 21:42:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.1903, loss: 1.1903 +2023-12-24 21:07:44,953 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:42:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9481, loss_cls: 1.1526, loss: 1.1526 +2023-12-24 21:07:57,694 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-24 21:09:30,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:09:30,345 - pyskl - INFO - +top1_acc 0.5313 +top5_acc 0.8936 +2023-12-24 21:09:30,349 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.5313, top5_acc: 0.8936 +2023-12-24 21:10:12,009 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 21:42:57, time: 0.417, data_time: 0.186, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 1.0971, loss: 1.0971 +2023-12-24 21:10:35,196 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 21:42:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 1.1900, loss: 1.1900 +2023-12-24 21:10:58,314 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:41:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 1.1285, loss: 1.1285 +2023-12-24 21:11:21,515 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:41:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 1.1162, loss: 1.1162 +2023-12-24 21:11:44,677 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:40:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9525, loss_cls: 1.0984, loss: 1.0984 +2023-12-24 21:12:07,835 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:40:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9425, loss_cls: 1.1798, loss: 1.1798 +2023-12-24 21:12:30,989 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:39:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 1.1660, loss: 1.1660 +2023-12-24 21:12:54,159 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 21:39:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 1.0899, loss: 1.0899 +2023-12-24 21:13:17,294 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 21:38:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 1.2458, loss: 1.2458 +2023-12-24 21:13:40,416 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 21:38:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.1166, loss: 1.1166 +2023-12-24 21:14:03,556 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 21:38:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.1740, loss: 1.1740 +2023-12-24 21:14:26,780 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 21:37:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9450, loss_cls: 1.1598, loss: 1.1598 +2023-12-24 21:14:49,949 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 21:37:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.1030, loss: 1.1030 +2023-12-24 21:15:13,212 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 21:36:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 1.1693, loss: 1.1693 +2023-12-24 21:15:36,334 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 21:36:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 1.1343, loss: 1.1343 +2023-12-24 21:15:59,529 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 21:35:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 1.0732, loss: 1.0732 +2023-12-24 21:16:22,774 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 21:35:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9463, loss_cls: 1.1576, loss: 1.1576 +2023-12-24 21:16:45,930 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 21:34:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 1.1571, loss: 1.1571 +2023-12-24 21:17:09,131 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 21:34:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 1.1731, loss: 1.1731 +2023-12-24 21:17:32,313 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 21:33:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 1.1793, loss: 1.1793 +2023-12-24 21:17:55,572 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 21:33:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0959, loss: 1.0959 +2023-12-24 21:18:18,723 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 21:32:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 1.1479, loss: 1.1479 +2023-12-24 21:18:41,932 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 21:32:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 1.2231, loss: 1.2231 +2023-12-24 21:18:54,662 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-24 21:20:26,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:20:26,786 - pyskl - INFO - +top1_acc 0.7611 +top5_acc 0.9656 +2023-12-24 21:20:26,790 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_6.pth was removed +2023-12-24 21:20:26,933 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-24 21:20:26,933 - pyskl - INFO - Best top1_acc is 0.7611 at 10 epoch. +2023-12-24 21:20:26,939 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7611, top5_acc: 0.9656 +2023-12-24 21:21:08,724 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 21:33:02, time: 0.418, data_time: 0.186, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 1.1238, loss: 1.1238 +2023-12-24 21:21:31,857 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 21:32:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9500, loss_cls: 1.1407, loss: 1.1407 +2023-12-24 21:21:55,107 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 21:32:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.1024, loss: 1.1024 +2023-12-24 21:22:18,281 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 21:31:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 1.0762, loss: 1.0762 +2023-12-24 21:22:41,360 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 21:31:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 1.1190, loss: 1.1190 +2023-12-24 21:23:04,620 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 21:30:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 1.0706, loss: 1.0706 +2023-12-24 21:23:27,899 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 21:30:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9387, loss_cls: 1.1651, loss: 1.1651 +2023-12-24 21:23:51,073 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 21:29:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 1.0995, loss: 1.0995 +2023-12-24 21:24:14,232 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 21:29:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 1.1413, loss: 1.1413 +2023-12-24 21:24:37,357 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 21:28:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.0646, loss: 1.0646 +2023-12-24 21:25:00,491 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 21:28:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.1577, loss: 1.1577 +2023-12-24 21:25:23,573 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 21:27:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.1333, loss: 1.1333 +2023-12-24 21:25:46,714 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 21:27:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 1.1753, loss: 1.1753 +2023-12-24 21:26:09,830 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 21:26:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 1.1365, loss: 1.1365 +2023-12-24 21:26:33,053 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 21:26:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 1.1894, loss: 1.1894 +2023-12-24 21:26:56,243 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 21:25:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.0606, loss: 1.0606 +2023-12-24 21:27:19,448 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 21:25:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 1.1766, loss: 1.1766 +2023-12-24 21:27:42,725 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 21:24:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9431, loss_cls: 1.1494, loss: 1.1494 +2023-12-24 21:28:05,973 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 21:24:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 1.1295, loss: 1.1295 +2023-12-24 21:28:29,180 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 21:24:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.1095, loss: 1.1095 +2023-12-24 21:28:52,327 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 21:23:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 1.1245, loss: 1.1245 +2023-12-24 21:29:15,468 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 21:23:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.0988, loss: 1.0988 +2023-12-24 21:29:38,576 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 21:22:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 1.1240, loss: 1.1240 +2023-12-24 21:29:51,268 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-24 21:31:23,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:31:23,475 - pyskl - INFO - +top1_acc 0.7288 +top5_acc 0.9650 +2023-12-24 21:31:23,479 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7288, top5_acc: 0.9650 +2023-12-24 21:32:06,207 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 21:23:25, time: 0.427, data_time: 0.195, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 1.1432, loss: 1.1432 +2023-12-24 21:32:29,283 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 21:22:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 1.1142, loss: 1.1142 +2023-12-24 21:32:52,531 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 21:22:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 1.1228, loss: 1.1228 +2023-12-24 21:33:15,617 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 21:21:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 1.1055, loss: 1.1055 +2023-12-24 21:33:38,780 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 21:21:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.1140, loss: 1.1140 +2023-12-24 21:34:01,985 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 21:21:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9513, loss_cls: 1.0760, loss: 1.0760 +2023-12-24 21:34:25,220 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 21:20:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.0681, loss: 1.0681 +2023-12-24 21:34:48,456 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 21:20:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 1.1770, loss: 1.1770 +2023-12-24 21:35:11,648 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 21:19:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 1.0523, loss: 1.0523 +2023-12-24 21:35:34,825 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 21:19:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 1.0854, loss: 1.0854 +2023-12-24 21:35:58,050 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 21:18:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 1.1009, loss: 1.1009 +2023-12-24 21:36:21,173 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 21:18:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.1024, loss: 1.1024 +2023-12-24 21:36:44,413 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 21:17:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 1.1328, loss: 1.1328 +2023-12-24 21:37:07,529 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 21:17:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 1.1258, loss: 1.1258 +2023-12-24 21:37:30,827 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 21:16:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 1.1602, loss: 1.1602 +2023-12-24 21:37:54,145 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 21:16:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9344, loss_cls: 1.2214, loss: 1.2214 +2023-12-24 21:38:17,346 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 21:16:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 1.1096, loss: 1.1096 +2023-12-24 21:38:40,641 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 21:15:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.1255, loss: 1.1255 +2023-12-24 21:39:03,928 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 21:15:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.0734, loss: 1.0734 +2023-12-24 21:39:27,174 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 21:14:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.1117, loss: 1.1117 +2023-12-24 21:39:50,483 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 21:14:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.0911, loss: 1.0911 +2023-12-24 21:40:13,640 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 21:13:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 1.0649, loss: 1.0649 +2023-12-24 21:40:36,847 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 21:13:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.0768, loss: 1.0768 +2023-12-24 21:40:49,752 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-24 21:42:22,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:42:22,568 - pyskl - INFO - +top1_acc 0.7903 +top5_acc 0.9748 +2023-12-24 21:42:22,571 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_10.pth was removed +2023-12-24 21:42:22,702 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-24 21:42:22,702 - pyskl - INFO - Best top1_acc is 0.7903 at 12 epoch. +2023-12-24 21:42:22,707 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7903, top5_acc: 0.9748 +2023-12-24 21:43:04,078 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 21:13:46, time: 0.414, data_time: 0.182, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 1.0610, loss: 1.0610 +2023-12-24 21:43:27,164 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 21:13:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0432, loss: 1.0432 +2023-12-24 21:43:50,257 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 21:12:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9506, loss_cls: 1.1172, loss: 1.1172 +2023-12-24 21:44:13,422 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 21:12:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.0789, loss: 1.0789 +2023-12-24 21:44:36,498 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 21:11:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.1062, loss: 1.1062 +2023-12-24 21:44:59,577 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 21:11:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 0.9762, loss: 0.9762 +2023-12-24 21:45:22,820 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 21:10:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.1074, loss: 1.1074 +2023-12-24 21:45:45,944 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 21:10:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.0124, loss: 1.0124 +2023-12-24 21:46:09,044 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 21:10:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.0985, loss: 1.0985 +2023-12-24 21:46:32,302 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 21:09:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 1.1481, loss: 1.1481 +2023-12-24 21:46:55,438 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 21:09:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.1147, loss: 1.1147 +2023-12-24 21:47:18,596 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 21:08:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9356, loss_cls: 1.1954, loss: 1.1954 +2023-12-24 21:47:41,756 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 21:08:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 1.1329, loss: 1.1329 +2023-12-24 21:48:04,848 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 21:07:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9500, loss_cls: 1.1772, loss: 1.1772 +2023-12-24 21:48:28,210 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 21:07:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 1.0726, loss: 1.0726 +2023-12-24 21:48:51,441 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 21:06:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 1.1429, loss: 1.1429 +2023-12-24 21:49:14,714 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 21:06:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.0886, loss: 1.0886 +2023-12-24 21:49:37,858 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 21:05:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 1.1431, loss: 1.1431 +2023-12-24 21:50:01,059 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 21:05:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9544, loss_cls: 1.0586, loss: 1.0586 +2023-12-24 21:50:24,267 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 21:05:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.0998, loss: 1.0998 +2023-12-24 21:50:47,419 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 21:04:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.0774, loss: 1.0774 +2023-12-24 21:51:10,705 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 21:04:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.1285, loss: 1.1285 +2023-12-24 21:51:33,925 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 21:03:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 1.0719, loss: 1.0719 +2023-12-24 21:51:46,644 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-24 21:53:18,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:53:18,920 - pyskl - INFO - +top1_acc 0.5514 +top5_acc 0.8883 +2023-12-24 21:53:18,926 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.5514, top5_acc: 0.8883 +2023-12-24 21:53:59,943 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 21:03:59, time: 0.410, data_time: 0.178, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9525, loss_cls: 1.1019, loss: 1.1019 +2023-12-24 21:54:23,217 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 21:03:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 1.0876, loss: 1.0876 +2023-12-24 21:54:46,321 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 21:03:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 0.9412, loss: 0.9412 +2023-12-24 21:55:09,417 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 21:02:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 0.9771, loss: 0.9771 +2023-12-24 21:55:32,621 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 21:02:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9594, loss_cls: 1.0157, loss: 1.0157 +2023-12-24 21:55:55,800 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 21:01:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.0446, loss: 1.0446 +2023-12-24 21:56:19,003 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 21:01:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 1.1263, loss: 1.1263 +2023-12-24 21:56:42,301 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 21:00:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 1.0241, loss: 1.0241 +2023-12-24 21:57:05,523 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 21:00:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 1.1126, loss: 1.1126 +2023-12-24 21:57:28,842 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:59:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 1.0377, loss: 1.0377 +2023-12-24 21:57:52,046 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:59:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 1.1590, loss: 1.1590 +2023-12-24 21:58:15,229 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:59:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.0723, loss: 1.0723 +2023-12-24 21:58:38,451 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:58:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.0917, loss: 1.0917 +2023-12-24 21:59:01,572 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:58:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.1402, loss: 1.1402 +2023-12-24 21:59:24,738 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:57:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 1.1363, loss: 1.1363 +2023-12-24 21:59:48,072 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:57:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 1.1511, loss: 1.1511 +2023-12-24 22:00:11,298 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:56:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.0408, loss: 1.0408 +2023-12-24 22:00:34,516 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:56:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9537, loss_cls: 1.0628, loss: 1.0628 +2023-12-24 22:00:57,730 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:55:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.0591, loss: 1.0591 +2023-12-24 22:01:20,971 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:55:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.0950, loss: 1.0950 +2023-12-24 22:01:44,192 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:55:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.1371, loss: 1.1371 +2023-12-24 22:02:07,409 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:54:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.0793, loss: 1.0793 +2023-12-24 22:02:30,572 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:54:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 1.0896, loss: 1.0896 +2023-12-24 22:02:43,427 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-24 22:04:15,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:04:15,219 - pyskl - INFO - +top1_acc 0.7074 +top5_acc 0.9468 +2023-12-24 22:04:15,223 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7074, top5_acc: 0.9468 +2023-12-24 22:04:56,608 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:54:28, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 0.9925, loss: 0.9925 +2023-12-24 22:05:19,783 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:54:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.0508, loss: 1.0508 +2023-12-24 22:05:42,907 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:53:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9619, loss_cls: 0.9904, loss: 0.9904 +2023-12-24 22:06:05,973 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:53:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.0367, loss: 1.0367 +2023-12-24 22:06:29,207 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:52:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 1.0526, loss: 1.0526 +2023-12-24 22:06:52,422 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:52:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.0924, loss: 1.0924 +2023-12-24 22:07:15,613 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:51:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 1.0133, loss: 1.0133 +2023-12-24 22:07:38,743 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:51:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.0332, loss: 1.0332 +2023-12-24 22:08:01,956 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:50:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.0107, loss: 1.0107 +2023-12-24 22:08:25,091 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:50:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.1057, loss: 1.1057 +2023-12-24 22:08:48,383 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:50:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.0616, loss: 1.0616 +2023-12-24 22:09:11,496 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:49:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.0247, loss: 1.0247 +2023-12-24 22:09:34,736 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:49:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 1.1278, loss: 1.1278 +2023-12-24 22:09:58,006 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:48:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 1.0773, loss: 1.0773 +2023-12-24 22:10:21,337 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:48:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9487, loss_cls: 1.1054, loss: 1.1054 +2023-12-24 22:10:44,585 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:47:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.1525, loss: 1.1525 +2023-12-24 22:11:07,839 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:47:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 1.0862, loss: 1.0862 +2023-12-24 22:11:31,129 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:46:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.1049, loss: 1.1049 +2023-12-24 22:11:54,392 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:46:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9556, loss_cls: 1.0602, loss: 1.0602 +2023-12-24 22:12:17,563 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:46:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 1.0791, loss: 1.0791 +2023-12-24 22:12:40,671 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:45:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9506, loss_cls: 1.0622, loss: 1.0622 +2023-12-24 22:13:03,910 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:45:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 1.0443, loss: 1.0443 +2023-12-24 22:13:27,182 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:44:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9425, loss_cls: 1.1461, loss: 1.1461 +2023-12-24 22:13:39,935 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-24 22:15:12,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:15:12,541 - pyskl - INFO - +top1_acc 0.6572 +top5_acc 0.9341 +2023-12-24 22:15:12,545 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.6572, top5_acc: 0.9341 +2023-12-24 22:15:54,245 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:45:03, time: 0.417, data_time: 0.185, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.0437, loss: 1.0437 +2023-12-24 22:16:17,481 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:44:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.0855, loss: 1.0855 +2023-12-24 22:16:40,675 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 20:44:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.0223, loss: 1.0223 +2023-12-24 22:17:03,992 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 20:43:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 1.0488, loss: 1.0488 +2023-12-24 22:17:27,174 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 20:43:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.0441, loss: 1.0441 +2023-12-24 22:17:50,311 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 20:42:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.0463, loss: 1.0463 +2023-12-24 22:18:13,462 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:42:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.0705, loss: 1.0705 +2023-12-24 22:18:36,627 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:41:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.0763, loss: 1.0763 +2023-12-24 22:18:59,841 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:41:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.0218, loss: 1.0218 +2023-12-24 22:19:23,102 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:41:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.0527, loss: 1.0527 +2023-12-24 22:19:46,333 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:40:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 1.0114, loss: 1.0114 +2023-12-24 22:20:09,611 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:40:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 1.0912, loss: 1.0912 +2023-12-24 22:20:32,719 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:39:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9500, loss_cls: 1.0368, loss: 1.0368 +2023-12-24 22:20:55,850 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:39:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.0845, loss: 1.0845 +2023-12-24 22:21:19,091 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:38:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.1188, loss: 1.1188 +2023-12-24 22:21:42,355 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:38:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 1.0428, loss: 1.0428 +2023-12-24 22:22:05,508 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:38:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.1330, loss: 1.1330 +2023-12-24 22:22:28,616 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:37:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9519, loss_cls: 1.0533, loss: 1.0533 +2023-12-24 22:22:51,835 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 20:37:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.1075, loss: 1.1075 +2023-12-24 22:23:15,058 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 20:36:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.0447, loss: 1.0447 +2023-12-24 22:23:38,197 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 20:36:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9463, loss_cls: 1.0948, loss: 1.0948 +2023-12-24 22:24:01,427 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 20:35:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 0.9880, loss: 0.9880 +2023-12-24 22:24:24,600 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 20:35:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.0660, loss: 1.0660 +2023-12-24 22:24:37,270 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-24 22:26:09,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:26:09,704 - pyskl - INFO - +top1_acc 0.6494 +top5_acc 0.9202 +2023-12-24 22:26:09,708 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.6494, top5_acc: 0.9202 +2023-12-24 22:26:51,089 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 20:35:34, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.0303, loss: 1.0303 +2023-12-24 22:27:14,175 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 20:35:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9569, loss_cls: 0.9820, loss: 0.9820 +2023-12-24 22:27:37,279 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 20:34:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 0.9881, loss: 0.9881 +2023-12-24 22:28:00,561 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 20:34:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.0266, loss: 1.0266 +2023-12-24 22:28:23,797 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 20:33:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 1.0101, loss: 1.0101 +2023-12-24 22:28:46,938 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 20:33:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 1.0006, loss: 1.0006 +2023-12-24 22:29:10,083 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 20:32:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.0804, loss: 1.0804 +2023-12-24 22:29:33,333 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 20:32:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.0516, loss: 1.0516 +2023-12-24 22:29:56,516 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 20:32:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.0644, loss: 1.0644 +2023-12-24 22:30:19,602 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 20:31:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 0.9822, loss: 0.9822 +2023-12-24 22:30:42,792 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 20:31:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.0234, loss: 1.0234 +2023-12-24 22:31:05,904 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 20:30:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.0789, loss: 1.0789 +2023-12-24 22:31:29,032 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 20:30:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.0415, loss: 1.0415 +2023-12-24 22:31:52,209 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 20:29:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.0360, loss: 1.0360 +2023-12-24 22:32:15,487 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 20:29:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.0115, loss: 1.0115 +2023-12-24 22:32:38,778 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 20:29:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 1.0841, loss: 1.0841 +2023-12-24 22:33:01,986 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 20:28:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.0615, loss: 1.0615 +2023-12-24 22:33:25,120 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 20:28:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.1130, loss: 1.1130 +2023-12-24 22:33:48,415 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 20:27:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 1.0731, loss: 1.0731 +2023-12-24 22:34:11,624 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 20:27:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9569, loss_cls: 1.0404, loss: 1.0404 +2023-12-24 22:34:34,910 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 20:26:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9444, loss_cls: 1.0756, loss: 1.0756 +2023-12-24 22:34:58,136 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 20:26:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 0.9877, loss: 0.9877 +2023-12-24 22:35:21,290 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 20:26:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.0523, loss: 1.0523 +2023-12-24 22:35:34,009 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-24 22:37:06,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:37:06,322 - pyskl - INFO - +top1_acc 0.4852 +top5_acc 0.8731 +2023-12-24 22:37:06,329 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.4852, top5_acc: 0.8731 +2023-12-24 22:37:47,617 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 20:26:05, time: 0.413, data_time: 0.180, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9437, loss_cls: 0.9997, loss: 0.9997 +2023-12-24 22:38:10,639 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 20:25:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.0126, loss: 1.0126 +2023-12-24 22:38:33,887 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 20:25:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.0084, loss: 1.0084 +2023-12-24 22:38:56,944 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 20:24:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.0206, loss: 1.0206 +2023-12-24 22:39:20,179 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 20:24:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 1.0654, loss: 1.0654 +2023-12-24 22:39:43,369 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 20:23:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 0.9406, loss: 0.9406 +2023-12-24 22:40:06,572 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 20:23:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.0456, loss: 1.0456 +2023-12-24 22:40:29,716 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 20:23:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.0000, loss: 1.0000 +2023-12-24 22:40:52,917 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 20:22:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.0274, loss: 1.0274 +2023-12-24 22:41:16,082 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 20:22:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.0657, loss: 1.0657 +2023-12-24 22:41:39,345 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 20:21:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 0.9952, loss: 0.9952 +2023-12-24 22:42:02,654 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 20:21:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 1.0522, loss: 1.0522 +2023-12-24 22:42:25,875 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 20:20:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 1.0497, loss: 1.0497 +2023-12-24 22:42:49,156 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 20:20:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 0.9904, loss: 0.9904 +2023-12-24 22:43:12,432 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 20:20:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.0280, loss: 1.0280 +2023-12-24 22:43:35,544 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 20:19:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 1.0537, loss: 1.0537 +2023-12-24 22:43:58,724 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 20:19:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.0566, loss: 1.0566 +2023-12-24 22:44:21,950 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 20:18:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.0054, loss: 1.0054 +2023-12-24 22:44:45,125 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 20:18:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 1.0551, loss: 1.0551 +2023-12-24 22:45:08,257 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 20:17:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.0179, loss: 1.0179 +2023-12-24 22:45:31,505 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 20:17:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 1.1523, loss: 1.1523 +2023-12-24 22:45:54,664 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 20:17:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.0231, loss: 1.0231 +2023-12-24 22:46:17,893 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 20:16:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.1114, loss: 1.1114 +2023-12-24 22:46:30,657 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-24 22:48:03,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:48:03,262 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9718 +2023-12-24 22:48:03,266 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.7847, top5_acc: 0.9718 +2023-12-24 22:48:43,950 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 20:16:35, time: 0.407, data_time: 0.176, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.0108, loss: 1.0108 +2023-12-24 22:49:07,001 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 20:16:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 0.9729, loss: 0.9729 +2023-12-24 22:49:30,202 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 20:15:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9525, loss_cls: 1.0746, loss: 1.0746 +2023-12-24 22:49:53,382 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 20:15:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 0.9863, loss: 0.9863 +2023-12-24 22:50:16,503 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 20:14:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9613, loss_cls: 1.0195, loss: 1.0195 +2023-12-24 22:50:39,699 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 20:14:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 0.9314, loss: 0.9314 +2023-12-24 22:51:02,846 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 20:13:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.0262, loss: 1.0262 +2023-12-24 22:51:25,987 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 20:13:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 1.0064, loss: 1.0064 +2023-12-24 22:51:49,088 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 20:13:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 0.9809, loss: 0.9809 +2023-12-24 22:52:12,146 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 20:12:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.0025, loss: 1.0025 +2023-12-24 22:52:35,247 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 20:12:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 1.0263, loss: 1.0263 +2023-12-24 22:52:58,299 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 20:11:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 1.1158, loss: 1.1158 +2023-12-24 22:53:21,417 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 20:11:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 0.9892, loss: 0.9892 +2023-12-24 22:53:44,636 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 20:10:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 0.9993, loss: 0.9993 +2023-12-24 22:54:07,797 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 20:10:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9406, loss_cls: 1.0314, loss: 1.0314 +2023-12-24 22:54:31,024 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 20:10:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.0478, loss: 1.0478 +2023-12-24 22:54:54,276 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 20:09:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9575, loss_cls: 1.0450, loss: 1.0450 +2023-12-24 22:55:17,375 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 20:09:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 1.0183, loss: 1.0183 +2023-12-24 22:55:40,602 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 20:08:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 1.0367, loss: 1.0367 +2023-12-24 22:56:03,732 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 20:08:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.0456, loss: 1.0456 +2023-12-24 22:56:26,890 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 20:07:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.0405, loss: 1.0405 +2023-12-24 22:56:50,080 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 20:07:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.0170, loss: 1.0170 +2023-12-24 22:57:13,231 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 20:07:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.0249, loss: 1.0249 +2023-12-24 22:57:26,007 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-24 22:58:57,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:58:57,988 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9744 +2023-12-24 22:58:57,992 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_12.pth was removed +2023-12-24 22:58:58,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-24 22:58:58,116 - pyskl - INFO - Best top1_acc is 0.8123 at 19 epoch. +2023-12-24 22:58:58,120 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8123, top5_acc: 0.9744 +2023-12-24 22:59:39,448 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 20:07:04, time: 0.413, data_time: 0.182, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 0.9997, loss: 0.9997 +2023-12-24 23:00:02,588 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 20:06:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 0.9434, loss: 0.9434 +2023-12-24 23:00:25,721 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 20:06:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 0.9511, loss: 0.9511 +2023-12-24 23:00:48,833 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 20:05:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.0006, loss: 1.0006 +2023-12-24 23:01:11,850 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 20:05:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 0.9164, loss: 0.9164 +2023-12-24 23:01:34,976 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 20:04:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 1.0211, loss: 1.0211 +2023-12-24 23:01:58,198 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 20:04:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 1.0036, loss: 1.0036 +2023-12-24 23:02:21,319 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 20:04:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.0144, loss: 1.0144 +2023-12-24 23:02:44,479 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 20:03:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 1.0090, loss: 1.0090 +2023-12-24 23:03:07,738 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 20:03:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.0529, loss: 1.0529 +2023-12-24 23:03:30,984 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 20:02:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9613, loss_cls: 1.0082, loss: 1.0082 +2023-12-24 23:03:54,059 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 20:02:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.1095, loss: 1.1095 +2023-12-24 23:04:17,304 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 20:01:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.0600, loss: 1.0600 +2023-12-24 23:04:40,440 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 20:01:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.0064, loss: 1.0064 +2023-12-24 23:05:03,677 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 20:01:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 1.0240, loss: 1.0240 +2023-12-24 23:05:26,812 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 20:00:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.0767, loss: 1.0767 +2023-12-24 23:05:50,003 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 20:00:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.0257, loss: 1.0257 +2023-12-24 23:06:13,137 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:59:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9469, loss_cls: 0.9896, loss: 0.9896 +2023-12-24 23:06:36,324 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:59:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 1.0767, loss: 1.0767 +2023-12-24 23:06:59,469 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:58:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 1.0172, loss: 1.0172 +2023-12-24 23:07:22,670 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:58:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.0010, loss: 1.0010 +2023-12-24 23:07:45,829 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:58:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 0.9905, loss: 0.9905 +2023-12-24 23:08:08,946 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:57:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 0.9445, loss: 0.9445 +2023-12-24 23:08:21,660 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-24 23:09:53,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:09:53,466 - pyskl - INFO - +top1_acc 0.7860 +top5_acc 0.9694 +2023-12-24 23:09:53,470 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.7860, top5_acc: 0.9694 +2023-12-24 23:10:35,128 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:57:38, time: 0.417, data_time: 0.185, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 0.9687, loss: 0.9687 +2023-12-24 23:10:58,330 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:57:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9575, loss_cls: 1.0097, loss: 1.0097 +2023-12-24 23:11:21,557 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:56:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 0.9926, loss: 0.9926 +2023-12-24 23:11:44,739 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:56:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 0.9683, loss: 0.9683 +2023-12-24 23:12:08,084 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:55:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.0144, loss: 1.0144 +2023-12-24 23:12:31,346 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:55:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 0.9985, loss: 0.9985 +2023-12-24 23:12:54,571 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:55:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 1.0448, loss: 1.0448 +2023-12-24 23:13:17,767 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:54:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 0.9899, loss: 0.9899 +2023-12-24 23:13:40,959 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:54:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 1.0617, loss: 1.0617 +2023-12-24 23:14:04,156 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:53:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.0004, loss: 1.0004 +2023-12-24 23:14:27,542 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:53:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 0.9790, loss: 0.9790 +2023-12-24 23:14:50,821 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:53:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 0.9784, loss: 0.9784 +2023-12-24 23:15:13,958 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:52:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.0490, loss: 1.0490 +2023-12-24 23:15:37,241 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:52:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 1.0205, loss: 1.0205 +2023-12-24 23:16:00,558 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:51:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.0107, loss: 1.0107 +2023-12-24 23:16:23,871 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:51:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9350, loss_cls: 1.0604, loss: 1.0604 +2023-12-24 23:16:47,071 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:50:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.0266, loss: 1.0266 +2023-12-24 23:17:10,338 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:50:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 0.9592, loss: 0.9592 +2023-12-24 23:17:33,673 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:50:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 0.9762, loss: 0.9762 +2023-12-24 23:17:56,861 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:49:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 0.9898, loss: 0.9898 +2023-12-24 23:18:20,113 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:49:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 0.9794, loss: 0.9794 +2023-12-24 23:18:43,422 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:48:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.0461, loss: 1.0461 +2023-12-24 23:19:06,661 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:48:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.0073, loss: 1.0073 +2023-12-24 23:19:19,507 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-24 23:20:52,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:20:52,086 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9614 +2023-12-24 23:20:52,091 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.7617, top5_acc: 0.9614 +2023-12-24 23:21:33,337 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:48:24, time: 0.412, data_time: 0.180, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 0.9407, loss: 0.9407 +2023-12-24 23:21:56,442 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:47:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.0108, loss: 1.0108 +2023-12-24 23:22:19,639 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:47:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.0708, loss: 1.0708 +2023-12-24 23:22:42,740 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:47:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 1.0282, loss: 1.0282 +2023-12-24 23:23:05,828 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:46:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 0.9824, loss: 0.9824 +2023-12-24 23:23:28,943 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:46:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 1.0216, loss: 1.0216 +2023-12-24 23:23:52,031 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:45:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9563, loss_cls: 1.0380, loss: 1.0380 +2023-12-24 23:24:15,237 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:45:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 1.0145, loss: 1.0145 +2023-12-24 23:24:38,413 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:44:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9400, loss_cls: 1.0192, loss: 1.0192 +2023-12-24 23:25:01,592 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:44:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 0.9505, loss: 0.9505 +2023-12-24 23:25:24,815 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:44:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.0888, loss: 1.0888 +2023-12-24 23:25:48,124 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:43:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.0217, loss: 1.0217 +2023-12-24 23:26:11,361 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:43:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.0361, loss: 1.0361 +2023-12-24 23:26:34,590 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:42:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 1.0214, loss: 1.0214 +2023-12-24 23:26:57,708 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:42:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.0217, loss: 1.0217 +2023-12-24 23:27:20,965 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:42:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.0309, loss: 1.0309 +2023-12-24 23:27:44,091 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 19:41:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 0.9906, loss: 0.9906 +2023-12-24 23:28:07,402 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:41:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 1.0269, loss: 1.0269 +2023-12-24 23:28:30,504 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:40:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 0.9961, loss: 0.9961 +2023-12-24 23:28:53,739 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:40:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 0.9814, loss: 0.9814 +2023-12-24 23:29:16,978 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:39:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.0532, loss: 1.0532 +2023-12-24 23:29:40,133 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:39:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 0.9917, loss: 0.9917 +2023-12-24 23:30:03,350 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:39:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 1.0846, loss: 1.0846 +2023-12-24 23:30:16,134 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-24 23:31:48,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:31:48,810 - pyskl - INFO - +top1_acc 0.7791 +top5_acc 0.9694 +2023-12-24 23:31:48,815 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.7791, top5_acc: 0.9694 +2023-12-24 23:32:30,287 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:39:03, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 0.9581, loss: 0.9581 +2023-12-24 23:32:53,481 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:38:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 0.9526, loss: 0.9526 +2023-12-24 23:33:16,700 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:38:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 0.8785, loss: 0.8785 +2023-12-24 23:33:40,050 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:37:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 0.9553, loss: 0.9553 +2023-12-24 23:34:03,380 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:37:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 1.0105, loss: 1.0105 +2023-12-24 23:34:26,614 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:36:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 0.9803, loss: 0.9803 +2023-12-24 23:34:49,778 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:36:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.0048, loss: 1.0048 +2023-12-24 23:35:13,077 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:36:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9381, loss_cls: 1.0591, loss: 1.0591 +2023-12-24 23:35:36,426 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:35:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 0.9739, loss: 0.9739 +2023-12-24 23:35:59,637 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:35:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 0.9874, loss: 0.9874 +2023-12-24 23:36:22,888 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 19:34:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 1.0621, loss: 1.0621 +2023-12-24 23:36:46,121 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 19:34:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 0.9912, loss: 0.9912 +2023-12-24 23:37:09,430 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 19:34:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.0575, loss: 1.0575 +2023-12-24 23:37:32,797 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 19:33:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 1.0088, loss: 1.0088 +2023-12-24 23:37:56,176 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 19:33:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 0.9733, loss: 0.9733 +2023-12-24 23:38:19,281 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 19:32:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.0678, loss: 1.0678 +2023-12-24 23:38:42,592 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 19:32:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 0.9773, loss: 0.9773 +2023-12-24 23:39:05,892 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 19:32:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 0.9869, loss: 0.9869 +2023-12-24 23:39:29,234 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 19:31:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 1.0063, loss: 1.0063 +2023-12-24 23:39:52,449 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 19:31:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 0.9917, loss: 0.9917 +2023-12-24 23:40:15,629 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 19:30:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 1.0789, loss: 1.0789 +2023-12-24 23:40:38,831 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 19:30:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 0.9957, loss: 0.9957 +2023-12-24 23:41:01,997 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 19:29:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 0.9663, loss: 0.9663 +2023-12-24 23:41:14,756 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-24 23:42:46,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:42:46,984 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9662 +2023-12-24 23:42:46,988 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.7847, top5_acc: 0.9662 +2023-12-24 23:43:28,281 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 19:29:51, time: 0.413, data_time: 0.182, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 0.9721, loss: 0.9721 +2023-12-24 23:43:51,385 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 19:29:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 0.9186, loss: 0.9186 +2023-12-24 23:44:14,562 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 19:29:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 0.9286, loss: 0.9286 +2023-12-24 23:44:37,748 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 19:28:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 0.9717, loss: 0.9717 +2023-12-24 23:45:00,878 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 19:28:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 0.9814, loss: 0.9814 +2023-12-24 23:45:24,019 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 19:27:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.0144, loss: 1.0144 +2023-12-24 23:45:47,163 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 19:27:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 1.0228, loss: 1.0228 +2023-12-24 23:46:10,325 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 19:26:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 1.0224, loss: 1.0224 +2023-12-24 23:46:33,546 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 19:26:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 0.9954, loss: 0.9954 +2023-12-24 23:46:56,662 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 19:26:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 0.9489, loss: 0.9489 +2023-12-24 23:47:19,832 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 19:25:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 0.9737, loss: 0.9737 +2023-12-24 23:47:43,015 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 19:25:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 0.9149, loss: 0.9149 +2023-12-24 23:48:06,289 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 19:24:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 0.9844, loss: 0.9844 +2023-12-24 23:48:29,429 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 19:24:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 0.9882, loss: 0.9882 +2023-12-24 23:48:52,570 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 19:23:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 0.9991, loss: 0.9991 +2023-12-24 23:49:15,781 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 19:23:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 1.0538, loss: 1.0538 +2023-12-24 23:49:38,985 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 19:23:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 0.9906, loss: 0.9906 +2023-12-24 23:50:02,104 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 19:22:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 0.9845, loss: 0.9845 +2023-12-24 23:50:25,191 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 19:22:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 0.9385, loss: 0.9385 +2023-12-24 23:50:48,465 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 19:21:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 0.9855, loss: 0.9855 +2023-12-24 23:51:11,618 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 19:21:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 1.0457, loss: 1.0457 +2023-12-24 23:51:34,845 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 19:21:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 0.9819, loss: 0.9819 +2023-12-24 23:51:58,077 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 19:20:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 0.9990, loss: 0.9990 +2023-12-24 23:52:10,862 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-24 23:53:43,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:53:43,258 - pyskl - INFO - +top1_acc 0.7958 +top5_acc 0.9761 +2023-12-24 23:53:43,262 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.7958, top5_acc: 0.9761 +2023-12-24 23:54:24,650 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 19:20:29, time: 0.414, data_time: 0.182, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 0.8926, loss: 0.8926 +2023-12-24 23:54:47,849 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 19:20:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 0.8954, loss: 0.8954 +2023-12-24 23:55:11,100 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 19:19:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 0.9685, loss: 0.9685 +2023-12-24 23:55:34,302 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 19:19:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 0.9591, loss: 0.9591 +2023-12-24 23:55:57,495 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 19:18:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 0.9479, loss: 0.9479 +2023-12-24 23:56:20,792 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 19:18:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.0480, loss: 1.0480 +2023-12-24 23:56:44,154 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 19:18:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 1.0238, loss: 1.0238 +2023-12-24 23:57:07,443 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 19:17:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 0.9857, loss: 0.9857 +2023-12-24 23:57:30,651 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 19:17:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9625, loss_cls: 0.9731, loss: 0.9731 +2023-12-24 23:57:53,914 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 19:16:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 0.9369, loss: 0.9369 +2023-12-24 23:58:17,057 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 19:16:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 0.9824, loss: 0.9824 +2023-12-24 23:58:40,232 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 19:15:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 0.9752, loss: 0.9752 +2023-12-24 23:59:03,415 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 19:15:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 0.9496, loss: 0.9496 +2023-12-24 23:59:26,788 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 19:15:07, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.0457, loss: 1.0457 +2023-12-24 23:59:50,009 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 19:14:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 0.9927, loss: 0.9927 +2023-12-25 00:00:13,247 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 19:14:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 0.9561, loss: 0.9561 +2023-12-25 00:00:36,381 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 19:13:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 0.9490, loss: 0.9490 +2023-12-25 00:00:59,677 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 19:13:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 0.9963, loss: 0.9963 +2023-12-25 00:01:22,997 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 19:13:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.0544, loss: 1.0544 +2023-12-25 00:01:46,205 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 19:12:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.0102, loss: 1.0102 +2023-12-25 00:02:09,427 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 19:12:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.0252, loss: 1.0252 +2023-12-25 00:02:32,532 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 19:11:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 0.9507, loss: 0.9507 +2023-12-25 00:02:55,677 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 19:11:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.0655, loss: 1.0655 +2023-12-25 00:03:08,361 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-25 00:04:40,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:04:40,666 - pyskl - INFO - +top1_acc 0.6763 +top5_acc 0.9306 +2023-12-25 00:04:40,670 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.6763, top5_acc: 0.9306 +2023-12-25 00:05:21,850 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 19:11:13, time: 0.412, data_time: 0.180, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 0.9762, loss: 0.9762 +2023-12-25 00:05:45,192 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 19:10:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 0.9686, loss: 0.9686 +2023-12-25 00:06:08,543 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 19:10:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9625, loss_cls: 0.9504, loss: 0.9504 +2023-12-25 00:06:31,727 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 19:10:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.0499, loss: 1.0499 +2023-12-25 00:06:54,950 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 19:09:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 0.9350, loss: 0.9350 +2023-12-25 00:07:18,115 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 19:09:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 0.9584, loss: 0.9584 +2023-12-25 00:07:41,397 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 19:08:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 0.9020, loss: 0.9020 +2023-12-25 00:08:04,593 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 19:08:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 0.9867, loss: 0.9867 +2023-12-25 00:08:27,753 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 19:07:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 1.0070, loss: 1.0070 +2023-12-25 00:08:50,991 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 19:07:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 0.9485, loss: 0.9485 +2023-12-25 00:09:14,166 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 19:07:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 0.9483, loss: 0.9483 +2023-12-25 00:09:37,177 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 19:06:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.0125, loss: 1.0125 +2023-12-25 00:10:00,442 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 19:06:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 0.9843, loss: 0.9843 +2023-12-25 00:10:23,582 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 19:05:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 0.9603, loss: 0.9603 +2023-12-25 00:10:46,665 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 19:05:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 0.9606, loss: 0.9606 +2023-12-25 00:11:09,900 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 19:05:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 0.9622, loss: 0.9622 +2023-12-25 00:11:33,156 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 19:04:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 1.0259, loss: 1.0259 +2023-12-25 00:11:56,359 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 19:04:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 0.9558, loss: 0.9558 +2023-12-25 00:12:19,495 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 19:03:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.0304, loss: 1.0304 +2023-12-25 00:12:42,786 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 19:03:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 0.9031, loss: 0.9031 +2023-12-25 00:13:06,007 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 19:02:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 1.0358, loss: 1.0358 +2023-12-25 00:13:29,243 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 19:02:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 0.9841, loss: 0.9841 +2023-12-25 00:13:52,374 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 19:02:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 0.9861, loss: 0.9861 +2023-12-25 00:14:05,106 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-25 00:15:37,642 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:15:37,722 - pyskl - INFO - +top1_acc 0.7474 +top5_acc 0.9591 +2023-12-25 00:15:37,729 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.7474, top5_acc: 0.9591 +2023-12-25 00:16:19,013 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 19:01:56, time: 0.413, data_time: 0.181, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 00:16:42,193 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 19:01:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 0.9028, loss: 0.9028 +2023-12-25 00:17:05,440 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 19:01:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 0.9541, loss: 0.9541 +2023-12-25 00:17:28,784 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 19:00:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 0.9571, loss: 0.9571 +2023-12-25 00:17:51,957 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 19:00:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 0.9167, loss: 0.9167 +2023-12-25 00:18:15,124 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:59:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 1.0105, loss: 1.0105 +2023-12-25 00:18:38,352 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:59:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 0.9429, loss: 0.9429 +2023-12-25 00:19:01,570 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:59:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.0095, loss: 1.0095 +2023-12-25 00:19:24,745 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:58:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 0.9626, loss: 0.9626 +2023-12-25 00:19:47,848 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:58:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 0.9930, loss: 0.9930 +2023-12-25 00:20:11,040 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:57:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 0.9179, loss: 0.9179 +2023-12-25 00:20:34,303 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:57:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 0.9681, loss: 0.9681 +2023-12-25 00:20:57,687 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:56:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 0.9371, loss: 0.9371 +2023-12-25 00:21:20,873 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:56:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.0217, loss: 1.0217 +2023-12-25 00:21:43,960 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:56:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 0.8809, loss: 0.8809 +2023-12-25 00:22:07,082 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:55:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 0.9675, loss: 0.9675 +2023-12-25 00:22:30,214 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:55:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9506, loss_cls: 1.0293, loss: 1.0293 +2023-12-25 00:22:53,381 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:54:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.0477, loss: 1.0477 +2023-12-25 00:23:16,546 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:54:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 0.9807, loss: 0.9807 +2023-12-25 00:23:39,771 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:54:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 0.9405, loss: 0.9405 +2023-12-25 00:24:02,922 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:53:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 00:24:26,102 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:53:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 0.9794, loss: 0.9794 +2023-12-25 00:24:49,284 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:52:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 0.9521, loss: 0.9521 +2023-12-25 00:25:02,183 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-25 00:26:35,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:26:35,173 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9723 +2023-12-25 00:26:35,178 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.7911, top5_acc: 0.9723 +2023-12-25 00:27:17,078 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:52:40, time: 0.419, data_time: 0.186, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 0.8735, loss: 0.8735 +2023-12-25 00:27:40,294 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:52:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 0.8963, loss: 0.8963 +2023-12-25 00:28:03,527 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:51:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 0.9411, loss: 0.9411 +2023-12-25 00:28:26,729 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:51:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 0.9658, loss: 0.9658 +2023-12-25 00:28:49,911 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:51:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 0.8914, loss: 0.8914 +2023-12-25 00:29:13,114 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:50:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 0.9702, loss: 0.9702 +2023-12-25 00:29:36,266 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:50:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 0.9401, loss: 0.9401 +2023-12-25 00:29:59,400 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:49:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.0027, loss: 1.0027 +2023-12-25 00:30:22,671 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:49:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 1.0036, loss: 1.0036 +2023-12-25 00:30:45,951 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:48:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 0.9916, loss: 0.9916 +2023-12-25 00:31:09,166 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:48:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 0.9548, loss: 0.9548 +2023-12-25 00:31:32,450 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:48:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 0.9349, loss: 0.9349 +2023-12-25 00:31:55,702 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:47:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 0.9520, loss: 0.9520 +2023-12-25 00:32:18,892 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:47:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.0257, loss: 1.0257 +2023-12-25 00:32:42,066 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:46:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 0.9639, loss: 0.9639 +2023-12-25 00:33:05,233 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:46:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 0.9317, loss: 0.9317 +2023-12-25 00:33:28,448 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:46:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 0.9795, loss: 0.9795 +2023-12-25 00:33:51,685 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:45:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 0.9387, loss: 0.9387 +2023-12-25 00:34:14,866 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:45:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 1.0098, loss: 1.0098 +2023-12-25 00:34:38,133 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:44:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 0.9073, loss: 0.9073 +2023-12-25 00:35:01,314 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:44:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 0.9894, loss: 0.9894 +2023-12-25 00:35:24,498 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:44:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.0087, loss: 1.0087 +2023-12-25 00:35:47,673 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:43:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9135, loss: 0.9135 +2023-12-25 00:36:00,551 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-25 00:37:32,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:37:32,705 - pyskl - INFO - +top1_acc 0.8096 +top5_acc 0.9745 +2023-12-25 00:37:32,709 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8096, top5_acc: 0.9745 +2023-12-25 00:38:14,151 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:43:24, time: 0.414, data_time: 0.181, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 0.9456, loss: 0.9456 +2023-12-25 00:38:37,431 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:43:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 0.8616, loss: 0.8616 +2023-12-25 00:39:00,572 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:42:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8217, loss: 0.8217 +2023-12-25 00:39:23,658 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:42:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 0.9280, loss: 0.9280 +2023-12-25 00:39:46,901 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:41:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 0.9325, loss: 0.9325 +2023-12-25 00:40:10,179 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:41:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 0.9717, loss: 0.9717 +2023-12-25 00:40:33,372 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:40:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 0.9329, loss: 0.9329 +2023-12-25 00:40:56,615 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:40:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 0.9004, loss: 0.9004 +2023-12-25 00:41:19,882 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:40:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 0.9226, loss: 0.9226 +2023-12-25 00:41:43,157 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:39:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 0.9678, loss: 0.9678 +2023-12-25 00:42:06,287 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:39:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.0025, loss: 1.0025 +2023-12-25 00:42:29,495 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:38:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 0.9677, loss: 0.9677 +2023-12-25 00:42:52,599 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:38:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 0.9782, loss: 0.9782 +2023-12-25 00:43:15,749 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:38:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.0235, loss: 1.0235 +2023-12-25 00:43:38,925 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:37:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 0.9373, loss: 0.9373 +2023-12-25 00:44:02,105 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:37:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 0.9316, loss: 0.9316 +2023-12-25 00:44:25,251 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:36:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 0.9915, loss: 0.9915 +2023-12-25 00:44:48,512 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:36:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 0.9570, loss: 0.9570 +2023-12-25 00:45:11,811 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:36:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 0.8731, loss: 0.8731 +2023-12-25 00:45:34,941 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:35:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 0.9023, loss: 0.9023 +2023-12-25 00:45:58,126 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:35:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 0.9710, loss: 0.9710 +2023-12-25 00:46:21,299 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:34:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.0047, loss: 1.0047 +2023-12-25 00:46:44,487 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:34:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 0.9387, loss: 0.9387 +2023-12-25 00:46:57,298 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-25 00:48:29,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:48:29,600 - pyskl - INFO - +top1_acc 0.8153 +top5_acc 0.9763 +2023-12-25 00:48:29,604 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_19.pth was removed +2023-12-25 00:48:29,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-25 00:48:29,734 - pyskl - INFO - Best top1_acc is 0.8153 at 29 epoch. +2023-12-25 00:48:29,738 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8153, top5_acc: 0.9763 +2023-12-25 00:49:11,355 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:34:09, time: 0.416, data_time: 0.184, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 0.8722, loss: 0.8722 +2023-12-25 00:49:34,487 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:33:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 0.9656, loss: 0.9656 +2023-12-25 00:49:57,605 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:33:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 0.9295, loss: 0.9295 +2023-12-25 00:50:20,750 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 18:32:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 0.9006, loss: 0.9006 +2023-12-25 00:50:44,027 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 18:32:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 0.9286, loss: 0.9286 +2023-12-25 00:51:07,215 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 18:32:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 0.9213, loss: 0.9213 +2023-12-25 00:51:30,482 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 18:31:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 0.9315, loss: 0.9315 +2023-12-25 00:51:53,756 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 18:31:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.0214, loss: 1.0214 +2023-12-25 00:52:17,070 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 18:30:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9669, loss_cls: 0.8879, loss: 0.8879 +2023-12-25 00:52:40,263 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 18:30:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 0.9604, loss: 0.9604 +2023-12-25 00:53:03,458 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 18:30:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 0.9628, loss: 0.9628 +2023-12-25 00:53:26,700 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 18:29:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 0.9775, loss: 0.9775 +2023-12-25 00:53:49,842 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 18:29:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 0.9621, loss: 0.9621 +2023-12-25 00:54:13,068 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 18:28:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 0.9556, loss: 0.9556 +2023-12-25 00:54:36,279 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 18:28:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 0.9636, loss: 0.9636 +2023-12-25 00:54:59,545 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 18:27:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 0.8769, loss: 0.8769 +2023-12-25 00:55:22,706 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 18:27:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 0.9543, loss: 0.9543 +2023-12-25 00:55:45,886 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 18:27:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9231, loss: 0.9231 +2023-12-25 00:56:09,049 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 18:26:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.0303, loss: 1.0303 +2023-12-25 00:56:32,287 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 18:26:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 0.9564, loss: 0.9564 +2023-12-25 00:56:55,386 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 18:25:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 0.9744, loss: 0.9744 +2023-12-25 00:57:18,655 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 18:25:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 0.9172, loss: 0.9172 +2023-12-25 00:57:41,854 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 18:25:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 0.9082, loss: 0.9082 +2023-12-25 00:57:54,642 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-25 00:59:26,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:59:26,803 - pyskl - INFO - +top1_acc 0.7282 +top5_acc 0.9378 +2023-12-25 00:59:26,808 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.7282, top5_acc: 0.9378 +2023-12-25 01:00:08,272 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 18:24:53, time: 0.415, data_time: 0.183, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 0.8986, loss: 0.8986 +2023-12-25 01:00:31,415 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 18:24:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 0.9076, loss: 0.9076 +2023-12-25 01:00:54,531 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 18:24:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 0.9330, loss: 0.9330 +2023-12-25 01:01:17,673 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 18:23:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.8603, loss: 0.8603 +2023-12-25 01:01:40,727 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 18:23:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 0.8891, loss: 0.8891 +2023-12-25 01:02:03,872 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 18:22:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 0.9574, loss: 0.9574 +2023-12-25 01:02:27,029 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 18:22:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 1.0123, loss: 1.0123 +2023-12-25 01:02:50,277 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 18:21:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 1.0411, loss: 1.0411 +2023-12-25 01:03:13,582 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 18:21:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 0.9907, loss: 0.9907 +2023-12-25 01:03:36,782 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 18:21:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 0.8916, loss: 0.8916 +2023-12-25 01:04:00,026 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 18:20:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 0.9440, loss: 0.9440 +2023-12-25 01:04:23,242 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 18:20:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 0.9336, loss: 0.9336 +2023-12-25 01:04:46,363 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 18:19:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 1.0051, loss: 1.0051 +2023-12-25 01:05:09,604 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 18:19:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 0.9431, loss: 0.9431 +2023-12-25 01:05:32,803 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 18:19:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 0.9408, loss: 0.9408 +2023-12-25 01:05:55,888 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 18:18:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 0.9403, loss: 0.9403 +2023-12-25 01:06:19,073 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 18:18:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 0.9741, loss: 0.9741 +2023-12-25 01:06:42,205 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 18:17:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 0.9339, loss: 0.9339 +2023-12-25 01:07:05,393 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 18:17:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 0.8861, loss: 0.8861 +2023-12-25 01:07:28,508 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 18:17:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 0.8870, loss: 0.8870 +2023-12-25 01:07:51,630 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 18:16:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.0578, loss: 1.0578 +2023-12-25 01:08:14,809 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 18:16:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 0.9843, loss: 0.9843 +2023-12-25 01:08:38,032 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 18:15:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 0.9318, loss: 0.9318 +2023-12-25 01:08:50,830 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-25 01:10:22,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:10:23,080 - pyskl - INFO - +top1_acc 0.8113 +top5_acc 0.9779 +2023-12-25 01:10:23,085 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8113, top5_acc: 0.9779 +2023-12-25 01:11:04,252 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 18:15:34, time: 0.412, data_time: 0.179, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 0.8865, loss: 0.8865 +2023-12-25 01:11:27,440 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 18:15:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 0.9760, loss: 0.9760 +2023-12-25 01:11:50,643 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 18:14:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.8626, loss: 0.8626 +2023-12-25 01:12:13,843 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 18:14:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 0.9254, loss: 0.9254 +2023-12-25 01:12:36,963 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 18:13:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 0.9425, loss: 0.9425 +2023-12-25 01:13:00,052 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 18:13:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 0.9361, loss: 0.9361 +2023-12-25 01:13:23,381 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 18:13:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 0.9406, loss: 0.9406 +2023-12-25 01:13:46,589 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 18:12:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 0.9500, loss: 0.9500 +2023-12-25 01:14:09,841 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 18:12:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 0.9182, loss: 0.9182 +2023-12-25 01:14:33,037 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 18:11:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 0.9133, loss: 0.9133 +2023-12-25 01:14:56,296 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 18:11:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 0.9388, loss: 0.9388 +2023-12-25 01:15:19,444 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 18:11:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 0.9550, loss: 0.9550 +2023-12-25 01:15:42,738 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 18:10:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 0.9536, loss: 0.9536 +2023-12-25 01:16:05,881 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 18:10:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 0.9245, loss: 0.9245 +2023-12-25 01:16:29,098 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 18:09:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 0.9209, loss: 0.9209 +2023-12-25 01:16:52,476 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 18:09:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 0.9472, loss: 0.9472 +2023-12-25 01:17:15,732 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 18:09:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 0.8614, loss: 0.8614 +2023-12-25 01:17:39,080 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 18:08:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.0181, loss: 1.0181 +2023-12-25 01:18:02,297 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 18:08:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 0.9897, loss: 0.9897 +2023-12-25 01:18:25,518 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 18:07:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 0.9225, loss: 0.9225 +2023-12-25 01:18:48,684 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 18:07:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 0.8261, loss: 0.8261 +2023-12-25 01:19:11,834 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 18:07:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 0.9731, loss: 0.9731 +2023-12-25 01:19:35,179 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 18:06:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 0.9576, loss: 0.9576 +2023-12-25 01:19:47,899 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-25 01:21:20,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:21:20,352 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9746 +2023-12-25 01:21:20,357 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.7966, top5_acc: 0.9746 +2023-12-25 01:22:01,877 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 18:06:21, time: 0.415, data_time: 0.182, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 0.9184, loss: 0.9184 +2023-12-25 01:22:25,191 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 18:05:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 0.8283, loss: 0.8283 +2023-12-25 01:22:48,405 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 18:05:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 0.9329, loss: 0.9329 +2023-12-25 01:23:11,664 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 18:05:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 0.9557, loss: 0.9557 +2023-12-25 01:23:34,972 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 18:04:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 0.9238, loss: 0.9238 +2023-12-25 01:23:58,286 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 18:04:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 0.9529, loss: 0.9529 +2023-12-25 01:24:21,564 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 18:03:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 0.8855, loss: 0.8855 +2023-12-25 01:24:44,865 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 18:03:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 0.9176, loss: 0.9176 +2023-12-25 01:25:08,129 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 18:03:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 0.9227, loss: 0.9227 +2023-12-25 01:25:31,400 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 18:02:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 0.9209, loss: 0.9209 +2023-12-25 01:25:54,722 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 18:02:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 0.9225, loss: 0.9225 +2023-12-25 01:26:17,899 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 18:01:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 0.9745, loss: 0.9745 +2023-12-25 01:26:41,234 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 18:01:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 0.9122, loss: 0.9122 +2023-12-25 01:27:04,554 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 18:01:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 0.9179, loss: 0.9179 +2023-12-25 01:27:27,991 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 18:00:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 0.9583, loss: 0.9583 +2023-12-25 01:27:51,397 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 18:00:18, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 0.8931, loss: 0.8931 +2023-12-25 01:28:14,646 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:59:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.9063, loss: 0.9063 +2023-12-25 01:28:37,843 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:59:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 0.9554, loss: 0.9554 +2023-12-25 01:29:01,010 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:59:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 0.8377, loss: 0.8377 +2023-12-25 01:29:24,212 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:58:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 1.0582, loss: 1.0582 +2023-12-25 01:29:47,366 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:58:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 0.9035, loss: 0.9035 +2023-12-25 01:30:10,613 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:57:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 1.0243, loss: 1.0243 +2023-12-25 01:30:33,788 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:57:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 0.9170, loss: 0.9170 +2023-12-25 01:30:46,639 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-25 01:32:18,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:32:18,894 - pyskl - INFO - +top1_acc 0.7027 +top5_acc 0.9508 +2023-12-25 01:32:18,898 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.7027, top5_acc: 0.9508 +2023-12-25 01:33:00,435 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:57:11, time: 0.415, data_time: 0.183, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 0.9087, loss: 0.9087 +2023-12-25 01:33:23,632 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:56:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 0.8641, loss: 0.8641 +2023-12-25 01:33:46,930 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:56:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 0.8736, loss: 0.8736 +2023-12-25 01:34:10,141 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:55:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 0.9296, loss: 0.9296 +2023-12-25 01:34:33,365 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:55:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 0.8801, loss: 0.8801 +2023-12-25 01:34:56,718 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:55:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 0.8725, loss: 0.8725 +2023-12-25 01:35:20,056 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:54:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 0.9460, loss: 0.9460 +2023-12-25 01:35:43,411 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:54:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 0.9441, loss: 0.9441 +2023-12-25 01:36:06,747 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:53:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9594, loss_cls: 0.9692, loss: 0.9692 +2023-12-25 01:36:30,081 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:53:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9625, loss_cls: 0.9509, loss: 0.9509 +2023-12-25 01:36:53,439 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:53:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 0.8830, loss: 0.8830 +2023-12-25 01:37:16,778 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:52:46, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 0.9020, loss: 0.9020 +2023-12-25 01:37:40,276 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:52:22, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 0.9809, loss: 0.9809 +2023-12-25 01:38:03,590 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:51:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 0.8893, loss: 0.8893 +2023-12-25 01:38:26,853 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:51:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 0.9360, loss: 0.9360 +2023-12-25 01:38:50,163 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:51:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 0.9088, loss: 0.9088 +2023-12-25 01:39:13,394 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:50:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 0.9383, loss: 0.9383 +2023-12-25 01:39:36,635 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:50:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 0.9020, loss: 0.9020 +2023-12-25 01:39:59,761 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:49:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 0.9571, loss: 0.9571 +2023-12-25 01:40:22,993 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:49:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 0.9582, loss: 0.9582 +2023-12-25 01:40:46,274 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:49:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 0.9096, loss: 0.9096 +2023-12-25 01:41:09,560 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:48:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 0.9261, loss: 0.9261 +2023-12-25 01:41:32,914 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:48:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 0.8946, loss: 0.8946 +2023-12-25 01:41:45,783 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-25 01:43:18,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:43:18,418 - pyskl - INFO - +top1_acc 0.7960 +top5_acc 0.9711 +2023-12-25 01:43:18,422 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.7960, top5_acc: 0.9711 +2023-12-25 01:44:00,162 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:48:04, time: 0.417, data_time: 0.184, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 0.8503, loss: 0.8503 +2023-12-25 01:44:23,440 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:47:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.8228, loss: 0.8228 +2023-12-25 01:44:46,709 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:47:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8487, loss: 0.8487 +2023-12-25 01:45:09,911 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:46:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 0.8971, loss: 0.8971 +2023-12-25 01:45:33,167 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:46:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 0.8708, loss: 0.8708 +2023-12-25 01:45:56,474 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:46:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 0.9437, loss: 0.9437 +2023-12-25 01:46:19,732 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:45:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 0.9729, loss: 0.9729 +2023-12-25 01:46:43,063 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:45:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 0.9001, loss: 0.9001 +2023-12-25 01:47:06,363 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:44:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.0061, loss: 1.0061 +2023-12-25 01:47:29,728 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:44:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.8944, loss: 0.8944 +2023-12-25 01:47:53,054 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:44:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 0.9512, loss: 0.9512 +2023-12-25 01:48:16,218 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:43:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 0.8614, loss: 0.8614 +2023-12-25 01:48:39,526 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:43:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.9098, loss: 0.9098 +2023-12-25 01:49:02,829 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:42:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 0.8992, loss: 0.8992 +2023-12-25 01:49:26,160 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:42:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 0.9211, loss: 0.9211 +2023-12-25 01:49:49,609 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:42:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 0.9280, loss: 0.9280 +2023-12-25 01:50:12,948 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:41:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9625, loss_cls: 0.9551, loss: 0.9551 +2023-12-25 01:50:36,156 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:41:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 0.9417, loss: 0.9417 +2023-12-25 01:50:59,371 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:40:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 0.9497, loss: 0.9497 +2023-12-25 01:51:22,838 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:40:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 0.8486, loss: 0.8486 +2023-12-25 01:51:46,053 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:40:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 0.9613, loss: 0.9613 +2023-12-25 01:52:09,318 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:39:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 0.8875, loss: 0.8875 +2023-12-25 01:52:32,604 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:39:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 0.9809, loss: 0.9809 +2023-12-25 01:52:45,392 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-25 01:54:17,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:54:17,707 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9809 +2023-12-25 01:54:17,713 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_29.pth was removed +2023-12-25 01:54:17,951 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2023-12-25 01:54:17,952 - pyskl - INFO - Best top1_acc is 0.8360 at 35 epoch. +2023-12-25 01:54:17,959 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8360, top5_acc: 0.9809 +2023-12-25 01:54:59,704 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:38:56, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 0.8680, loss: 0.8680 +2023-12-25 01:55:23,156 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:38:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 0.9242, loss: 0.9242 +2023-12-25 01:55:46,435 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:38:08, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 0.8829, loss: 0.8829 +2023-12-25 01:56:09,638 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:37:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 0.8816, loss: 0.8816 +2023-12-25 01:56:32,722 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:37:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 0.9142, loss: 0.9142 +2023-12-25 01:56:55,914 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:36:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 0.8921, loss: 0.8921 +2023-12-25 01:57:19,216 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:36:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9663, loss_cls: 0.9075, loss: 0.9075 +2023-12-25 01:57:42,506 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:36:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 0.8665, loss: 0.8665 +2023-12-25 01:58:05,811 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:35:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 0.9131, loss: 0.9131 +2023-12-25 01:58:29,087 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:35:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.9159, loss: 0.9159 +2023-12-25 01:58:52,303 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:34:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 0.9510, loss: 0.9510 +2023-12-25 01:59:15,548 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:34:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.0030, loss: 1.0030 +2023-12-25 01:59:38,841 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:34:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 0.9491, loss: 0.9491 +2023-12-25 02:00:02,010 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:33:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.0030, loss: 1.0030 +2023-12-25 02:00:24,881 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:33:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 1.0479, loss: 1.0479 +2023-12-25 02:00:47,761 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:32:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 0.9510, loss: 0.9510 +2023-12-25 02:01:10,716 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:32:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9437, loss_cls: 1.0107, loss: 1.0107 +2023-12-25 02:01:33,673 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:32:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 0.9165, loss: 0.9165 +2023-12-25 02:01:56,585 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:31:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 0.8957, loss: 0.8957 +2023-12-25 02:02:19,486 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 17:31:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 0.8730, loss: 0.8730 +2023-12-25 02:02:42,422 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 17:30:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 0.8906, loss: 0.8906 +2023-12-25 02:03:05,343 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 17:30:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 0.9279, loss: 0.9279 +2023-12-25 02:03:28,248 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 17:29:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 0.9920, loss: 0.9920 +2023-12-25 02:03:40,836 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-25 02:05:11,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:05:11,686 - pyskl - INFO - +top1_acc 0.8035 +top5_acc 0.9773 +2023-12-25 02:05:11,690 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8035, top5_acc: 0.9773 +2023-12-25 02:05:52,044 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 17:29:31, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 0.8845, loss: 0.8845 +2023-12-25 02:06:14,895 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 17:29:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 0.9614, loss: 0.9614 +2023-12-25 02:06:37,821 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 17:28:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 0.8678, loss: 0.8678 +2023-12-25 02:07:00,700 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 17:28:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 0.8409, loss: 0.8409 +2023-12-25 02:07:23,752 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 17:27:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 0.8626, loss: 0.8626 +2023-12-25 02:07:46,784 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 17:27:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 0.9144, loss: 0.9144 +2023-12-25 02:08:09,737 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 17:27:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 0.8837, loss: 0.8837 +2023-12-25 02:08:32,705 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 17:26:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 0.8813, loss: 0.8813 +2023-12-25 02:08:55,650 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 17:26:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9068, loss: 0.9068 +2023-12-25 02:09:18,629 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 17:25:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 0.8898, loss: 0.8898 +2023-12-25 02:09:41,614 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 17:25:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9669, loss_cls: 0.9182, loss: 0.9182 +2023-12-25 02:10:04,577 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 17:24:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 0.9018, loss: 0.9018 +2023-12-25 02:10:27,624 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 17:24:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 0.9675, loss: 0.9675 +2023-12-25 02:10:50,640 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 17:24:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9519, loss_cls: 0.9011, loss: 0.9011 +2023-12-25 02:11:13,709 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 17:23:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 0.9684, loss: 0.9684 +2023-12-25 02:11:36,783 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 17:23:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 0.9412, loss: 0.9412 +2023-12-25 02:11:59,810 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 17:22:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 0.9332, loss: 0.9332 +2023-12-25 02:12:22,771 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 17:22:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 0.8899, loss: 0.8899 +2023-12-25 02:12:45,736 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 17:22:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8282, loss: 0.8282 +2023-12-25 02:13:08,682 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 17:21:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 0.9067, loss: 0.9067 +2023-12-25 02:13:31,544 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 17:21:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 0.9360, loss: 0.9360 +2023-12-25 02:13:54,364 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 17:20:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 0.9318, loss: 0.9318 +2023-12-25 02:14:17,274 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 17:20:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 0.9028, loss: 0.9028 +2023-12-25 02:14:29,902 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-25 02:16:00,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:16:00,824 - pyskl - INFO - +top1_acc 0.7667 +top5_acc 0.9595 +2023-12-25 02:16:00,829 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.7667, top5_acc: 0.9595 +2023-12-25 02:16:41,248 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 17:19:58, time: 0.404, data_time: 0.175, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 0.8801, loss: 0.8801 +2023-12-25 02:17:04,140 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 17:19:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 0.8512, loss: 0.8512 +2023-12-25 02:17:27,007 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 17:19:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 0.9066, loss: 0.9066 +2023-12-25 02:17:49,958 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 17:18:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 0.9087, loss: 0.9087 +2023-12-25 02:18:12,955 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 17:18:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 0.8840, loss: 0.8840 +2023-12-25 02:18:35,886 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 17:17:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.8093, loss: 0.8093 +2023-12-25 02:18:58,726 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 17:17:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.8766, loss: 0.8766 +2023-12-25 02:19:21,824 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 17:17:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 0.9602, loss: 0.9602 +2023-12-25 02:19:44,819 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 17:16:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 0.9405, loss: 0.9405 +2023-12-25 02:20:07,804 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 17:16:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 0.8844, loss: 0.8844 +2023-12-25 02:20:30,718 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 17:15:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 0.8702, loss: 0.8702 +2023-12-25 02:20:53,697 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 17:15:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 0.9436, loss: 0.9436 +2023-12-25 02:21:16,632 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 17:14:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 0.9812, loss: 0.9812 +2023-12-25 02:21:39,656 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 17:14:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 0.9076, loss: 0.9076 +2023-12-25 02:22:02,597 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 17:14:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 0.8186, loss: 0.8186 +2023-12-25 02:22:25,440 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 17:13:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.0025, loss: 1.0025 +2023-12-25 02:22:48,312 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 17:13:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 0.8398, loss: 0.8398 +2023-12-25 02:23:11,209 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 17:12:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 0.8595, loss: 0.8595 +2023-12-25 02:23:34,139 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 17:12:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 0.8217, loss: 0.8217 +2023-12-25 02:23:57,000 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 17:12:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 0.9360, loss: 0.9360 +2023-12-25 02:24:19,838 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 17:11:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 0.8889, loss: 0.8889 +2023-12-25 02:24:42,680 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 17:11:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 0.9525, loss: 0.9525 +2023-12-25 02:25:05,533 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 17:10:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 0.8979, loss: 0.8979 +2023-12-25 02:25:18,092 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-25 02:26:48,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:26:48,605 - pyskl - INFO - +top1_acc 0.8120 +top5_acc 0.9767 +2023-12-25 02:26:48,609 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8120, top5_acc: 0.9767 +2023-12-25 02:27:29,237 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 17:10:23, time: 0.406, data_time: 0.176, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 0.8172, loss: 0.8172 +2023-12-25 02:27:52,107 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 17:09:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 0.8036, loss: 0.8036 +2023-12-25 02:28:15,106 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 17:09:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 0.8802, loss: 0.8802 +2023-12-25 02:28:38,110 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 17:09:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 0.8324, loss: 0.8324 +2023-12-25 02:29:01,043 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 17:08:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 0.8690, loss: 0.8690 +2023-12-25 02:29:23,959 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 17:08:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 0.9059, loss: 0.9059 +2023-12-25 02:29:46,900 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 17:07:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 0.8732, loss: 0.8732 +2023-12-25 02:30:09,820 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 17:07:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 0.9358, loss: 0.9358 +2023-12-25 02:30:32,687 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 17:07:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 0.8880, loss: 0.8880 +2023-12-25 02:30:55,555 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 17:06:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 0.8263, loss: 0.8263 +2023-12-25 02:31:18,451 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 17:06:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 0.9171, loss: 0.9171 +2023-12-25 02:31:41,376 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 17:05:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 0.9082, loss: 0.9082 +2023-12-25 02:32:04,265 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 17:05:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 0.8924, loss: 0.8924 +2023-12-25 02:32:27,208 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 17:04:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 0.9036, loss: 0.9036 +2023-12-25 02:32:50,137 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 17:04:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 0.9876, loss: 0.9876 +2023-12-25 02:33:12,970 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 17:04:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 0.9201, loss: 0.9201 +2023-12-25 02:33:35,849 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 17:03:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 0.8737, loss: 0.8737 +2023-12-25 02:33:58,766 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 17:03:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 0.9047, loss: 0.9047 +2023-12-25 02:34:21,655 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 17:02:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 0.9204, loss: 0.9204 +2023-12-25 02:34:44,567 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 17:02:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 0.8648, loss: 0.8648 +2023-12-25 02:35:07,459 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 17:02:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 0.9091, loss: 0.9091 +2023-12-25 02:35:30,366 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 17:01:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 0.9949, loss: 0.9949 +2023-12-25 02:35:53,299 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 17:01:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 0.8673, loss: 0.8673 +2023-12-25 02:36:05,988 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-25 02:37:36,477 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:37:36,555 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9781 +2023-12-25 02:37:36,559 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8182, top5_acc: 0.9781 +2023-12-25 02:38:16,769 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 17:00:48, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 0.9049, loss: 0.9049 +2023-12-25 02:38:39,650 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 17:00:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 0.8500, loss: 0.8500 +2023-12-25 02:39:02,486 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:59:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 0.8291, loss: 0.8291 +2023-12-25 02:39:25,376 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:59:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 0.9140, loss: 0.9140 +2023-12-25 02:39:48,248 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:59:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 0.8624, loss: 0.8624 +2023-12-25 02:40:11,187 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:58:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.8207, loss: 0.8207 +2023-12-25 02:40:34,082 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:58:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 0.9063, loss: 0.9063 +2023-12-25 02:40:56,963 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:57:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 0.9107, loss: 0.9107 +2023-12-25 02:41:19,762 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:57:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 0.9167, loss: 0.9167 +2023-12-25 02:41:42,573 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:57:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.8794, loss: 0.8794 +2023-12-25 02:42:05,434 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:56:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9131, loss: 0.9131 +2023-12-25 02:42:28,270 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:56:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 0.9500, loss: 0.9500 +2023-12-25 02:42:51,103 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:55:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 0.9191, loss: 0.9191 +2023-12-25 02:43:14,019 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:55:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 0.8761, loss: 0.8761 +2023-12-25 02:43:36,926 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:54:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 0.8508, loss: 0.8508 +2023-12-25 02:43:59,761 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:54:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 0.9547, loss: 0.9547 +2023-12-25 02:44:22,714 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:54:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 0.8456, loss: 0.8456 +2023-12-25 02:44:45,704 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:53:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 0.9023, loss: 0.9023 +2023-12-25 02:45:08,573 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:53:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 0.8655, loss: 0.8655 +2023-12-25 02:45:31,469 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:52:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.8480, loss: 0.8480 +2023-12-25 02:45:54,343 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:52:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 0.8972, loss: 0.8972 +2023-12-25 02:46:17,210 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 0.9262, loss: 0.9262 +2023-12-25 02:46:40,109 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:51:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 0.9010, loss: 0.9010 +2023-12-25 02:46:52,790 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-25 02:48:23,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:48:23,918 - pyskl - INFO - +top1_acc 0.8117 +top5_acc 0.9776 +2023-12-25 02:48:23,923 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8117, top5_acc: 0.9776 +2023-12-25 02:49:04,188 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:51:13, time: 0.403, data_time: 0.172, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.8394, loss: 0.8394 +2023-12-25 02:49:27,186 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:50:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 0.7964, loss: 0.7964 +2023-12-25 02:49:50,196 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:50:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 0.8351, loss: 0.8351 +2023-12-25 02:50:13,237 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:49:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 0.8791, loss: 0.8791 +2023-12-25 02:50:36,223 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:49:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 0.8707, loss: 0.8707 +2023-12-25 02:50:59,206 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:49:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.8755, loss: 0.8755 +2023-12-25 02:51:22,219 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:48:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 0.9058, loss: 0.9058 +2023-12-25 02:51:45,214 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:48:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 0.8971, loss: 0.8971 +2023-12-25 02:52:08,186 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:47:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 0.8704, loss: 0.8704 +2023-12-25 02:52:31,176 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:47:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 0.8662, loss: 0.8662 +2023-12-25 02:52:54,197 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:47:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 0.8867, loss: 0.8867 +2023-12-25 02:53:17,273 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:46:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 0.9404, loss: 0.9404 +2023-12-25 02:53:40,306 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:46:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9544, loss_cls: 0.8914, loss: 0.8914 +2023-12-25 02:54:03,300 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:45:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 0.9161, loss: 0.9161 +2023-12-25 02:54:26,339 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:45:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 0.8967, loss: 0.8967 +2023-12-25 02:54:49,394 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:45:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 0.9300, loss: 0.9300 +2023-12-25 02:55:12,443 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:44:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 0.8640, loss: 0.8640 +2023-12-25 02:55:35,494 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:44:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 0.9518, loss: 0.9518 +2023-12-25 02:55:58,567 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:43:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 0.8907, loss: 0.8907 +2023-12-25 02:56:21,676 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:43:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.8674, loss: 0.8674 +2023-12-25 02:56:44,725 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:43:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 0.8969, loss: 0.8969 +2023-12-25 02:57:07,665 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:42:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 0.9217, loss: 0.9217 +2023-12-25 02:57:30,672 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:42:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 0.8948, loss: 0.8948 +2023-12-25 02:57:43,324 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-25 02:59:13,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:59:13,794 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9752 +2023-12-25 02:59:13,798 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.7998, top5_acc: 0.9752 +2023-12-25 02:59:54,201 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:41:48, time: 0.404, data_time: 0.173, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 0.9144, loss: 0.9144 +2023-12-25 03:00:17,255 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:41:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 0.8304, loss: 0.8304 +2023-12-25 03:00:40,185 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:40:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 0.8835, loss: 0.8835 +2023-12-25 03:01:03,057 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:40:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 0.8589, loss: 0.8589 +2023-12-25 03:01:25,948 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:40:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 0.8017, loss: 0.8017 +2023-12-25 03:01:48,846 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:39:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 0.8677, loss: 0.8677 +2023-12-25 03:02:11,806 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:39:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 0.9242, loss: 0.9242 +2023-12-25 03:02:34,735 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:38:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 0.9232, loss: 0.9232 +2023-12-25 03:02:57,662 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:38:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 0.8967, loss: 0.8967 +2023-12-25 03:03:20,594 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:38:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 0.8729, loss: 0.8729 +2023-12-25 03:03:43,481 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:37:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 0.9045, loss: 0.9045 +2023-12-25 03:04:06,415 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:37:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 0.8552, loss: 0.8552 +2023-12-25 03:04:29,351 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:36:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 0.8212, loss: 0.8212 +2023-12-25 03:04:52,259 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:36:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 0.8307, loss: 0.8307 +2023-12-25 03:05:15,229 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:36:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 0.9579, loss: 0.9579 +2023-12-25 03:05:38,124 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:35:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 0.8576, loss: 0.8576 +2023-12-25 03:06:01,019 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:35:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 0.8881, loss: 0.8881 +2023-12-25 03:06:23,909 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:34:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 0.8756, loss: 0.8756 +2023-12-25 03:06:46,884 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:34:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 0.8887, loss: 0.8887 +2023-12-25 03:07:09,799 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:33:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 0.8722, loss: 0.8722 +2023-12-25 03:07:32,666 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:33:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 0.9132, loss: 0.9132 +2023-12-25 03:07:55,574 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:33:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 0.9538, loss: 0.9538 +2023-12-25 03:08:18,558 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:32:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.8730, loss: 0.8730 +2023-12-25 03:08:31,241 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-25 03:10:01,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:10:01,741 - pyskl - INFO - +top1_acc 0.8173 +top5_acc 0.9777 +2023-12-25 03:10:01,745 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8173, top5_acc: 0.9777 +2023-12-25 03:10:42,195 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:32:19, time: 0.404, data_time: 0.176, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 0.8280, loss: 0.8280 +2023-12-25 03:11:05,072 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:31:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.8477, loss: 0.8477 +2023-12-25 03:11:27,977 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:31:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 0.8560, loss: 0.8560 +2023-12-25 03:11:50,876 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:31:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 0.8312, loss: 0.8312 +2023-12-25 03:12:13,755 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:30:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 0.9297, loss: 0.9297 +2023-12-25 03:12:36,670 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:30:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 0.8495, loss: 0.8495 +2023-12-25 03:12:59,549 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:29:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 0.7885, loss: 0.7885 +2023-12-25 03:13:22,427 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:29:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 0.8643, loss: 0.8643 +2023-12-25 03:13:45,306 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:29:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 0.9032, loss: 0.9032 +2023-12-25 03:14:08,230 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:28:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 0.9231, loss: 0.9231 +2023-12-25 03:14:31,153 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:28:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9525, loss_cls: 0.8695, loss: 0.8695 +2023-12-25 03:14:54,056 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:27:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 0.8317, loss: 0.8317 +2023-12-25 03:15:16,955 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 16:27:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 0.9235, loss: 0.9235 +2023-12-25 03:15:39,828 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 16:26:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 0.8688, loss: 0.8688 +2023-12-25 03:16:02,752 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 16:26:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 0.8449, loss: 0.8449 +2023-12-25 03:16:25,734 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 16:26:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 0.9620, loss: 0.9620 +2023-12-25 03:16:48,602 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 16:25:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 0.9380, loss: 0.9380 +2023-12-25 03:17:11,560 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 16:25:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 0.8850, loss: 0.8850 +2023-12-25 03:17:34,543 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 16:24:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 0.8618, loss: 0.8618 +2023-12-25 03:17:57,526 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 16:24:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 0.8665, loss: 0.8665 +2023-12-25 03:18:20,431 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 16:24:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 0.8778, loss: 0.8778 +2023-12-25 03:18:43,421 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 16:23:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 0.8196, loss: 0.8196 +2023-12-25 03:19:06,320 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 16:23:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 0.8874, loss: 0.8874 +2023-12-25 03:19:18,979 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-25 03:20:49,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:20:49,732 - pyskl - INFO - +top1_acc 0.8057 +top5_acc 0.9782 +2023-12-25 03:20:49,737 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8057, top5_acc: 0.9782 +2023-12-25 03:21:29,907 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 16:22:49, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8013, loss: 0.8013 +2023-12-25 03:21:52,822 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 16:22:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 0.8540, loss: 0.8540 +2023-12-25 03:22:15,760 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 16:22:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 0.8944, loss: 0.8944 +2023-12-25 03:22:38,666 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 16:21:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 0.8510, loss: 0.8510 +2023-12-25 03:23:01,609 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 16:21:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.9008, loss: 0.9008 +2023-12-25 03:23:24,560 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 16:20:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 0.8707, loss: 0.8707 +2023-12-25 03:23:47,502 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 16:20:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 0.8963, loss: 0.8963 +2023-12-25 03:24:10,448 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 16:19:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 0.8949, loss: 0.8949 +2023-12-25 03:24:33,607 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 16:19:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 0.8227, loss: 0.8227 +2023-12-25 03:24:56,492 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 16:19:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 0.8873, loss: 0.8873 +2023-12-25 03:25:19,360 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 16:18:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 0.8882, loss: 0.8882 +2023-12-25 03:25:42,242 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 16:18:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 0.8593, loss: 0.8593 +2023-12-25 03:26:05,151 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 16:17:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 0.8382, loss: 0.8382 +2023-12-25 03:26:28,015 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 16:17:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 0.8468, loss: 0.8468 +2023-12-25 03:26:50,958 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 16:17:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.8698, loss: 0.8698 +2023-12-25 03:27:13,928 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 16:16:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 0.8716, loss: 0.8716 +2023-12-25 03:27:36,843 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 16:16:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 0.8355, loss: 0.8355 +2023-12-25 03:27:59,811 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 16:15:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 0.9245, loss: 0.9245 +2023-12-25 03:28:22,745 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 16:15:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 0.8361, loss: 0.8361 +2023-12-25 03:28:45,788 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 16:15:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.8248, loss: 0.8248 +2023-12-25 03:29:08,770 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 16:14:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 0.9040, loss: 0.9040 +2023-12-25 03:29:31,825 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 16:14:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 0.8438, loss: 0.8438 +2023-12-25 03:29:54,760 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 16:13:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 0.8681, loss: 0.8681 +2023-12-25 03:30:07,359 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-25 03:31:37,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:31:37,908 - pyskl - INFO - +top1_acc 0.6881 +top5_acc 0.9449 +2023-12-25 03:31:37,912 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.6881, top5_acc: 0.9449 +2023-12-25 03:32:18,295 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 16:13:23, time: 0.404, data_time: 0.175, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 0.8708, loss: 0.8708 +2023-12-25 03:32:41,206 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 16:12:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 0.7883, loss: 0.7883 +2023-12-25 03:33:04,171 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 16:12:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 0.8155, loss: 0.8155 +2023-12-25 03:33:27,165 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 16:12:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.8388, loss: 0.8388 +2023-12-25 03:33:50,154 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 16:11:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 0.8657, loss: 0.8657 +2023-12-25 03:34:13,108 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 16:11:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 0.8686, loss: 0.8686 +2023-12-25 03:34:36,048 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 16:10:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.8506, loss: 0.8506 +2023-12-25 03:34:59,000 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 16:10:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 0.8628, loss: 0.8628 +2023-12-25 03:35:21,972 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 16:10:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 0.8867, loss: 0.8867 +2023-12-25 03:35:44,936 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 16:09:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 0.8686, loss: 0.8686 +2023-12-25 03:36:07,892 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 16:09:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 0.8561, loss: 0.8561 +2023-12-25 03:36:30,864 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 16:08:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9725, loss_cls: 0.8525, loss: 0.8525 +2023-12-25 03:36:53,851 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 16:08:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 0.8050, loss: 0.8050 +2023-12-25 03:37:16,854 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 16:08:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.8885, loss: 0.8885 +2023-12-25 03:37:39,853 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 16:07:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 0.8994, loss: 0.8994 +2023-12-25 03:38:02,880 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 16:07:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 0.8647, loss: 0.8647 +2023-12-25 03:38:25,946 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 16:06:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 0.8616, loss: 0.8616 +2023-12-25 03:38:48,938 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 16:06:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 0.9249, loss: 0.9249 +2023-12-25 03:39:11,933 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 16:06:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8306, loss: 0.8306 +2023-12-25 03:39:34,932 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 16:05:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 0.8989, loss: 0.8989 +2023-12-25 03:39:58,004 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 16:05:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 0.8900, loss: 0.8900 +2023-12-25 03:40:20,997 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 16:04:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 0.8588, loss: 0.8588 +2023-12-25 03:40:44,039 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 16:04:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 0.8767, loss: 0.8767 +2023-12-25 03:40:56,657 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-25 03:42:27,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:42:27,608 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9727 +2023-12-25 03:42:27,612 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8187, top5_acc: 0.9727 +2023-12-25 03:43:07,786 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 16:04:00, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 0.8065, loss: 0.8065 +2023-12-25 03:43:30,687 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 16:03:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 0.9009, loss: 0.9009 +2023-12-25 03:43:53,571 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 16:03:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 0.8330, loss: 0.8330 +2023-12-25 03:44:16,519 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 16:02:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.8042, loss: 0.8042 +2023-12-25 03:44:39,459 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 16:02:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 0.8091, loss: 0.8091 +2023-12-25 03:45:02,301 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 16:01:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9706, loss_cls: 0.8710, loss: 0.8710 +2023-12-25 03:45:25,231 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 16:01:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.8162, loss: 0.8162 +2023-12-25 03:45:48,279 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 16:01:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.8444, loss: 0.8444 +2023-12-25 03:46:11,204 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 16:00:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.7980, loss: 0.7980 +2023-12-25 03:46:34,081 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 16:00:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.7699, loss: 0.7699 +2023-12-25 03:46:56,959 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:59:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 0.8927, loss: 0.8927 +2023-12-25 03:47:19,817 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:59:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 0.9642, loss: 0.9642 +2023-12-25 03:47:42,677 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:59:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 0.8679, loss: 0.8679 +2023-12-25 03:48:05,557 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 0.9358, loss: 0.9358 +2023-12-25 03:48:28,421 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:58:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 0.7934, loss: 0.7934 +2023-12-25 03:48:51,303 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:57:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 0.9413, loss: 0.9413 +2023-12-25 03:49:14,218 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:57:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 0.8725, loss: 0.8725 +2023-12-25 03:49:37,117 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:57:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.8051, loss: 0.8051 +2023-12-25 03:50:00,169 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:56:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 0.8178, loss: 0.8178 +2023-12-25 03:50:23,234 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:56:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8897, loss: 0.8897 +2023-12-25 03:50:46,156 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:55:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 0.8889, loss: 0.8889 +2023-12-25 03:51:09,060 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:55:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 0.8640, loss: 0.8640 +2023-12-25 03:51:31,945 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:54:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 0.8907, loss: 0.8907 +2023-12-25 03:51:44,484 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-25 03:53:14,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:53:14,917 - pyskl - INFO - +top1_acc 0.8359 +top5_acc 0.9801 +2023-12-25 03:53:14,921 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8359, top5_acc: 0.9801 +2023-12-25 03:53:54,639 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:54:32, time: 0.397, data_time: 0.168, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.8147, loss: 0.8147 +2023-12-25 03:54:17,548 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:54:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 0.7999, loss: 0.7999 +2023-12-25 03:54:40,490 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:53:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 0.8578, loss: 0.8578 +2023-12-25 03:55:03,450 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:53:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 0.7971, loss: 0.7971 +2023-12-25 03:55:26,399 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:52:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 0.8074, loss: 0.8074 +2023-12-25 03:55:49,377 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:52:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 0.8381, loss: 0.8381 +2023-12-25 03:56:12,330 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:52:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.8521, loss: 0.8521 +2023-12-25 03:56:35,295 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:51:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.8188, loss: 0.8188 +2023-12-25 03:56:58,166 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:51:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 0.8907, loss: 0.8907 +2023-12-25 03:57:21,037 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:50:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 0.8128, loss: 0.8128 +2023-12-25 03:57:43,900 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:50:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.7695, loss: 0.7695 +2023-12-25 03:58:06,804 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:50:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 0.9186, loss: 0.9186 +2023-12-25 03:58:29,687 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:49:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 0.8443, loss: 0.8443 +2023-12-25 03:58:52,598 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:49:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 0.9354, loss: 0.9354 +2023-12-25 03:59:15,478 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:48:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 0.7937, loss: 0.7937 +2023-12-25 03:59:38,462 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:48:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 0.8279, loss: 0.8279 +2023-12-25 04:00:01,434 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:48:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.7969, loss: 0.7969 +2023-12-25 04:00:24,363 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:47:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 0.8286, loss: 0.8286 +2023-12-25 04:00:47,274 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:47:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 0.8438, loss: 0.8438 +2023-12-25 04:01:10,238 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:46:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 0.8325, loss: 0.8325 +2023-12-25 04:01:33,208 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:46:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 0.9466, loss: 0.9466 +2023-12-25 04:01:56,125 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:45:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 0.8223, loss: 0.8223 +2023-12-25 04:02:19,012 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:45:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.8571, loss: 0.8571 +2023-12-25 04:02:31,658 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-25 04:04:02,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:04:02,140 - pyskl - INFO - +top1_acc 0.8135 +top5_acc 0.9784 +2023-12-25 04:04:02,144 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8135, top5_acc: 0.9784 +2023-12-25 04:04:41,997 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:45:07, time: 0.398, data_time: 0.169, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8233, loss: 0.8233 +2023-12-25 04:05:04,883 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:44:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 0.9656, loss: 0.9656 +2023-12-25 04:05:27,795 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:44:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 0.8795, loss: 0.8795 +2023-12-25 04:05:50,680 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:43:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 0.8557, loss: 0.8557 +2023-12-25 04:06:13,544 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:43:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 0.8781, loss: 0.8781 +2023-12-25 04:06:36,431 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:43:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 0.8481, loss: 0.8481 +2023-12-25 04:06:59,360 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:42:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 0.8867, loss: 0.8867 +2023-12-25 04:07:22,248 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:42:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 0.9679, loss: 0.9679 +2023-12-25 04:07:45,143 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:41:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 0.8655, loss: 0.8655 +2023-12-25 04:08:08,068 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:41:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 0.8709, loss: 0.8709 +2023-12-25 04:08:30,990 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:41:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 0.8416, loss: 0.8416 +2023-12-25 04:08:53,898 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:40:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 0.7961, loss: 0.7961 +2023-12-25 04:09:16,836 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:40:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 0.8518, loss: 0.8518 +2023-12-25 04:09:39,754 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:39:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 0.8080, loss: 0.8080 +2023-12-25 04:10:02,714 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:39:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 0.8950, loss: 0.8950 +2023-12-25 04:10:25,775 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:39:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 0.8437, loss: 0.8437 +2023-12-25 04:10:48,783 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:38:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8713, loss: 0.8713 +2023-12-25 04:11:11,721 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:38:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 0.8571, loss: 0.8571 +2023-12-25 04:11:34,651 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:37:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8391, loss: 0.8391 +2023-12-25 04:11:57,526 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:37:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 0.8502, loss: 0.8502 +2023-12-25 04:12:20,406 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:36:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 0.8477, loss: 0.8477 +2023-12-25 04:12:43,275 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:36:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.8618, loss: 0.8618 +2023-12-25 04:13:06,137 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:36:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 0.8376, loss: 0.8376 +2023-12-25 04:13:18,718 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-25 04:14:49,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:14:49,602 - pyskl - INFO - +top1_acc 0.8199 +top5_acc 0.9786 +2023-12-25 04:14:49,606 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8199, top5_acc: 0.9786 +2023-12-25 04:15:29,644 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:35:42, time: 0.400, data_time: 0.171, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 0.8341, loss: 0.8341 +2023-12-25 04:15:52,584 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:35:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7522, loss: 0.7522 +2023-12-25 04:16:15,512 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:34:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 0.7962, loss: 0.7962 +2023-12-25 04:16:38,456 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:34:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 0.8329, loss: 0.8329 +2023-12-25 04:17:01,364 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:34:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 0.8461, loss: 0.8461 +2023-12-25 04:17:24,273 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:33:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 0.8103, loss: 0.8103 +2023-12-25 04:17:47,226 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:33:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 0.8932, loss: 0.8932 +2023-12-25 04:18:10,079 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:32:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 0.8553, loss: 0.8553 +2023-12-25 04:18:32,927 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:32:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 0.8005, loss: 0.8005 +2023-12-25 04:18:55,791 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:32:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.7762, loss: 0.7762 +2023-12-25 04:19:18,639 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:31:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 0.8749, loss: 0.8749 +2023-12-25 04:19:41,541 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:31:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 0.8314, loss: 0.8314 +2023-12-25 04:20:04,468 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:30:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 0.8850, loss: 0.8850 +2023-12-25 04:20:27,413 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:30:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 0.7828, loss: 0.7828 +2023-12-25 04:20:50,401 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:30:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8329, loss: 0.8329 +2023-12-25 04:21:13,329 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:29:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.8162, loss: 0.8162 +2023-12-25 04:21:36,293 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:29:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 0.8772, loss: 0.8772 +2023-12-25 04:21:59,217 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:28:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 0.8595, loss: 0.8595 +2023-12-25 04:22:22,043 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:28:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 0.9005, loss: 0.9005 +2023-12-25 04:22:44,928 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:27:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 0.8719, loss: 0.8719 +2023-12-25 04:23:07,836 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:27:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.8093, loss: 0.8093 +2023-12-25 04:23:30,776 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:27:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 0.8697, loss: 0.8697 +2023-12-25 04:23:53,688 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:26:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 0.8725, loss: 0.8725 +2023-12-25 04:24:06,304 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-25 04:25:36,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:25:36,853 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9748 +2023-12-25 04:25:36,857 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8014, top5_acc: 0.9748 +2023-12-25 04:26:16,871 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:26:18, time: 0.400, data_time: 0.171, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.7974, loss: 0.7974 +2023-12-25 04:26:39,770 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:25:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 0.7814, loss: 0.7814 +2023-12-25 04:27:02,663 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:25:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.7442, loss: 0.7442 +2023-12-25 04:27:25,559 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:25:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.7993, loss: 0.7993 +2023-12-25 04:27:48,474 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:24:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8192, loss: 0.8192 +2023-12-25 04:28:11,384 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:24:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 0.8561, loss: 0.8561 +2023-12-25 04:28:34,285 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:23:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 0.8550, loss: 0.8550 +2023-12-25 04:28:57,232 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:23:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 0.8214, loss: 0.8214 +2023-12-25 04:29:20,226 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:23:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.8082, loss: 0.8082 +2023-12-25 04:29:43,162 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:22:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 0.8188, loss: 0.8188 +2023-12-25 04:30:06,021 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:22:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 0.8714, loss: 0.8714 +2023-12-25 04:30:28,891 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:21:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 0.8802, loss: 0.8802 +2023-12-25 04:30:51,788 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:21:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 0.9043, loss: 0.9043 +2023-12-25 04:31:14,710 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:21:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.8933, loss: 0.8933 +2023-12-25 04:31:37,569 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:20:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.8057, loss: 0.8057 +2023-12-25 04:32:00,462 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:20:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 0.8276, loss: 0.8276 +2023-12-25 04:32:23,383 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:19:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 0.8662, loss: 0.8662 +2023-12-25 04:32:46,317 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:19:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 0.8673, loss: 0.8673 +2023-12-25 04:33:09,289 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 15:18:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 0.8630, loss: 0.8630 +2023-12-25 04:33:32,105 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 15:18:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.7864, loss: 0.7864 +2023-12-25 04:33:54,909 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 15:18:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.8093, loss: 0.8093 +2023-12-25 04:34:17,799 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 15:17:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.8058, loss: 0.8058 +2023-12-25 04:34:40,784 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 15:17:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 0.7786, loss: 0.7786 +2023-12-25 04:34:53,378 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-25 04:36:23,962 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:36:24,042 - pyskl - INFO - +top1_acc 0.8349 +top5_acc 0.9798 +2023-12-25 04:36:24,046 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8349, top5_acc: 0.9798 +2023-12-25 04:37:04,275 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 15:16:55, time: 0.402, data_time: 0.173, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.7881, loss: 0.7881 +2023-12-25 04:37:27,228 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 15:16:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 0.8276, loss: 0.8276 +2023-12-25 04:37:50,146 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 15:16:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 0.8677, loss: 0.8677 +2023-12-25 04:38:13,067 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 15:15:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.7843, loss: 0.7843 +2023-12-25 04:38:35,984 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 15:15:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 0.7965, loss: 0.7965 +2023-12-25 04:38:58,905 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 15:14:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8633, loss: 0.8633 +2023-12-25 04:39:21,774 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 15:14:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 0.8608, loss: 0.8608 +2023-12-25 04:39:44,660 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 15:14:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8239, loss: 0.8239 +2023-12-25 04:40:07,556 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 15:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.8292, loss: 0.8292 +2023-12-25 04:40:30,411 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 15:13:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 0.8718, loss: 0.8718 +2023-12-25 04:40:53,282 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 15:12:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 0.8055, loss: 0.8055 +2023-12-25 04:41:16,180 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 15:12:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.8158, loss: 0.8158 +2023-12-25 04:41:39,125 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 15:12:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 0.8307, loss: 0.8307 +2023-12-25 04:42:02,201 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 15:11:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 0.8546, loss: 0.8546 +2023-12-25 04:42:25,063 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 15:11:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 0.7775, loss: 0.7775 +2023-12-25 04:42:47,916 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 15:10:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 0.8958, loss: 0.8958 +2023-12-25 04:43:10,834 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 15:10:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 0.8385, loss: 0.8385 +2023-12-25 04:43:33,737 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 15:10:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 0.7954, loss: 0.7954 +2023-12-25 04:43:56,586 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 15:09:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.7894, loss: 0.7894 +2023-12-25 04:44:19,425 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 15:09:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 0.7901, loss: 0.7901 +2023-12-25 04:44:42,262 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 15:08:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 0.8297, loss: 0.8297 +2023-12-25 04:45:05,133 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 15:08:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 0.8309, loss: 0.8309 +2023-12-25 04:45:28,019 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 15:07:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 0.8406, loss: 0.8406 +2023-12-25 04:45:40,592 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-25 04:47:11,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:47:11,560 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9794 +2023-12-25 04:47:11,564 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8347, top5_acc: 0.9794 +2023-12-25 04:47:51,452 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 15:07:31, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.8056, loss: 0.8056 +2023-12-25 04:48:14,374 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 15:07:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.7654, loss: 0.7654 +2023-12-25 04:48:37,182 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 15:06:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.7973, loss: 0.7973 +2023-12-25 04:49:00,023 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 15:06:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 0.7956, loss: 0.7956 +2023-12-25 04:49:22,921 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 15:05:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 0.8109, loss: 0.8109 +2023-12-25 04:49:45,808 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 15:05:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.7738, loss: 0.7738 +2023-12-25 04:50:08,781 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 15:05:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 0.9206, loss: 0.9206 +2023-12-25 04:50:31,795 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 15:04:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 0.7845, loss: 0.7845 +2023-12-25 04:50:54,800 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 15:04:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 0.8565, loss: 0.8565 +2023-12-25 04:51:17,715 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 15:03:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 0.8529, loss: 0.8529 +2023-12-25 04:51:40,643 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 15:03:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 0.8163, loss: 0.8163 +2023-12-25 04:52:03,545 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 15:03:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 0.8096, loss: 0.8096 +2023-12-25 04:52:26,500 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 15:02:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 0.8526, loss: 0.8526 +2023-12-25 04:52:49,432 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 15:02:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 0.9019, loss: 0.9019 +2023-12-25 04:53:12,328 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 15:01:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.8169, loss: 0.8169 +2023-12-25 04:53:35,213 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 15:01:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.7721, loss: 0.7721 +2023-12-25 04:53:58,169 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 15:01:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 0.8622, loss: 0.8622 +2023-12-25 04:54:21,060 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 15:00:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 0.8894, loss: 0.8894 +2023-12-25 04:54:43,907 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 15:00:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 0.8113, loss: 0.8113 +2023-12-25 04:55:06,842 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:59:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 0.8106, loss: 0.8106 +2023-12-25 04:55:29,753 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:59:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 0.8606, loss: 0.8606 +2023-12-25 04:55:52,663 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:59:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8045, loss: 0.8045 +2023-12-25 04:56:15,561 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:58:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 0.8710, loss: 0.8710 +2023-12-25 04:56:28,237 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-25 04:57:58,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:57:58,927 - pyskl - INFO - +top1_acc 0.8001 +top5_acc 0.9704 +2023-12-25 04:57:58,931 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8001, top5_acc: 0.9704 +2023-12-25 04:58:38,588 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:58:09, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 0.8747, loss: 0.8747 +2023-12-25 04:59:01,514 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:57:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.7479, loss: 0.7479 +2023-12-25 04:59:24,454 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:57:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 0.8071, loss: 0.8071 +2023-12-25 04:59:47,414 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:56:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 0.7734, loss: 0.7734 +2023-12-25 05:00:10,398 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:56:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.8140, loss: 0.8140 +2023-12-25 05:00:33,316 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:56:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 0.7839, loss: 0.7839 +2023-12-25 05:00:56,299 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:55:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8230, loss: 0.8230 +2023-12-25 05:01:19,236 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:55:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 0.8468, loss: 0.8468 +2023-12-25 05:01:42,194 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:54:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.7618, loss: 0.7618 +2023-12-25 05:02:05,164 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:54:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.7492, loss: 0.7492 +2023-12-25 05:02:28,119 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:54:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 0.8479, loss: 0.8479 +2023-12-25 05:02:51,105 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:53:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.7960, loss: 0.7960 +2023-12-25 05:03:13,985 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:53:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.8263, loss: 0.8263 +2023-12-25 05:03:36,859 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:52:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 0.7917, loss: 0.7917 +2023-12-25 05:03:59,804 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:52:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.7535, loss: 0.7535 +2023-12-25 05:04:22,838 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:52:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 0.8329, loss: 0.8329 +2023-12-25 05:04:45,948 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:51:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 0.8698, loss: 0.8698 +2023-12-25 05:05:08,884 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:51:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.8588, loss: 0.8588 +2023-12-25 05:05:31,816 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:50:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.7744, loss: 0.7744 +2023-12-25 05:05:54,803 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:50:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 0.8422, loss: 0.8422 +2023-12-25 05:06:17,740 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:50:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 0.8373, loss: 0.8373 +2023-12-25 05:06:40,639 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:49:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 0.8948, loss: 0.8948 +2023-12-25 05:07:03,570 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:49:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 0.8601, loss: 0.8601 +2023-12-25 05:07:16,170 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-25 05:08:46,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:08:46,894 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9818 +2023-12-25 05:08:46,899 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_35.pth was removed +2023-12-25 05:08:47,027 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2023-12-25 05:08:47,027 - pyskl - INFO - Best top1_acc is 0.8468 at 53 epoch. +2023-12-25 05:08:47,032 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8468, top5_acc: 0.9818 +2023-12-25 05:09:27,334 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:48:50, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 0.8293, loss: 0.8293 +2023-12-25 05:09:50,208 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:48:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 0.7992, loss: 0.7992 +2023-12-25 05:10:13,091 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:48:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 0.7722, loss: 0.7722 +2023-12-25 05:10:35,986 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:47:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 0.8373, loss: 0.8373 +2023-12-25 05:10:58,862 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:47:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9494, loss_cls: 0.8502, loss: 0.8502 +2023-12-25 05:11:21,712 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:46:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9625, loss_cls: 0.7637, loss: 0.7637 +2023-12-25 05:11:44,579 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:46:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.7788, loss: 0.7788 +2023-12-25 05:12:07,472 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:46:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7483, loss: 0.7483 +2023-12-25 05:12:30,413 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:45:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 0.7912, loss: 0.7912 +2023-12-25 05:12:53,367 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:45:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.7778, loss: 0.7778 +2023-12-25 05:13:16,382 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:44:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 0.8650, loss: 0.8650 +2023-12-25 05:13:39,444 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:44:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.7873, loss: 0.7873 +2023-12-25 05:14:02,319 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:43:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 0.8056, loss: 0.8056 +2023-12-25 05:14:25,249 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:43:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 0.8415, loss: 0.8415 +2023-12-25 05:14:48,238 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:43:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.8052, loss: 0.8052 +2023-12-25 05:15:11,301 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:42:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8282, loss: 0.8282 +2023-12-25 05:15:34,213 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:42:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 0.8709, loss: 0.8709 +2023-12-25 05:15:57,142 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:41:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.7927, loss: 0.7927 +2023-12-25 05:16:20,009 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:41:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 0.8694, loss: 0.8694 +2023-12-25 05:16:42,964 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:41:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 0.8592, loss: 0.8592 +2023-12-25 05:17:05,825 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:40:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 0.8508, loss: 0.8508 +2023-12-25 05:17:28,676 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:40:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.7482, loss: 0.7482 +2023-12-25 05:17:51,502 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:39:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 0.8369, loss: 0.8369 +2023-12-25 05:18:04,073 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-25 05:19:34,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:19:34,866 - pyskl - INFO - +top1_acc 0.8027 +top5_acc 0.9651 +2023-12-25 05:19:34,870 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8027, top5_acc: 0.9651 +2023-12-25 05:20:14,734 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:39:29, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.7450, loss: 0.7450 +2023-12-25 05:20:37,685 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:39:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 0.7640, loss: 0.7640 +2023-12-25 05:21:00,616 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:38:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.7717, loss: 0.7717 +2023-12-25 05:21:23,581 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:38:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.7477, loss: 0.7477 +2023-12-25 05:21:46,518 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:37:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 0.8466, loss: 0.8466 +2023-12-25 05:22:09,477 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:37:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 0.7984, loss: 0.7984 +2023-12-25 05:22:32,449 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:37:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 0.8474, loss: 0.8474 +2023-12-25 05:22:55,402 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:36:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 0.8064, loss: 0.8064 +2023-12-25 05:23:18,285 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:36:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.7895, loss: 0.7895 +2023-12-25 05:23:41,217 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:35:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 0.8150, loss: 0.8150 +2023-12-25 05:24:04,263 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:35:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 0.8133, loss: 0.8133 +2023-12-25 05:24:27,305 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:35:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7244, loss: 0.7244 +2023-12-25 05:24:50,261 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:34:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.7655, loss: 0.7655 +2023-12-25 05:25:13,190 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:34:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7830, loss: 0.7830 +2023-12-25 05:25:36,229 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:33:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 0.8055, loss: 0.8055 +2023-12-25 05:25:59,184 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:33:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 0.8201, loss: 0.8201 +2023-12-25 05:26:22,086 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:33:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8215, loss: 0.8215 +2023-12-25 05:26:44,990 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:32:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.7809, loss: 0.7809 +2023-12-25 05:27:07,824 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:32:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 0.8212, loss: 0.8212 +2023-12-25 05:27:30,699 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:31:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 0.7944, loss: 0.7944 +2023-12-25 05:27:53,609 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:31:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 0.8487, loss: 0.8487 +2023-12-25 05:28:16,452 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:31:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8560, loss: 0.8560 +2023-12-25 05:28:39,286 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:30:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 0.7729, loss: 0.7729 +2023-12-25 05:28:51,865 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-25 05:30:22,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:30:22,513 - pyskl - INFO - +top1_acc 0.8375 +top5_acc 0.9805 +2023-12-25 05:30:22,517 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8375, top5_acc: 0.9805 +2023-12-25 05:31:02,356 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:30:09, time: 0.398, data_time: 0.169, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.7399, loss: 0.7399 +2023-12-25 05:31:25,292 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:29:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.7154, loss: 0.7154 +2023-12-25 05:31:48,260 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:29:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.7661, loss: 0.7661 +2023-12-25 05:32:11,233 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:28:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.7669, loss: 0.7669 +2023-12-25 05:32:34,121 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:28:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 0.7465, loss: 0.7465 +2023-12-25 05:32:56,981 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:28:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.7897, loss: 0.7897 +2023-12-25 05:33:19,914 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:27:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 0.8548, loss: 0.8548 +2023-12-25 05:33:42,758 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:27:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.7988, loss: 0.7988 +2023-12-25 05:34:05,640 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:26:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 0.8031, loss: 0.8031 +2023-12-25 05:34:28,537 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:26:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 0.8280, loss: 0.8280 +2023-12-25 05:34:51,572 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:26:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.7379, loss: 0.7379 +2023-12-25 05:35:14,505 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:25:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 0.8342, loss: 0.8342 +2023-12-25 05:35:37,419 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:25:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 0.7772, loss: 0.7772 +2023-12-25 05:36:00,361 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:24:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.7741, loss: 0.7741 +2023-12-25 05:36:23,217 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:24:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 0.7966, loss: 0.7966 +2023-12-25 05:36:46,069 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:24:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.8002, loss: 0.8002 +2023-12-25 05:37:08,936 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:23:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.7656, loss: 0.7656 +2023-12-25 05:37:31,812 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:23:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 0.8426, loss: 0.8426 +2023-12-25 05:37:54,685 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:22:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9694, loss_cls: 0.8281, loss: 0.8281 +2023-12-25 05:38:17,568 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:22:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.8265, loss: 0.8265 +2023-12-25 05:38:40,575 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:22:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.7858, loss: 0.7858 +2023-12-25 05:39:03,480 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:21:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 0.8083, loss: 0.8083 +2023-12-25 05:39:26,332 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:21:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 0.8472, loss: 0.8472 +2023-12-25 05:39:38,892 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-25 05:41:09,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:41:09,452 - pyskl - INFO - +top1_acc 0.8077 +top5_acc 0.9742 +2023-12-25 05:41:09,456 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8077, top5_acc: 0.9742 +2023-12-25 05:41:49,301 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:20:49, time: 0.398, data_time: 0.169, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7142, loss: 0.7142 +2023-12-25 05:42:12,167 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:20:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.7735, loss: 0.7735 +2023-12-25 05:42:35,088 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:20:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.7401, loss: 0.7401 +2023-12-25 05:42:57,964 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:19:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 0.7757, loss: 0.7757 +2023-12-25 05:43:20,838 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:19:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.7683, loss: 0.7683 +2023-12-25 05:43:43,729 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:18:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 0.7465, loss: 0.7465 +2023-12-25 05:44:06,654 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:18:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.8262, loss: 0.8262 +2023-12-25 05:44:29,565 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:18:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.7726, loss: 0.7726 +2023-12-25 05:44:52,546 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 14:17:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 0.8472, loss: 0.8472 +2023-12-25 05:45:15,556 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 14:17:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.7521, loss: 0.7521 +2023-12-25 05:45:38,414 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 14:16:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7814, loss: 0.7814 +2023-12-25 05:46:01,361 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 14:16:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 0.8211, loss: 0.8211 +2023-12-25 05:46:24,399 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 14:16:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.7904, loss: 0.7904 +2023-12-25 05:46:47,418 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 14:15:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 0.8391, loss: 0.8391 +2023-12-25 05:47:10,276 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 14:15:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 0.7976, loss: 0.7976 +2023-12-25 05:47:33,170 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 14:14:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.8199, loss: 0.8199 +2023-12-25 05:47:56,107 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 14:14:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8074, loss: 0.8074 +2023-12-25 05:48:19,024 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 14:14:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 0.8226, loss: 0.8226 +2023-12-25 05:48:41,929 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 14:13:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.7733, loss: 0.7733 +2023-12-25 05:49:04,887 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 14:13:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.7796, loss: 0.7796 +2023-12-25 05:49:27,818 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 14:12:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 0.7699, loss: 0.7699 +2023-12-25 05:49:50,800 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 14:12:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.7483, loss: 0.7483 +2023-12-25 05:50:13,806 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 14:12:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.7830, loss: 0.7830 +2023-12-25 05:50:26,424 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-25 05:51:56,773 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:51:56,853 - pyskl - INFO - +top1_acc 0.8338 +top5_acc 0.9807 +2023-12-25 05:51:56,857 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8338, top5_acc: 0.9807 +2023-12-25 05:52:36,829 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 14:11:31, time: 0.400, data_time: 0.171, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 0.7762, loss: 0.7762 +2023-12-25 05:52:59,697 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 14:11:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 0.7951, loss: 0.7951 +2023-12-25 05:53:22,576 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 14:10:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.7452, loss: 0.7452 +2023-12-25 05:53:45,471 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 14:10:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 0.7155, loss: 0.7155 +2023-12-25 05:54:08,396 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 14:09:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.7525, loss: 0.7525 +2023-12-25 05:54:31,294 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 14:09:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.7990, loss: 0.7990 +2023-12-25 05:54:54,202 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 14:09:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 0.8471, loss: 0.8471 +2023-12-25 05:55:17,125 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 14:08:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 0.7694, loss: 0.7694 +2023-12-25 05:55:40,063 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 14:08:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.7775, loss: 0.7775 +2023-12-25 05:56:03,092 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 14:07:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.7176, loss: 0.7176 +2023-12-25 05:56:26,091 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 14:07:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 0.8340, loss: 0.8340 +2023-12-25 05:56:49,078 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 14:07:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 0.7719, loss: 0.7719 +2023-12-25 05:57:12,011 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 14:06:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 0.8272, loss: 0.8272 +2023-12-25 05:57:35,042 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 14:06:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.7545, loss: 0.7545 +2023-12-25 05:57:57,948 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 14:05:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 0.8622, loss: 0.8622 +2023-12-25 05:58:20,858 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 14:05:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 0.7833, loss: 0.7833 +2023-12-25 05:58:43,763 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 14:05:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 0.8049, loss: 0.8049 +2023-12-25 05:59:06,605 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 14:04:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8057, loss: 0.8057 +2023-12-25 05:59:29,451 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 14:04:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.7523, loss: 0.7523 +2023-12-25 05:59:52,300 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 14:03:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9800, loss_cls: 0.7398, loss: 0.7398 +2023-12-25 06:00:15,135 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 14:03:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.7525, loss: 0.7525 +2023-12-25 06:00:38,025 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 14:03:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 0.7826, loss: 0.7826 +2023-12-25 06:01:00,893 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 14:02:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 0.8219, loss: 0.8219 +2023-12-25 06:01:13,537 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-25 06:02:44,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:02:44,543 - pyskl - INFO - +top1_acc 0.8292 +top5_acc 0.9789 +2023-12-25 06:02:44,548 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8292, top5_acc: 0.9789 +2023-12-25 06:03:24,882 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 14:02:13, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.7391, loss: 0.7391 +2023-12-25 06:03:47,767 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 14:01:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.7505, loss: 0.7505 +2023-12-25 06:04:10,563 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 14:01:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.7425, loss: 0.7425 +2023-12-25 06:04:33,413 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 14:01:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.7430, loss: 0.7430 +2023-12-25 06:04:56,294 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 14:00:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 0.7680, loss: 0.7680 +2023-12-25 06:05:19,165 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 14:00:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.7447, loss: 0.7447 +2023-12-25 06:05:42,040 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:59:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 0.8304, loss: 0.8304 +2023-12-25 06:06:04,916 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:59:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.7294, loss: 0.7294 +2023-12-25 06:06:27,881 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:59:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 0.8240, loss: 0.8240 +2023-12-25 06:06:50,809 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:58:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.7811, loss: 0.7811 +2023-12-25 06:07:13,660 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:58:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.7260, loss: 0.7260 +2023-12-25 06:07:36,519 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:57:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 0.7898, loss: 0.7898 +2023-12-25 06:07:59,563 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:57:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.7510, loss: 0.7510 +2023-12-25 06:08:22,512 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:57:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.7285, loss: 0.7285 +2023-12-25 06:08:45,411 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:56:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 0.8621, loss: 0.8621 +2023-12-25 06:09:08,315 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:56:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9619, loss_cls: 0.7528, loss: 0.7528 +2023-12-25 06:09:31,218 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:55:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.7494, loss: 0.7494 +2023-12-25 06:09:54,104 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:55:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.7203, loss: 0.7203 +2023-12-25 06:10:16,972 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:55:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 0.7793, loss: 0.7793 +2023-12-25 06:10:39,826 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:54:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 0.8190, loss: 0.8190 +2023-12-25 06:11:02,690 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:54:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 0.8645, loss: 0.8645 +2023-12-25 06:11:25,629 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:53:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 0.8750, loss: 0.8750 +2023-12-25 06:11:48,528 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:53:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.7862, loss: 0.7862 +2023-12-25 06:12:01,101 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-25 06:13:31,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:13:31,810 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9790 +2023-12-25 06:13:31,815 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8429, top5_acc: 0.9790 +2023-12-25 06:14:12,133 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:52:55, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.7120, loss: 0.7120 +2023-12-25 06:14:35,077 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:52:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.6434, loss: 0.6434 +2023-12-25 06:14:58,148 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:52:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 0.7673, loss: 0.7673 +2023-12-25 06:15:21,044 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:51:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 0.7143, loss: 0.7143 +2023-12-25 06:15:43,866 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:51:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 0.7746, loss: 0.7746 +2023-12-25 06:16:06,708 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:50:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.7557, loss: 0.7557 +2023-12-25 06:16:29,585 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:50:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 0.7973, loss: 0.7973 +2023-12-25 06:16:52,491 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:50:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 0.8347, loss: 0.8347 +2023-12-25 06:17:15,429 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:49:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 0.7782, loss: 0.7782 +2023-12-25 06:17:38,350 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:49:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.7575, loss: 0.7575 +2023-12-25 06:18:01,279 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:48:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7524, loss: 0.7524 +2023-12-25 06:18:24,308 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:48:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.7851, loss: 0.7851 +2023-12-25 06:18:47,211 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:48:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.7764, loss: 0.7764 +2023-12-25 06:19:10,104 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:47:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.7934, loss: 0.7934 +2023-12-25 06:19:32,980 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:47:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 0.8140, loss: 0.8140 +2023-12-25 06:19:55,872 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:46:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.7856, loss: 0.7856 +2023-12-25 06:20:18,742 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:46:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.7763, loss: 0.7763 +2023-12-25 06:20:41,554 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:46:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 0.8434, loss: 0.8434 +2023-12-25 06:21:04,387 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:45:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.7104, loss: 0.7104 +2023-12-25 06:21:27,276 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:45:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.8281, loss: 0.8281 +2023-12-25 06:21:50,212 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:44:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.7679, loss: 0.7679 +2023-12-25 06:22:13,133 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:44:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.7832, loss: 0.7832 +2023-12-25 06:22:36,069 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:44:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.7734, loss: 0.7734 +2023-12-25 06:22:48,685 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-25 06:24:19,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:24:19,715 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9839 +2023-12-25 06:24:19,719 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8458, top5_acc: 0.9839 +2023-12-25 06:24:59,599 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:43:37, time: 0.399, data_time: 0.170, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7182, loss: 0.7182 +2023-12-25 06:25:22,458 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:43:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.7121, loss: 0.7121 +2023-12-25 06:25:45,382 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:42:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.7834, loss: 0.7834 +2023-12-25 06:26:08,296 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:42:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.7833, loss: 0.7833 +2023-12-25 06:26:31,200 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:42:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9750, loss_cls: 0.7844, loss: 0.7844 +2023-12-25 06:26:54,142 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:41:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 0.7357, loss: 0.7357 +2023-12-25 06:27:17,085 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:41:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.7579, loss: 0.7579 +2023-12-25 06:27:40,110 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:40:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.7760, loss: 0.7760 +2023-12-25 06:28:03,079 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:40:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 0.7643, loss: 0.7643 +2023-12-25 06:28:26,021 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:40:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.8115, loss: 0.8115 +2023-12-25 06:28:48,994 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:39:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 0.7843, loss: 0.7843 +2023-12-25 06:29:11,992 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:39:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 0.7911, loss: 0.7911 +2023-12-25 06:29:34,902 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:38:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7352, loss: 0.7352 +2023-12-25 06:29:57,848 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:38:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 0.7862, loss: 0.7862 +2023-12-25 06:30:20,813 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:38:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 0.7526, loss: 0.7526 +2023-12-25 06:30:43,645 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:37:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 0.8560, loss: 0.8560 +2023-12-25 06:31:06,451 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:37:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.7958, loss: 0.7958 +2023-12-25 06:31:29,247 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:36:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.7739, loss: 0.7739 +2023-12-25 06:31:52,047 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:36:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.7774, loss: 0.7774 +2023-12-25 06:32:14,961 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:36:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 0.7841, loss: 0.7841 +2023-12-25 06:32:37,811 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:35:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.7328, loss: 0.7328 +2023-12-25 06:33:00,662 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:35:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 0.8017, loss: 0.8017 +2023-12-25 06:33:23,581 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:34:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.7213, loss: 0.7213 +2023-12-25 06:33:36,201 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-25 06:35:07,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:35:07,254 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9812 +2023-12-25 06:35:07,258 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8438, top5_acc: 0.9812 +2023-12-25 06:35:47,739 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:34:21, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 0.7945, loss: 0.7945 +2023-12-25 06:36:10,619 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:33:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.7073, loss: 0.7073 +2023-12-25 06:36:33,518 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:33:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.7735, loss: 0.7735 +2023-12-25 06:36:56,378 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:33:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 0.7683, loss: 0.7683 +2023-12-25 06:37:19,251 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:32:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.6989, loss: 0.6989 +2023-12-25 06:37:42,213 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:32:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.7362, loss: 0.7362 +2023-12-25 06:38:05,137 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:31:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 0.7457, loss: 0.7457 +2023-12-25 06:38:28,128 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:31:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.7762, loss: 0.7762 +2023-12-25 06:38:51,032 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:31:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.7554, loss: 0.7554 +2023-12-25 06:39:13,958 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:30:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.7799, loss: 0.7799 +2023-12-25 06:39:36,999 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:30:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.7784, loss: 0.7784 +2023-12-25 06:40:00,004 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:29:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.7332, loss: 0.7332 +2023-12-25 06:40:22,899 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:29:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 0.8014, loss: 0.8014 +2023-12-25 06:40:45,800 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:29:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 0.7523, loss: 0.7523 +2023-12-25 06:41:08,776 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:28:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 0.7838, loss: 0.7838 +2023-12-25 06:41:31,602 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:28:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.7992, loss: 0.7992 +2023-12-25 06:41:54,409 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:27:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 0.8134, loss: 0.8134 +2023-12-25 06:42:17,278 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:27:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 0.7787, loss: 0.7787 +2023-12-25 06:42:40,159 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:27:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 0.7525, loss: 0.7525 +2023-12-25 06:43:03,013 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:26:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7019, loss: 0.7019 +2023-12-25 06:43:25,883 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:26:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.7810, loss: 0.7810 +2023-12-25 06:43:48,770 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:25:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 0.8228, loss: 0.8228 +2023-12-25 06:44:11,641 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:25:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 0.7180, loss: 0.7180 +2023-12-25 06:44:24,294 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-25 06:45:55,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:45:55,401 - pyskl - INFO - +top1_acc 0.8419 +top5_acc 0.9849 +2023-12-25 06:45:55,406 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8419, top5_acc: 0.9849 +2023-12-25 06:46:35,283 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:25:04, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.6619, loss: 0.6619 +2023-12-25 06:46:58,168 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:24:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.7077, loss: 0.7077 +2023-12-25 06:47:21,058 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:24:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 0.7822, loss: 0.7822 +2023-12-25 06:47:43,970 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:23:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.6831, loss: 0.6831 +2023-12-25 06:48:06,922 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:23:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 0.8106, loss: 0.8106 +2023-12-25 06:48:29,860 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:23:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.7520, loss: 0.7520 +2023-12-25 06:48:52,847 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:22:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 0.6936, loss: 0.6936 +2023-12-25 06:49:15,720 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:22:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 0.7802, loss: 0.7802 +2023-12-25 06:49:38,593 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:21:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 0.7773, loss: 0.7773 +2023-12-25 06:50:01,489 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:21:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.7325, loss: 0.7325 +2023-12-25 06:50:24,489 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:21:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.6972, loss: 0.6972 +2023-12-25 06:50:47,431 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:20:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.7172, loss: 0.7172 +2023-12-25 06:51:10,378 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:20:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 0.7913, loss: 0.7913 +2023-12-25 06:51:33,394 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:19:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.7209, loss: 0.7209 +2023-12-25 06:51:56,429 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:19:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.7712, loss: 0.7712 +2023-12-25 06:52:19,307 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:19:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.8139, loss: 0.8139 +2023-12-25 06:52:42,162 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:18:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.7597, loss: 0.7597 +2023-12-25 06:53:05,001 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:18:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 0.8103, loss: 0.8103 +2023-12-25 06:53:27,828 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:17:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 0.8113, loss: 0.8113 +2023-12-25 06:53:50,685 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:17:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.7225, loss: 0.7225 +2023-12-25 06:54:13,591 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:17:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.7061, loss: 0.7061 +2023-12-25 06:54:36,452 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 13:16:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.7707, loss: 0.7707 +2023-12-25 06:54:59,384 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 13:16:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.7659, loss: 0.7659 +2023-12-25 06:55:11,993 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-25 06:56:43,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:56:43,160 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9755 +2023-12-25 06:56:43,165 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8063, top5_acc: 0.9755 +2023-12-25 06:57:23,628 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 13:15:48, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.6790, loss: 0.6790 +2023-12-25 06:57:46,533 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 13:15:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.7314, loss: 0.7314 +2023-12-25 06:58:09,427 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 13:15:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.7101, loss: 0.7101 +2023-12-25 06:58:32,332 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 13:14:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9806, loss_cls: 0.7479, loss: 0.7479 +2023-12-25 06:58:55,234 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 13:14:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.7561, loss: 0.7561 +2023-12-25 06:59:18,189 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 13:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.7685, loss: 0.7685 +2023-12-25 06:59:41,136 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 13:13:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.7442, loss: 0.7442 +2023-12-25 07:00:04,035 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 13:13:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.7619, loss: 0.7619 +2023-12-25 07:00:27,044 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 13:12:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.7231, loss: 0.7231 +2023-12-25 07:00:50,102 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 13:12:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.7570, loss: 0.7570 +2023-12-25 07:01:13,093 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 13:11:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.7567, loss: 0.7567 +2023-12-25 07:01:36,031 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 13:11:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 0.7713, loss: 0.7713 +2023-12-25 07:01:59,001 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 13:11:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.7317, loss: 0.7317 +2023-12-25 07:02:21,913 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 13:10:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.7023, loss: 0.7023 +2023-12-25 07:02:44,842 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 13:10:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.7593, loss: 0.7593 +2023-12-25 07:03:07,773 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 13:09:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.7915, loss: 0.7915 +2023-12-25 07:03:30,668 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 13:09:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.7160, loss: 0.7160 +2023-12-25 07:03:53,602 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 13:09:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.7717, loss: 0.7717 +2023-12-25 07:04:16,545 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 13:08:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 0.7524, loss: 0.7524 +2023-12-25 07:04:39,434 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 13:08:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.7407, loss: 0.7407 +2023-12-25 07:05:02,261 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 13:07:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 0.8052, loss: 0.8052 +2023-12-25 07:05:25,150 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 13:07:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.7832, loss: 0.7832 +2023-12-25 07:05:48,079 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 13:07:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.7468, loss: 0.7468 +2023-12-25 07:06:00,676 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-25 07:07:31,288 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:07:31,368 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9839 +2023-12-25 07:07:31,372 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_53.pth was removed +2023-12-25 07:07:31,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2023-12-25 07:07:31,498 - pyskl - INFO - Best top1_acc is 0.8516 at 64 epoch. +2023-12-25 07:07:31,502 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8516, top5_acc: 0.9839 +2023-12-25 07:08:11,339 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 13:06:32, time: 0.398, data_time: 0.169, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.6801, loss: 0.6801 +2023-12-25 07:08:34,186 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 13:06:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.7087, loss: 0.7087 +2023-12-25 07:08:57,063 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 13:05:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.7911, loss: 0.7911 +2023-12-25 07:09:19,936 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 13:05:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 0.7342, loss: 0.7342 +2023-12-25 07:09:42,824 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 13:04:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7254, loss: 0.7254 +2023-12-25 07:10:05,798 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 13:04:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7448, loss: 0.7448 +2023-12-25 07:10:28,794 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 13:04:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.7226, loss: 0.7226 +2023-12-25 07:10:51,738 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 13:03:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.7724, loss: 0.7724 +2023-12-25 07:11:14,672 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 13:03:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.7005, loss: 0.7005 +2023-12-25 07:11:37,648 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 13:02:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.7022, loss: 0.7022 +2023-12-25 07:12:00,562 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 13:02:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 0.7965, loss: 0.7965 +2023-12-25 07:12:23,509 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 13:02:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.7722, loss: 0.7722 +2023-12-25 07:12:46,403 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 13:01:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7339, loss: 0.7339 +2023-12-25 07:13:09,267 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 13:01:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7294, loss: 0.7294 +2023-12-25 07:13:32,160 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 13:00:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7341, loss: 0.7341 +2023-12-25 07:13:55,060 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 13:00:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 0.7609, loss: 0.7609 +2023-12-25 07:14:17,956 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 13:00:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 0.7411, loss: 0.7411 +2023-12-25 07:14:40,861 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:59:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 0.7510, loss: 0.7510 +2023-12-25 07:15:03,774 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:59:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.7036, loss: 0.7036 +2023-12-25 07:15:26,689 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:58:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.7474, loss: 0.7474 +2023-12-25 07:15:49,632 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:58:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.6969, loss: 0.6969 +2023-12-25 07:16:12,558 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:58:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.7271, loss: 0.7271 +2023-12-25 07:16:35,487 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:57:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 0.8090, loss: 0.8090 +2023-12-25 07:16:48,120 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-25 07:18:18,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:18:18,649 - pyskl - INFO - +top1_acc 0.8520 +top5_acc 0.9827 +2023-12-25 07:18:18,652 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_64.pth was removed +2023-12-25 07:18:18,775 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2023-12-25 07:18:18,775 - pyskl - INFO - Best top1_acc is 0.8520 at 65 epoch. +2023-12-25 07:18:18,779 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8520, top5_acc: 0.9827 +2023-12-25 07:18:59,427 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:57:18, time: 0.406, data_time: 0.175, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 0.6907, loss: 0.6907 +2023-12-25 07:19:22,349 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:56:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7092, loss: 0.7092 +2023-12-25 07:19:45,345 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:56:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.7253, loss: 0.7253 +2023-12-25 07:20:08,218 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:56:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.7636, loss: 0.7636 +2023-12-25 07:20:31,115 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:55:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 0.6899, loss: 0.6899 +2023-12-25 07:20:54,045 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:55:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.6756, loss: 0.6756 +2023-12-25 07:21:16,954 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:54:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 0.7177, loss: 0.7177 +2023-12-25 07:21:39,890 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:54:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.6762, loss: 0.6762 +2023-12-25 07:22:02,808 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:54:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7395, loss: 0.7395 +2023-12-25 07:22:25,785 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:53:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.7745, loss: 0.7745 +2023-12-25 07:22:48,689 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:53:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 0.7297, loss: 0.7297 +2023-12-25 07:23:11,600 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:52:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.7138, loss: 0.7138 +2023-12-25 07:23:34,543 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:52:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.7419, loss: 0.7419 +2023-12-25 07:23:57,457 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:52:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.6807, loss: 0.6807 +2023-12-25 07:24:20,387 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:51:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 0.7527, loss: 0.7527 +2023-12-25 07:24:43,344 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:51:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.7090, loss: 0.7090 +2023-12-25 07:25:06,211 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:50:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 0.7878, loss: 0.7878 +2023-12-25 07:25:29,083 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:50:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.8115, loss: 0.8115 +2023-12-25 07:25:51,956 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:50:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 0.7543, loss: 0.7543 +2023-12-25 07:26:14,820 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:49:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.6686, loss: 0.6686 +2023-12-25 07:26:37,760 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:49:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.7318, loss: 0.7318 +2023-12-25 07:27:00,804 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:48:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.7483, loss: 0.7483 +2023-12-25 07:27:23,795 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:48:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7291, loss: 0.7291 +2023-12-25 07:27:36,443 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-25 07:29:07,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:29:07,522 - pyskl - INFO - +top1_acc 0.8557 +top5_acc 0.9842 +2023-12-25 07:29:07,526 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_65.pth was removed +2023-12-25 07:29:07,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-25 07:29:07,648 - pyskl - INFO - Best top1_acc is 0.8557 at 66 epoch. +2023-12-25 07:29:07,652 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8557, top5_acc: 0.9842 +2023-12-25 07:29:48,368 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:48:04, time: 0.407, data_time: 0.177, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 0.6575, loss: 0.6575 +2023-12-25 07:30:11,211 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:47:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.7413, loss: 0.7413 +2023-12-25 07:30:34,064 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:47:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.7266, loss: 0.7266 +2023-12-25 07:30:56,925 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:46:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.7476, loss: 0.7476 +2023-12-25 07:31:19,850 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:46:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.6876, loss: 0.6876 +2023-12-25 07:31:42,890 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:46:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.7039, loss: 0.7039 +2023-12-25 07:32:05,918 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:45:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.7296, loss: 0.7296 +2023-12-25 07:32:28,886 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:45:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.7516, loss: 0.7516 +2023-12-25 07:32:51,822 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:44:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.7458, loss: 0.7458 +2023-12-25 07:33:14,720 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:44:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.7134, loss: 0.7134 +2023-12-25 07:33:37,714 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.7383, loss: 0.7383 +2023-12-25 07:34:00,696 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:43:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 0.8051, loss: 0.8051 +2023-12-25 07:34:23,654 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:43:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 0.7850, loss: 0.7850 +2023-12-25 07:34:46,603 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:42:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.7490, loss: 0.7490 +2023-12-25 07:35:09,485 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:42:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 0.6636, loss: 0.6636 +2023-12-25 07:35:32,403 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:42:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 0.7524, loss: 0.7524 +2023-12-25 07:35:55,355 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:41:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.7307, loss: 0.7307 +2023-12-25 07:36:18,376 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:41:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9600, loss_cls: 0.7763, loss: 0.7763 +2023-12-25 07:36:41,361 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:40:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.6982, loss: 0.6982 +2023-12-25 07:37:04,286 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:40:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 0.8194, loss: 0.8194 +2023-12-25 07:37:27,201 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:40:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.7214, loss: 0.7214 +2023-12-25 07:37:50,093 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:39:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.7136, loss: 0.7136 +2023-12-25 07:38:12,973 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:39:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.7952, loss: 0.7952 +2023-12-25 07:38:25,648 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-25 07:39:56,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:39:56,809 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9824 +2023-12-25 07:39:56,814 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8482, top5_acc: 0.9824 +2023-12-25 07:40:36,999 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:38:50, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.6661, loss: 0.6661 +2023-12-25 07:40:59,986 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:38:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.7277, loss: 0.7277 +2023-12-25 07:41:22,883 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:38:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.6700, loss: 0.6700 +2023-12-25 07:41:45,807 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:37:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.6922, loss: 0.6922 +2023-12-25 07:42:08,699 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:37:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.7294, loss: 0.7294 +2023-12-25 07:42:31,610 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:36:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.7176, loss: 0.7176 +2023-12-25 07:42:54,498 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:36:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 0.7574, loss: 0.7574 +2023-12-25 07:43:17,425 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:36:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 0.7604, loss: 0.7604 +2023-12-25 07:43:40,346 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:35:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.7249, loss: 0.7249 +2023-12-25 07:44:03,438 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:35:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 0.6931, loss: 0.6931 +2023-12-25 07:44:26,462 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:34:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 0.7060, loss: 0.7060 +2023-12-25 07:44:49,425 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:34:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.7454, loss: 0.7454 +2023-12-25 07:45:12,400 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:34:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 0.7275, loss: 0.7275 +2023-12-25 07:45:35,364 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:33:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 0.7249, loss: 0.7249 +2023-12-25 07:45:58,318 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:33:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.7308, loss: 0.7308 +2023-12-25 07:46:21,239 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:32:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.6996, loss: 0.6996 +2023-12-25 07:46:44,145 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:32:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.6803, loss: 0.6803 +2023-12-25 07:47:07,023 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:32:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 0.7929, loss: 0.7929 +2023-12-25 07:47:29,849 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:31:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.7437, loss: 0.7437 +2023-12-25 07:47:52,675 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:31:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.7436, loss: 0.7436 +2023-12-25 07:48:15,559 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:30:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.7282, loss: 0.7282 +2023-12-25 07:48:38,417 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:30:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.7302, loss: 0.7302 +2023-12-25 07:49:01,307 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:30:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.7259, loss: 0.7259 +2023-12-25 07:49:13,926 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-25 07:50:44,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:50:44,529 - pyskl - INFO - +top1_acc 0.8726 +top5_acc 0.9880 +2023-12-25 07:50:44,533 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_66.pth was removed +2023-12-25 07:50:44,660 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-25 07:50:44,661 - pyskl - INFO - Best top1_acc is 0.8726 at 68 epoch. +2023-12-25 07:50:44,666 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8726, top5_acc: 0.9880 +2023-12-25 07:51:24,892 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:29:36, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.6668, loss: 0.6668 +2023-12-25 07:51:47,843 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:29:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.6011, loss: 0.6011 +2023-12-25 07:52:10,891 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:28:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.7088, loss: 0.7088 +2023-12-25 07:52:33,968 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:28:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 0.6323, loss: 0.6323 +2023-12-25 07:52:56,957 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:28:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.7376, loss: 0.7376 +2023-12-25 07:53:19,961 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:27:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.7468, loss: 0.7468 +2023-12-25 07:53:42,913 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:27:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.6909, loss: 0.6909 +2023-12-25 07:54:05,847 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:26:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.7318, loss: 0.7318 +2023-12-25 07:54:28,787 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:26:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.7190, loss: 0.7190 +2023-12-25 07:54:51,768 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:26:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.6903, loss: 0.6903 +2023-12-25 07:55:14,675 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:25:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.6955, loss: 0.6955 +2023-12-25 07:55:37,584 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:25:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.6944, loss: 0.6944 +2023-12-25 07:56:00,442 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:24:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.7594, loss: 0.7594 +2023-12-25 07:56:23,301 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:24:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.7475, loss: 0.7475 +2023-12-25 07:56:46,120 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:24:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 0.7478, loss: 0.7478 +2023-12-25 07:57:08,974 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:23:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.7364, loss: 0.7364 +2023-12-25 07:57:31,905 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:23:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 0.7449, loss: 0.7449 +2023-12-25 07:57:54,799 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:22:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7514, loss: 0.7514 +2023-12-25 07:58:17,715 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:22:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.6803, loss: 0.6803 +2023-12-25 07:58:40,624 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:22:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.7344, loss: 0.7344 +2023-12-25 07:59:03,504 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:21:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.6968, loss: 0.6968 +2023-12-25 07:59:26,398 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:21:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 0.7430, loss: 0.7430 +2023-12-25 07:59:49,301 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:20:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 0.7454, loss: 0.7454 +2023-12-25 08:00:01,862 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-25 08:01:32,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:01:32,662 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9868 +2023-12-25 08:01:32,666 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8645, top5_acc: 0.9868 +2023-12-25 08:02:13,377 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:20:23, time: 0.407, data_time: 0.177, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6013, loss: 0.6013 +2023-12-25 08:02:36,253 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:19:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.6706, loss: 0.6706 +2023-12-25 08:02:59,358 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:19:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.6754, loss: 0.6754 +2023-12-25 08:03:22,402 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:19:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.7357, loss: 0.7357 +2023-12-25 08:03:45,334 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:18:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 0.6880, loss: 0.6880 +2023-12-25 08:04:08,206 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:18:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.6920, loss: 0.6920 +2023-12-25 08:04:31,227 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:18:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.7118, loss: 0.7118 +2023-12-25 08:04:54,212 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:17:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.7875, loss: 0.7875 +2023-12-25 08:05:17,113 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:17:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.6636, loss: 0.6636 +2023-12-25 08:05:39,990 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:16:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.7044, loss: 0.7044 +2023-12-25 08:06:02,874 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:16:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.6788, loss: 0.6788 +2023-12-25 08:06:25,774 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:16:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.6672, loss: 0.6672 +2023-12-25 08:06:48,712 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 12:15:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.7091, loss: 0.7091 +2023-12-25 08:07:11,705 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 12:15:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.7599, loss: 0.7599 +2023-12-25 08:07:34,649 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 12:14:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.7296, loss: 0.7296 +2023-12-25 08:07:57,586 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 12:14:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.6914, loss: 0.6914 +2023-12-25 08:08:20,448 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 12:14:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.6970, loss: 0.6970 +2023-12-25 08:08:43,299 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 12:13:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.7276, loss: 0.7276 +2023-12-25 08:09:06,146 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 12:13:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 0.7041, loss: 0.7041 +2023-12-25 08:09:28,984 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 12:12:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 0.7457, loss: 0.7457 +2023-12-25 08:09:51,974 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 12:12:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.6985, loss: 0.6985 +2023-12-25 08:10:14,884 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 12:12:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7320, loss: 0.7320 +2023-12-25 08:10:37,834 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 12:11:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.7652, loss: 0.7652 +2023-12-25 08:10:50,428 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-25 08:12:21,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:12:21,251 - pyskl - INFO - +top1_acc 0.8599 +top5_acc 0.9827 +2023-12-25 08:12:21,255 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8599, top5_acc: 0.9827 +2023-12-25 08:13:01,445 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 12:11:09, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.6466, loss: 0.6466 +2023-12-25 08:13:24,302 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 12:10:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.6832, loss: 0.6832 +2023-12-25 08:13:47,215 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 12:10:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.6205, loss: 0.6205 +2023-12-25 08:14:10,108 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 12:09:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.7384, loss: 0.7384 +2023-12-25 08:14:32,950 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 12:09:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.7180, loss: 0.7180 +2023-12-25 08:14:55,829 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 12:09:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.6753, loss: 0.6753 +2023-12-25 08:15:18,861 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 12:08:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.6391, loss: 0.6391 +2023-12-25 08:15:41,829 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 12:08:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.6432, loss: 0.6432 +2023-12-25 08:16:04,744 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 12:07:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.6774, loss: 0.6774 +2023-12-25 08:16:27,641 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 12:07:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.7187, loss: 0.7187 +2023-12-25 08:16:50,522 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 12:07:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9625, loss_cls: 0.7355, loss: 0.7355 +2023-12-25 08:17:13,407 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 12:06:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 0.6931, loss: 0.6931 +2023-12-25 08:17:36,279 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 12:06:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.7040, loss: 0.7040 +2023-12-25 08:17:59,168 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 12:06:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7262, loss: 0.7262 +2023-12-25 08:18:22,032 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 12:05:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.7100, loss: 0.7100 +2023-12-25 08:18:44,852 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 12:05:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.7373, loss: 0.7373 +2023-12-25 08:19:07,711 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 12:04:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.7485, loss: 0.7485 +2023-12-25 08:19:30,577 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 12:04:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.7455, loss: 0.7455 +2023-12-25 08:19:53,514 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 12:04:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.7238, loss: 0.7238 +2023-12-25 08:20:16,439 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 12:03:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.7512, loss: 0.7512 +2023-12-25 08:20:39,398 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 12:03:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.7240, loss: 0.7240 +2023-12-25 08:21:02,304 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 12:02:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.7290, loss: 0.7290 +2023-12-25 08:21:25,189 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 12:02:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9663, loss_cls: 0.7231, loss: 0.7231 +2023-12-25 08:21:37,733 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-25 08:23:08,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:23:08,486 - pyskl - INFO - +top1_acc 0.8545 +top5_acc 0.9838 +2023-12-25 08:23:08,490 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8545, top5_acc: 0.9838 +2023-12-25 08:23:48,965 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 12:01:56, time: 0.405, data_time: 0.174, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.6511, loss: 0.6511 +2023-12-25 08:24:11,929 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 12:01:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6533, loss: 0.6533 +2023-12-25 08:24:34,838 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 12:01:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.6627, loss: 0.6627 +2023-12-25 08:24:57,709 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 12:00:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.6893, loss: 0.6893 +2023-12-25 08:25:20,567 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 12:00:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.7179, loss: 0.7179 +2023-12-25 08:25:43,450 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:59:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.6481, loss: 0.6481 +2023-12-25 08:26:06,430 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:59:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.6932, loss: 0.6932 +2023-12-25 08:26:29,256 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:59:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.6715, loss: 0.6715 +2023-12-25 08:26:52,065 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:58:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.6698, loss: 0.6698 +2023-12-25 08:27:14,908 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:58:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 0.6971, loss: 0.6971 +2023-12-25 08:27:37,785 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:57:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.6705, loss: 0.6705 +2023-12-25 08:28:00,667 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:57:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.6419, loss: 0.6419 +2023-12-25 08:28:23,561 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:57:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.7046, loss: 0.7046 +2023-12-25 08:28:46,405 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:56:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.7009, loss: 0.7009 +2023-12-25 08:29:09,244 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:56:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.7155, loss: 0.7155 +2023-12-25 08:29:32,134 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:55:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 0.7305, loss: 0.7305 +2023-12-25 08:29:55,030 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:55:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.6726, loss: 0.6726 +2023-12-25 08:30:17,933 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:55:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.7103, loss: 0.7103 +2023-12-25 08:30:40,815 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:54:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.6411, loss: 0.6411 +2023-12-25 08:31:03,696 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:54:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.6791, loss: 0.6791 +2023-12-25 08:31:26,559 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:54:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.7277, loss: 0.7277 +2023-12-25 08:31:49,430 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:53:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.7123, loss: 0.7123 +2023-12-25 08:32:12,297 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:53:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.6898, loss: 0.6898 +2023-12-25 08:32:24,922 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-25 08:33:55,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:33:55,756 - pyskl - INFO - +top1_acc 0.8400 +top5_acc 0.9828 +2023-12-25 08:33:55,760 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8400, top5_acc: 0.9828 +2023-12-25 08:34:36,360 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:52:42, time: 0.406, data_time: 0.177, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.6951, loss: 0.6951 +2023-12-25 08:34:59,419 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:52:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.6667, loss: 0.6667 +2023-12-25 08:35:22,308 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:51:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.6685, loss: 0.6685 +2023-12-25 08:35:45,187 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:51:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.6769, loss: 0.6769 +2023-12-25 08:36:08,054 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:51:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.6722, loss: 0.6722 +2023-12-25 08:36:31,025 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:50:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.6427, loss: 0.6427 +2023-12-25 08:36:53,966 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:50:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.6485, loss: 0.6485 +2023-12-25 08:37:16,867 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:49:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 0.7326, loss: 0.7326 +2023-12-25 08:37:39,787 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:49:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.7304, loss: 0.7304 +2023-12-25 08:38:02,724 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:49:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.6816, loss: 0.6816 +2023-12-25 08:38:25,643 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:48:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 0.6843, loss: 0.6843 +2023-12-25 08:38:48,541 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:48:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.6806, loss: 0.6806 +2023-12-25 08:39:11,417 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:47:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.6693, loss: 0.6693 +2023-12-25 08:39:34,307 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:47:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 0.7737, loss: 0.7737 +2023-12-25 08:39:57,195 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:47:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.6716, loss: 0.6716 +2023-12-25 08:40:20,074 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:46:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.7041, loss: 0.7041 +2023-12-25 08:40:42,979 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:46:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.6896, loss: 0.6896 +2023-12-25 08:41:05,870 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:45:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6876, loss: 0.6876 +2023-12-25 08:41:28,732 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:45:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 0.6770, loss: 0.6770 +2023-12-25 08:41:51,589 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:45:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.6361, loss: 0.6361 +2023-12-25 08:42:14,491 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:44:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.7523, loss: 0.7523 +2023-12-25 08:42:37,377 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:44:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.7015, loss: 0.7015 +2023-12-25 08:43:00,204 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:44:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6687, loss: 0.6687 +2023-12-25 08:43:12,849 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-25 08:44:44,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:44:44,136 - pyskl - INFO - +top1_acc 0.8499 +top5_acc 0.9870 +2023-12-25 08:44:44,141 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8499, top5_acc: 0.9870 +2023-12-25 08:45:24,696 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:43:29, time: 0.406, data_time: 0.174, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.6831, loss: 0.6831 +2023-12-25 08:45:47,665 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:43:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 0.6217, loss: 0.6217 +2023-12-25 08:46:10,616 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:42:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 0.6334, loss: 0.6334 +2023-12-25 08:46:33,557 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:42:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6590, loss: 0.6590 +2023-12-25 08:46:56,675 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:41:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.6819, loss: 0.6819 +2023-12-25 08:47:19,694 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:41:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.6771, loss: 0.6771 +2023-12-25 08:47:42,716 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:41:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.6645, loss: 0.6645 +2023-12-25 08:48:05,627 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:40:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.6592, loss: 0.6592 +2023-12-25 08:48:28,517 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:40:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.6624, loss: 0.6624 +2023-12-25 08:48:51,439 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:39:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6088, loss: 0.6088 +2023-12-25 08:49:14,331 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:39:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.7092, loss: 0.7092 +2023-12-25 08:49:37,250 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:39:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.6663, loss: 0.6663 +2023-12-25 08:50:00,163 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:38:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 0.7462, loss: 0.7462 +2023-12-25 08:50:23,062 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:38:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.7001, loss: 0.7001 +2023-12-25 08:50:45,951 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:37:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 0.6753, loss: 0.6753 +2023-12-25 08:51:08,836 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:37:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.6731, loss: 0.6731 +2023-12-25 08:51:31,781 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:37:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.6474, loss: 0.6474 +2023-12-25 08:51:54,715 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:36:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.6987, loss: 0.6987 +2023-12-25 08:52:17,631 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:36:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.6888, loss: 0.6888 +2023-12-25 08:52:40,541 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:35:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.6606, loss: 0.6606 +2023-12-25 08:53:03,476 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:35:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.7101, loss: 0.7101 +2023-12-25 08:53:26,412 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:35:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.7092, loss: 0.7092 +2023-12-25 08:53:49,387 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:34:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.6613, loss: 0.6613 +2023-12-25 08:54:02,001 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-25 08:55:32,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:55:32,441 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9864 +2023-12-25 08:55:32,445 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8597, top5_acc: 0.9864 +2023-12-25 08:56:12,420 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:34:17, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.6448, loss: 0.6448 +2023-12-25 08:56:35,355 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:33:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.6207, loss: 0.6207 +2023-12-25 08:56:58,230 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:33:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.6145, loss: 0.6145 +2023-12-25 08:57:21,134 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:33:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.6264, loss: 0.6264 +2023-12-25 08:57:44,236 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:32:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.7332, loss: 0.7332 +2023-12-25 08:58:07,164 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:32:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.5980, loss: 0.5980 +2023-12-25 08:58:30,035 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:31:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.6695, loss: 0.6695 +2023-12-25 08:58:52,898 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:31:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.6932, loss: 0.6932 +2023-12-25 08:59:15,770 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:31:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.6563, loss: 0.6563 +2023-12-25 08:59:38,612 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:30:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6453, loss: 0.6453 +2023-12-25 09:00:01,511 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:30:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.6784, loss: 0.6784 +2023-12-25 09:00:24,409 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:29:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.6777, loss: 0.6777 +2023-12-25 09:00:47,326 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:29:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 0.6934, loss: 0.6934 +2023-12-25 09:01:10,211 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:29:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 0.7130, loss: 0.7130 +2023-12-25 09:01:33,081 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:28:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5961, loss: 0.5961 +2023-12-25 09:01:55,949 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:28:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.6986, loss: 0.6986 +2023-12-25 09:02:18,868 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:27:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.6527, loss: 0.6527 +2023-12-25 09:02:41,783 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:27:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.6833, loss: 0.6833 +2023-12-25 09:03:04,701 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:27:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.6925, loss: 0.6925 +2023-12-25 09:03:27,609 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:26:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 0.6643, loss: 0.6643 +2023-12-25 09:03:50,542 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:26:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.6924, loss: 0.6924 +2023-12-25 09:04:13,454 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:25:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6502, loss: 0.6502 +2023-12-25 09:04:36,328 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:25:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 0.7008, loss: 0.7008 +2023-12-25 09:04:48,935 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-25 09:06:19,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:06:19,938 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9804 +2023-12-25 09:06:19,943 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8310, top5_acc: 0.9804 +2023-12-25 09:07:00,750 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:25:05, time: 0.408, data_time: 0.179, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.6407, loss: 0.6407 +2023-12-25 09:07:23,744 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:24:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.6491, loss: 0.6491 +2023-12-25 09:07:46,741 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:24:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.5814, loss: 0.5814 +2023-12-25 09:08:09,818 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:23:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.5841, loss: 0.5841 +2023-12-25 09:08:33,049 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:23:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.6682, loss: 0.6682 +2023-12-25 09:08:55,971 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:23:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.6776, loss: 0.6776 +2023-12-25 09:09:18,862 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:22:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.6179, loss: 0.6179 +2023-12-25 09:09:41,746 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:22:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6727, loss: 0.6727 +2023-12-25 09:10:04,652 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:21:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.7001, loss: 0.7001 +2023-12-25 09:10:27,534 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:21:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 0.6783, loss: 0.6783 +2023-12-25 09:10:50,523 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:21:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.6367, loss: 0.6367 +2023-12-25 09:11:13,413 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:20:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6534, loss: 0.6534 +2023-12-25 09:11:36,299 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:20:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.6519, loss: 0.6519 +2023-12-25 09:11:59,224 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:19:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.6540, loss: 0.6540 +2023-12-25 09:12:22,108 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:19:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 0.6680, loss: 0.6680 +2023-12-25 09:12:45,012 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:19:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.6210, loss: 0.6210 +2023-12-25 09:13:07,930 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:18:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.6982, loss: 0.6982 +2023-12-25 09:13:30,826 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:18:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.6843, loss: 0.6843 +2023-12-25 09:13:53,741 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:17:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6598, loss: 0.6598 +2023-12-25 09:14:16,653 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:17:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.6688, loss: 0.6688 +2023-12-25 09:14:39,531 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:17:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.6706, loss: 0.6706 +2023-12-25 09:15:02,413 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:16:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.7783, loss: 0.7783 +2023-12-25 09:15:25,310 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:16:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.6698, loss: 0.6698 +2023-12-25 09:15:37,941 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-25 09:17:08,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:17:08,892 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9851 +2023-12-25 09:17:08,896 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8607, top5_acc: 0.9851 +2023-12-25 09:17:48,901 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:15:53, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.6770, loss: 0.6770 +2023-12-25 09:18:11,861 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:15:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.5822, loss: 0.5822 +2023-12-25 09:18:34,863 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:15:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.6193, loss: 0.6193 +2023-12-25 09:18:57,855 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 11:14:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 0.6804, loss: 0.6804 +2023-12-25 09:19:20,775 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 11:14:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6151, loss: 0.6151 +2023-12-25 09:19:43,671 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 11:13:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 0.5719, loss: 0.5719 +2023-12-25 09:20:06,550 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 11:13:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.6601, loss: 0.6601 +2023-12-25 09:20:29,412 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 11:13:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9700, loss_cls: 0.6346, loss: 0.6346 +2023-12-25 09:20:52,273 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 11:12:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7043, loss: 0.7043 +2023-12-25 09:21:15,152 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 11:12:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.6349, loss: 0.6349 +2023-12-25 09:21:38,064 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 11:11:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6265, loss: 0.6265 +2023-12-25 09:22:00,962 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 11:11:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9694, loss_cls: 0.6570, loss: 0.6570 +2023-12-25 09:22:23,845 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 11:11:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.6757, loss: 0.6757 +2023-12-25 09:22:46,706 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 11:10:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6643, loss: 0.6643 +2023-12-25 09:23:09,568 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 11:10:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6547, loss: 0.6547 +2023-12-25 09:23:32,440 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 11:09:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.6686, loss: 0.6686 +2023-12-25 09:23:55,293 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 11:09:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.6938, loss: 0.6938 +2023-12-25 09:24:18,137 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 11:09:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7139, loss: 0.7139 +2023-12-25 09:24:40,996 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 11:08:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.7139, loss: 0.7139 +2023-12-25 09:25:03,912 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 11:08:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.6302, loss: 0.6302 +2023-12-25 09:25:26,857 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 11:07:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.6811, loss: 0.6811 +2023-12-25 09:25:49,780 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 11:07:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.7073, loss: 0.7073 +2023-12-25 09:26:12,713 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 11:07:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.6520, loss: 0.6520 +2023-12-25 09:26:25,316 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-25 09:27:55,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:27:56,001 - pyskl - INFO - +top1_acc 0.8585 +top5_acc 0.9871 +2023-12-25 09:27:56,004 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8585, top5_acc: 0.9871 +2023-12-25 09:28:35,407 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 11:06:39, time: 0.394, data_time: 0.166, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.6372, loss: 0.6372 +2023-12-25 09:28:58,314 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 11:06:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.5812, loss: 0.5812 +2023-12-25 09:29:21,264 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 11:05:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.6760, loss: 0.6760 +2023-12-25 09:29:44,115 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 11:05:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6012, loss: 0.6012 +2023-12-25 09:30:06,986 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 11:05:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.5645, loss: 0.5645 +2023-12-25 09:30:29,856 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 11:04:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.6264, loss: 0.6264 +2023-12-25 09:30:52,906 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 11:04:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.6244, loss: 0.6244 +2023-12-25 09:31:15,842 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 11:03:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.6962, loss: 0.6962 +2023-12-25 09:31:38,783 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 11:03:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.6984, loss: 0.6984 +2023-12-25 09:32:01,705 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 11:03:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.6342, loss: 0.6342 +2023-12-25 09:32:24,612 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 11:02:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.6628, loss: 0.6628 +2023-12-25 09:32:47,521 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 11:02:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.6575, loss: 0.6575 +2023-12-25 09:33:10,438 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 11:01:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.6881, loss: 0.6881 +2023-12-25 09:33:33,309 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 11:01:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.6374, loss: 0.6374 +2023-12-25 09:33:56,159 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 11:01:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.6449, loss: 0.6449 +2023-12-25 09:34:19,032 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 11:00:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.6775, loss: 0.6775 +2023-12-25 09:34:41,902 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 11:00:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 0.5971, loss: 0.5971 +2023-12-25 09:35:04,776 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:59:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.6407, loss: 0.6407 +2023-12-25 09:35:27,652 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:59:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.6722, loss: 0.6722 +2023-12-25 09:35:50,497 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:59:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6468, loss: 0.6468 +2023-12-25 09:36:13,367 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:58:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.6231, loss: 0.6231 +2023-12-25 09:36:36,223 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:58:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6503, loss: 0.6503 +2023-12-25 09:36:59,089 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:57:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.6273, loss: 0.6273 +2023-12-25 09:37:11,637 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-25 09:38:42,313 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:38:42,392 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9850 +2023-12-25 09:38:42,396 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8515, top5_acc: 0.9850 +2023-12-25 09:39:22,323 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:57:27, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5422, loss: 0.5422 +2023-12-25 09:39:45,328 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:57:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6632, loss: 0.6632 +2023-12-25 09:40:08,354 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:56:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.5729, loss: 0.5729 +2023-12-25 09:40:31,259 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:56:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.6322, loss: 0.6322 +2023-12-25 09:40:54,072 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:55:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.5658, loss: 0.5658 +2023-12-25 09:41:17,054 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:55:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.6670, loss: 0.6670 +2023-12-25 09:41:39,897 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:55:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.7027, loss: 0.7027 +2023-12-25 09:42:02,768 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:54:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.6024, loss: 0.6024 +2023-12-25 09:42:25,646 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:54:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.6192, loss: 0.6192 +2023-12-25 09:42:48,877 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:53:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 0.6624, loss: 0.6624 +2023-12-25 09:43:11,979 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:53:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.6274, loss: 0.6274 +2023-12-25 09:43:34,781 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:53:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.6041, loss: 0.6041 +2023-12-25 09:43:57,677 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:52:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.6525, loss: 0.6525 +2023-12-25 09:44:20,581 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:52:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.6007, loss: 0.6007 +2023-12-25 09:44:43,535 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:51:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.6497, loss: 0.6497 +2023-12-25 09:45:06,476 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:51:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.6829, loss: 0.6829 +2023-12-25 09:45:29,413 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:51:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 0.7166, loss: 0.7166 +2023-12-25 09:45:52,359 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:50:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.6348, loss: 0.6348 +2023-12-25 09:46:15,286 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:50:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.6927, loss: 0.6927 +2023-12-25 09:46:38,202 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:49:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.6052, loss: 0.6052 +2023-12-25 09:47:01,098 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:49:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.6598, loss: 0.6598 +2023-12-25 09:47:24,010 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:49:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.7022, loss: 0.7022 +2023-12-25 09:47:46,933 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:48:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.6759, loss: 0.6759 +2023-12-25 09:47:59,537 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-25 09:49:29,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:49:30,046 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9768 +2023-12-25 09:49:30,050 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8444, top5_acc: 0.9768 +2023-12-25 09:50:10,358 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:48:16, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 0.6265, loss: 0.6265 +2023-12-25 09:50:33,338 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:47:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.5769, loss: 0.5769 +2023-12-25 09:50:56,255 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:47:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.5751, loss: 0.5751 +2023-12-25 09:51:19,179 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:47:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.5953, loss: 0.5953 +2023-12-25 09:51:42,105 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:46:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.6733, loss: 0.6733 +2023-12-25 09:52:04,993 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:46:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.5330, loss: 0.5330 +2023-12-25 09:52:27,906 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:45:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.5634, loss: 0.5634 +2023-12-25 09:52:50,843 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:45:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.7021, loss: 0.7021 +2023-12-25 09:53:13,739 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:45:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.6713, loss: 0.6713 +2023-12-25 09:53:36,567 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:44:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.6515, loss: 0.6515 +2023-12-25 09:53:59,393 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:44:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.6102, loss: 0.6102 +2023-12-25 09:54:22,308 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:43:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.5964, loss: 0.5964 +2023-12-25 09:54:45,214 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:43:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.6716, loss: 0.6716 +2023-12-25 09:55:08,104 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:43:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.6236, loss: 0.6236 +2023-12-25 09:55:30,970 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:42:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.6873, loss: 0.6873 +2023-12-25 09:55:53,816 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:42:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.6556, loss: 0.6556 +2023-12-25 09:56:16,682 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:41:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.6465, loss: 0.6465 +2023-12-25 09:56:39,563 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:41:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.6620, loss: 0.6620 +2023-12-25 09:57:02,421 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:41:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.5834, loss: 0.5834 +2023-12-25 09:57:25,301 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:40:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.6520, loss: 0.6520 +2023-12-25 09:57:48,195 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:40:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.6198, loss: 0.6198 +2023-12-25 09:58:11,081 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:39:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.6698, loss: 0.6698 +2023-12-25 09:58:33,961 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:39:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 0.6840, loss: 0.6840 +2023-12-25 09:58:46,544 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-25 10:00:17,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:00:17,907 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9856 +2023-12-25 10:00:17,911 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8601, top5_acc: 0.9856 +2023-12-25 10:00:58,509 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:39:04, time: 0.406, data_time: 0.175, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6071, loss: 0.6071 +2023-12-25 10:01:21,500 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:38:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.5495, loss: 0.5495 +2023-12-25 10:01:44,422 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:38:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.6667, loss: 0.6667 +2023-12-25 10:02:07,341 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:37:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 0.6612, loss: 0.6612 +2023-12-25 10:02:30,282 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:37:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.5558, loss: 0.5558 +2023-12-25 10:02:53,213 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:37:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 10:03:16,178 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:36:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.5961, loss: 0.5961 +2023-12-25 10:03:39,175 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6228, loss: 0.6228 +2023-12-25 10:04:02,089 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:35:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.6337, loss: 0.6337 +2023-12-25 10:04:25,010 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:35:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.6118, loss: 0.6118 +2023-12-25 10:04:47,910 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:35:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.6471, loss: 0.6471 +2023-12-25 10:05:10,774 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:34:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6545, loss: 0.6545 +2023-12-25 10:05:33,705 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:34:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.6758, loss: 0.6758 +2023-12-25 10:05:56,595 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:33:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.6112, loss: 0.6112 +2023-12-25 10:06:19,508 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:33:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.6460, loss: 0.6460 +2023-12-25 10:06:42,400 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:33:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6230, loss: 0.6230 +2023-12-25 10:07:05,337 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:32:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.6650, loss: 0.6650 +2023-12-25 10:07:28,227 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:32:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9663, loss_cls: 0.6473, loss: 0.6473 +2023-12-25 10:07:51,081 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:31:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.6596, loss: 0.6596 +2023-12-25 10:08:13,925 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:31:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.5509, loss: 0.5509 +2023-12-25 10:08:36,784 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:31:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.6394, loss: 0.6394 +2023-12-25 10:08:59,689 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:30:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.6523, loss: 0.6523 +2023-12-25 10:09:22,644 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:30:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.6186, loss: 0.6186 +2023-12-25 10:09:35,279 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-25 10:11:06,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:11:06,524 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9862 +2023-12-25 10:11:06,528 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8602, top5_acc: 0.9862 +2023-12-25 10:11:46,705 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:29:53, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.5985, loss: 0.5985 +2023-12-25 10:12:09,647 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:29:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.5884, loss: 0.5884 +2023-12-25 10:12:32,538 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:29:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.6077, loss: 0.6077 +2023-12-25 10:12:55,441 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:28:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.5761, loss: 0.5761 +2023-12-25 10:13:18,328 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:28:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 0.5946, loss: 0.5946 +2023-12-25 10:13:41,207 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:27:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.6321, loss: 0.6321 +2023-12-25 10:14:04,106 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:27:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6668, loss: 0.6668 +2023-12-25 10:14:26,973 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:27:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.6124, loss: 0.6124 +2023-12-25 10:14:49,916 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:26:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6125, loss: 0.6125 +2023-12-25 10:15:12,722 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:26:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.6544, loss: 0.6544 +2023-12-25 10:15:35,557 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:25:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 0.6270, loss: 0.6270 +2023-12-25 10:15:58,380 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:25:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.5473, loss: 0.5473 +2023-12-25 10:16:21,316 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:25:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6424, loss: 0.6424 +2023-12-25 10:16:44,225 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:24:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.5846, loss: 0.5846 +2023-12-25 10:17:07,110 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:24:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.6622, loss: 0.6622 +2023-12-25 10:17:30,010 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:23:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6254, loss: 0.6254 +2023-12-25 10:17:52,889 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:23:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.5953, loss: 0.5953 +2023-12-25 10:18:15,762 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:23:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.6634, loss: 0.6634 +2023-12-25 10:18:38,610 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:22:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 0.6340, loss: 0.6340 +2023-12-25 10:19:01,456 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:22:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.6338, loss: 0.6338 +2023-12-25 10:19:24,321 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:22:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.6345, loss: 0.6345 +2023-12-25 10:19:47,232 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:21:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.5887, loss: 0.5887 +2023-12-25 10:20:10,182 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:21:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.6745, loss: 0.6745 +2023-12-25 10:20:22,810 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-25 10:21:53,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:21:53,724 - pyskl - INFO - +top1_acc 0.8649 +top5_acc 0.9863 +2023-12-25 10:21:53,729 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8649, top5_acc: 0.9863 +2023-12-25 10:22:34,064 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:20:41, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.5675, loss: 0.5675 +2023-12-25 10:22:57,199 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:20:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.5822, loss: 0.5822 +2023-12-25 10:23:20,057 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:19:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.5837, loss: 0.5837 +2023-12-25 10:23:42,914 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:19:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6170, loss: 0.6170 +2023-12-25 10:24:05,849 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:19:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 0.6344, loss: 0.6344 +2023-12-25 10:24:28,732 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:18:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.5939, loss: 0.5939 +2023-12-25 10:24:51,612 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:18:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.6184, loss: 0.6184 +2023-12-25 10:25:14,498 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:17:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.5957, loss: 0.5957 +2023-12-25 10:25:37,441 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:17:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.5755, loss: 0.5755 +2023-12-25 10:26:00,362 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:17:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.6384, loss: 0.6384 +2023-12-25 10:26:23,314 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:16:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6219, loss: 0.6219 +2023-12-25 10:26:46,231 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:16:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.5923, loss: 0.5923 +2023-12-25 10:27:09,122 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:15:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 0.5538, loss: 0.5538 +2023-12-25 10:27:32,030 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:15:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.6239, loss: 0.6239 +2023-12-25 10:27:54,918 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:15:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.6795, loss: 0.6795 +2023-12-25 10:28:17,852 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:14:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.6171, loss: 0.6171 +2023-12-25 10:28:40,751 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:14:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.6369, loss: 0.6369 +2023-12-25 10:29:03,654 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:14:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6532, loss: 0.6532 +2023-12-25 10:29:26,565 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 10:13:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.6332, loss: 0.6332 +2023-12-25 10:29:49,507 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 10:13:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.6128, loss: 0.6128 +2023-12-25 10:30:12,460 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 10:12:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 0.6190, loss: 0.6190 +2023-12-25 10:30:35,448 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 10:12:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.5892, loss: 0.5892 +2023-12-25 10:30:58,350 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 10:12:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.5798, loss: 0.5798 +2023-12-25 10:31:10,977 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-25 10:32:42,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:32:42,378 - pyskl - INFO - +top1_acc 0.8796 +top5_acc 0.9864 +2023-12-25 10:32:42,382 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_68.pth was removed +2023-12-25 10:32:42,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-25 10:32:42,507 - pyskl - INFO - Best top1_acc is 0.8796 at 83 epoch. +2023-12-25 10:32:42,511 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8796, top5_acc: 0.9864 +2023-12-25 10:33:23,173 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 10:11:31, time: 0.407, data_time: 0.177, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.5218, loss: 0.5218 +2023-12-25 10:33:46,030 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 10:11:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.5431, loss: 0.5431 +2023-12-25 10:34:08,873 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 10:10:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.6223, loss: 0.6223 +2023-12-25 10:34:31,723 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 10:10:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.6073, loss: 0.6073 +2023-12-25 10:34:54,636 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 10:09:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 10:35:17,677 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 10:09:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.5816, loss: 0.5816 +2023-12-25 10:35:40,661 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 10:09:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.5501, loss: 0.5501 +2023-12-25 10:36:03,629 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 10:08:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.5421, loss: 0.5421 +2023-12-25 10:36:26,587 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 10:08:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6016, loss: 0.6016 +2023-12-25 10:36:49,466 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 10:07:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.5828, loss: 0.5828 +2023-12-25 10:37:12,331 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 10:07:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6296, loss: 0.6296 +2023-12-25 10:37:35,276 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 10:07:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.6043, loss: 0.6043 +2023-12-25 10:37:58,197 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 10:06:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.6088, loss: 0.6088 +2023-12-25 10:38:21,108 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 10:06:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.6199, loss: 0.6199 +2023-12-25 10:38:44,031 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 10:06:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.6211, loss: 0.6211 +2023-12-25 10:39:06,985 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 10:05:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.5900, loss: 0.5900 +2023-12-25 10:39:29,884 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 10:05:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.5977, loss: 0.5977 +2023-12-25 10:39:52,773 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 10:04:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.6113, loss: 0.6113 +2023-12-25 10:40:15,649 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 10:04:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.6365, loss: 0.6365 +2023-12-25 10:40:38,517 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 10:04:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.6008, loss: 0.6008 +2023-12-25 10:41:01,476 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 10:03:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6270, loss: 0.6270 +2023-12-25 10:41:24,368 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 10:03:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 0.6589, loss: 0.6589 +2023-12-25 10:41:47,307 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 10:02:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 0.6800, loss: 0.6800 +2023-12-25 10:42:00,000 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-25 10:43:31,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:43:31,336 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9881 +2023-12-25 10:43:31,340 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8732, top5_acc: 0.9881 +2023-12-25 10:44:11,462 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 10:02:20, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.5510, loss: 0.5510 +2023-12-25 10:44:34,363 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 10:01:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.5599, loss: 0.5599 +2023-12-25 10:44:57,219 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 10:01:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.5221, loss: 0.5221 +2023-12-25 10:45:20,090 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 10:01:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.5313, loss: 0.5313 +2023-12-25 10:45:42,958 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 10:00:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 0.6069, loss: 0.6069 +2023-12-25 10:46:05,899 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 10:00:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5320, loss: 0.5320 +2023-12-25 10:46:28,789 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:59:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.5516, loss: 0.5516 +2023-12-25 10:46:51,693 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:59:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.6020, loss: 0.6020 +2023-12-25 10:47:14,608 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:59:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.6132, loss: 0.6132 +2023-12-25 10:47:37,547 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:58:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.5566, loss: 0.5566 +2023-12-25 10:48:00,470 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:58:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.5854, loss: 0.5854 +2023-12-25 10:48:23,375 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:58:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.5507, loss: 0.5507 +2023-12-25 10:48:46,276 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:57:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6104, loss: 0.6104 +2023-12-25 10:49:09,244 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:57:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.6464, loss: 0.6464 +2023-12-25 10:49:32,177 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:56:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.6233, loss: 0.6233 +2023-12-25 10:49:55,050 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:56:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9712, loss_cls: 0.6078, loss: 0.6078 +2023-12-25 10:50:17,930 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:56:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 0.6298, loss: 0.6298 +2023-12-25 10:50:40,814 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:55:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.5490, loss: 0.5490 +2023-12-25 10:51:03,700 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:55:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.6416, loss: 0.6416 +2023-12-25 10:51:26,853 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:54:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6284, loss: 0.6284 +2023-12-25 10:51:49,831 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:54:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.6656, loss: 0.6656 +2023-12-25 10:52:12,770 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:54:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.6162, loss: 0.6162 +2023-12-25 10:52:35,694 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:53:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.6133, loss: 0.6133 +2023-12-25 10:52:48,329 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-25 10:54:19,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:54:19,292 - pyskl - INFO - +top1_acc 0.8710 +top5_acc 0.9866 +2023-12-25 10:54:19,296 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8710, top5_acc: 0.9866 +2023-12-25 10:54:59,447 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:53:09, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5705, loss: 0.5705 +2023-12-25 10:55:22,336 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:52:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.5339, loss: 0.5339 +2023-12-25 10:55:45,221 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:52:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.5434, loss: 0.5434 +2023-12-25 10:56:08,087 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:51:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 0.5945, loss: 0.5945 +2023-12-25 10:56:30,969 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:51:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.5255, loss: 0.5255 +2023-12-25 10:56:53,908 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:51:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.5223, loss: 0.5223 +2023-12-25 10:57:16,845 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:50:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.5237, loss: 0.5237 +2023-12-25 10:57:39,723 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:50:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9700, loss_cls: 0.6074, loss: 0.6074 +2023-12-25 10:58:02,590 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:50:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.5962, loss: 0.5962 +2023-12-25 10:58:25,501 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:49:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 10:58:48,440 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:49:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.5858, loss: 0.5858 +2023-12-25 10:59:11,392 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:48:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.5710, loss: 0.5710 +2023-12-25 10:59:34,344 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:48:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.6104, loss: 0.6104 +2023-12-25 10:59:57,266 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:48:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.6065, loss: 0.6065 +2023-12-25 11:00:20,149 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:47:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.5380, loss: 0.5380 +2023-12-25 11:00:43,006 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:47:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.5588, loss: 0.5588 +2023-12-25 11:01:05,833 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:46:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.6551, loss: 0.6551 +2023-12-25 11:01:28,664 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:46:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.5830, loss: 0.5830 +2023-12-25 11:01:51,551 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:46:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.6136, loss: 0.6136 +2023-12-25 11:02:14,410 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:45:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.5892, loss: 0.5892 +2023-12-25 11:02:37,280 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:45:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6564, loss: 0.6564 +2023-12-25 11:03:00,197 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:44:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.5938, loss: 0.5938 +2023-12-25 11:03:23,164 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:44:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.6358, loss: 0.6358 +2023-12-25 11:03:35,769 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-25 11:05:06,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:05:06,711 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9872 +2023-12-25 11:05:06,715 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8794, top5_acc: 0.9872 +2023-12-25 11:05:46,896 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:43:58, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.5151, loss: 0.5151 +2023-12-25 11:06:09,815 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:43:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.5839, loss: 0.5839 +2023-12-25 11:06:32,713 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:43:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.6635, loss: 0.6635 +2023-12-25 11:06:55,606 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:42:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.5768, loss: 0.5768 +2023-12-25 11:07:18,506 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:42:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9788, loss_cls: 0.5120, loss: 0.5120 +2023-12-25 11:07:41,460 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:42:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 0.5495, loss: 0.5495 +2023-12-25 11:08:04,455 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:41:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.5403, loss: 0.5403 +2023-12-25 11:08:27,367 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:41:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 0.5812, loss: 0.5812 +2023-12-25 11:08:50,310 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:40:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.5664, loss: 0.5664 +2023-12-25 11:09:13,292 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:40:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 0.6100, loss: 0.6100 +2023-12-25 11:09:36,226 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:40:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.5739, loss: 0.5739 +2023-12-25 11:09:59,103 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:39:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.5890, loss: 0.5890 +2023-12-25 11:10:22,006 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:39:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.6094, loss: 0.6094 +2023-12-25 11:10:45,026 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:38:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.5394, loss: 0.5394 +2023-12-25 11:11:08,040 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:38:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.6120, loss: 0.6120 +2023-12-25 11:11:31,002 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:38:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 0.6206, loss: 0.6206 +2023-12-25 11:11:53,949 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:37:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.5856, loss: 0.5856 +2023-12-25 11:12:16,934 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:37:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.5930, loss: 0.5930 +2023-12-25 11:12:39,812 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:36:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.5868, loss: 0.5868 +2023-12-25 11:13:02,710 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:36:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.5892, loss: 0.5892 +2023-12-25 11:13:25,590 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:36:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.6108, loss: 0.6108 +2023-12-25 11:13:48,521 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:35:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.5533, loss: 0.5533 +2023-12-25 11:14:11,394 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:35:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9725, loss_cls: 0.5701, loss: 0.5701 +2023-12-25 11:14:23,987 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-25 11:15:54,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:15:55,028 - pyskl - INFO - +top1_acc 0.8644 +top5_acc 0.9855 +2023-12-25 11:15:55,032 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8644, top5_acc: 0.9855 +2023-12-25 11:16:35,473 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:34:48, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.5359, loss: 0.5359 +2023-12-25 11:16:58,355 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:34:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 0.5901, loss: 0.5901 +2023-12-25 11:17:21,185 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:34:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.5266, loss: 0.5266 +2023-12-25 11:17:43,999 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:33:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.5177, loss: 0.5177 +2023-12-25 11:18:06,886 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:33:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.5921, loss: 0.5921 +2023-12-25 11:18:29,777 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:32:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.5904, loss: 0.5904 +2023-12-25 11:18:52,696 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:32:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.6028, loss: 0.6028 +2023-12-25 11:19:15,614 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:32:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.5742, loss: 0.5742 +2023-12-25 11:19:38,541 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:31:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5437, loss: 0.5437 +2023-12-25 11:20:01,459 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:31:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.5572, loss: 0.5572 +2023-12-25 11:20:24,336 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:30:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.5683, loss: 0.5683 +2023-12-25 11:20:47,226 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:30:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.5715, loss: 0.5715 +2023-12-25 11:21:10,111 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:30:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 0.5107, loss: 0.5107 +2023-12-25 11:21:32,987 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:29:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.5575, loss: 0.5575 +2023-12-25 11:21:55,861 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:29:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5735, loss: 0.5735 +2023-12-25 11:22:18,694 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:28:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.5829, loss: 0.5829 +2023-12-25 11:22:41,572 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:28:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.5599, loss: 0.5599 +2023-12-25 11:23:04,640 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:28:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.5274, loss: 0.5274 +2023-12-25 11:23:27,689 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:27:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.5719, loss: 0.5719 +2023-12-25 11:23:50,583 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:27:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6214, loss: 0.6214 +2023-12-25 11:24:13,569 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:26:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 0.5580, loss: 0.5580 +2023-12-25 11:24:36,567 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:26:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.5457, loss: 0.5457 +2023-12-25 11:24:59,527 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:26:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.5684, loss: 0.5684 +2023-12-25 11:25:12,103 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-25 11:26:42,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:26:43,007 - pyskl - INFO - +top1_acc 0.8474 +top5_acc 0.9835 +2023-12-25 11:26:43,011 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8474, top5_acc: 0.9835 +2023-12-25 11:27:23,241 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:25:38, time: 0.402, data_time: 0.173, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.5538, loss: 0.5538 +2023-12-25 11:27:46,104 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:25:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5172, loss: 0.5172 +2023-12-25 11:28:08,972 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:24:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.4871, loss: 0.4871 +2023-12-25 11:28:31,865 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:24:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5368, loss: 0.5368 +2023-12-25 11:28:54,748 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:24:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4766, loss: 0.4766 +2023-12-25 11:29:17,630 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:23:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.5149, loss: 0.5149 +2023-12-25 11:29:40,484 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:23:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5150, loss: 0.5150 +2023-12-25 11:30:03,384 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:22:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.5803, loss: 0.5803 +2023-12-25 11:30:26,286 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:22:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.5468, loss: 0.5468 +2023-12-25 11:30:49,172 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:22:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5095, loss: 0.5095 +2023-12-25 11:31:12,047 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:21:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.5605, loss: 0.5605 +2023-12-25 11:31:34,966 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:21:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5574, loss: 0.5574 +2023-12-25 11:31:57,850 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:20:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.6217, loss: 0.6217 +2023-12-25 11:32:20,731 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:20:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.5501, loss: 0.5501 +2023-12-25 11:32:43,633 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:20:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 0.6226, loss: 0.6226 +2023-12-25 11:33:06,551 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:19:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 0.5588, loss: 0.5588 +2023-12-25 11:33:29,498 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:19:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 0.5983, loss: 0.5983 +2023-12-25 11:33:52,419 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:18:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.6015, loss: 0.6015 +2023-12-25 11:34:15,306 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:18:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.5804, loss: 0.5804 +2023-12-25 11:34:38,243 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:18:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 11:35:01,210 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:17:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.5508, loss: 0.5508 +2023-12-25 11:35:24,075 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:17:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.5871, loss: 0.5871 +2023-12-25 11:35:46,985 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:17:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 0.5462, loss: 0.5462 +2023-12-25 11:35:59,558 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-25 11:37:30,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:37:30,764 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9895 +2023-12-25 11:37:30,767 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_83.pth was removed +2023-12-25 11:37:30,892 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2023-12-25 11:37:30,892 - pyskl - INFO - Best top1_acc is 0.8842 at 89 epoch. +2023-12-25 11:37:30,896 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8842, top5_acc: 0.9895 +2023-12-25 11:38:11,247 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:16:28, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.5526, loss: 0.5526 +2023-12-25 11:38:34,168 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:16:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.5412, loss: 0.5412 +2023-12-25 11:38:57,042 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:15:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.4905, loss: 0.4905 +2023-12-25 11:39:19,963 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:15:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.4954, loss: 0.4954 +2023-12-25 11:39:42,842 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:14:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.5027, loss: 0.5027 +2023-12-25 11:40:05,697 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:14:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 0.5840, loss: 0.5840 +2023-12-25 11:40:28,554 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:14:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.5400, loss: 0.5400 +2023-12-25 11:40:51,475 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:13:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.5564, loss: 0.5564 +2023-12-25 11:41:14,332 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:13:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.5801, loss: 0.5801 +2023-12-25 11:41:37,166 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:12:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5116, loss: 0.5116 +2023-12-25 11:41:59,991 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:12:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.5704, loss: 0.5704 +2023-12-25 11:42:22,961 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 9:12:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.5335, loss: 0.5335 +2023-12-25 11:42:45,921 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 9:11:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.5685, loss: 0.5685 +2023-12-25 11:43:08,845 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 9:11:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.5024, loss: 0.5024 +2023-12-25 11:43:31,749 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 9:10:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.5890, loss: 0.5890 +2023-12-25 11:43:54,792 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 9:10:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 0.5766, loss: 0.5766 +2023-12-25 11:44:17,693 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 9:10:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.5181, loss: 0.5181 +2023-12-25 11:44:40,573 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 9:09:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5633, loss: 0.5633 +2023-12-25 11:45:03,419 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 9:09:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.5528, loss: 0.5528 +2023-12-25 11:45:26,386 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 9:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.5530, loss: 0.5530 +2023-12-25 11:45:49,229 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 9:08:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.5784, loss: 0.5784 +2023-12-25 11:46:12,067 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 9:08:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.5804, loss: 0.5804 +2023-12-25 11:46:34,998 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 9:07:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.5453, loss: 0.5453 +2023-12-25 11:46:47,622 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-25 11:48:18,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:48:18,606 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9889 +2023-12-25 11:48:18,610 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.8732, top5_acc: 0.9889 +2023-12-25 11:48:59,342 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 9:07:18, time: 0.407, data_time: 0.178, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4237, loss: 0.4237 +2023-12-25 11:49:22,217 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 9:06:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4751, loss: 0.4751 +2023-12-25 11:49:45,081 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 9:06:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.5638, loss: 0.5638 +2023-12-25 11:50:07,943 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 9:06:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.5717, loss: 0.5717 +2023-12-25 11:50:30,795 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 9:05:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 0.5005, loss: 0.5005 +2023-12-25 11:50:53,643 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 9:05:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 0.5430, loss: 0.5430 +2023-12-25 11:51:16,521 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 9:04:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5005, loss: 0.5005 +2023-12-25 11:51:39,422 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 9:04:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5467, loss: 0.5467 +2023-12-25 11:52:02,344 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 9:04:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5448, loss: 0.5448 +2023-12-25 11:52:25,275 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 9:03:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.4762, loss: 0.4762 +2023-12-25 11:52:48,204 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 9:03:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.4946, loss: 0.4946 +2023-12-25 11:53:11,075 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 9:02:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.5464, loss: 0.5464 +2023-12-25 11:53:33,970 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 9:02:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.5514, loss: 0.5514 +2023-12-25 11:53:56,785 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 9:02:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.6215, loss: 0.6215 +2023-12-25 11:54:19,648 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 9:01:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 11:54:42,473 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 9:01:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.5331, loss: 0.5331 +2023-12-25 11:55:05,293 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 9:01:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5481, loss: 0.5481 +2023-12-25 11:55:28,135 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 9:00:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.5215, loss: 0.5215 +2023-12-25 11:55:51,042 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 9:00:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9738, loss_cls: 0.6073, loss: 0.6073 +2023-12-25 11:56:13,945 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:59:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.5325, loss: 0.5325 +2023-12-25 11:56:36,831 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:59:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5144, loss: 0.5144 +2023-12-25 11:56:59,734 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:59:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.5547, loss: 0.5547 +2023-12-25 11:57:22,640 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.5617, loss: 0.5617 +2023-12-25 11:57:35,367 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-25 11:59:06,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:59:06,689 - pyskl - INFO - +top1_acc 0.8706 +top5_acc 0.9877 +2023-12-25 11:59:06,693 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8706, top5_acc: 0.9877 +2023-12-25 11:59:47,304 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:58:08, time: 0.406, data_time: 0.177, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.5020, loss: 0.5020 +2023-12-25 12:00:10,176 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:57:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9775, loss_cls: 0.5196, loss: 0.5196 +2023-12-25 12:00:32,967 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:57:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.4718, loss: 0.4718 +2023-12-25 12:00:55,763 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:56:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.4760, loss: 0.4760 +2023-12-25 12:01:18,610 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:56:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.4912, loss: 0.4912 +2023-12-25 12:01:41,464 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:56:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.5578, loss: 0.5578 +2023-12-25 12:02:04,353 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:55:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.5560, loss: 0.5560 +2023-12-25 12:02:27,303 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:55:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.5458, loss: 0.5458 +2023-12-25 12:02:50,165 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:54:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9756, loss_cls: 0.5448, loss: 0.5448 +2023-12-25 12:03:13,040 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:54:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.5804, loss: 0.5804 +2023-12-25 12:03:35,932 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:54:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 12:03:58,789 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:53:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.5600, loss: 0.5600 +2023-12-25 12:04:21,618 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:53:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9900, loss_cls: 0.5187, loss: 0.5187 +2023-12-25 12:04:44,573 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:53:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 0.5343, loss: 0.5343 +2023-12-25 12:05:07,455 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:52:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.5379, loss: 0.5379 +2023-12-25 12:05:30,324 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:52:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5616, loss: 0.5616 +2023-12-25 12:05:53,195 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:51:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.5206, loss: 0.5206 +2023-12-25 12:06:16,125 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:51:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.5904, loss: 0.5904 +2023-12-25 12:06:39,128 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:51:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.5133, loss: 0.5133 +2023-12-25 12:07:02,091 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:50:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.5307, loss: 0.5307 +2023-12-25 12:07:25,056 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:50:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5069, loss: 0.5069 +2023-12-25 12:07:47,966 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:49:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5633, loss: 0.5633 +2023-12-25 12:08:10,942 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:49:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.5521, loss: 0.5521 +2023-12-25 12:08:23,588 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-25 12:09:54,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:09:54,546 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9869 +2023-12-25 12:09:54,550 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.8775, top5_acc: 0.9869 +2023-12-25 12:10:35,548 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:48:58, time: 0.410, data_time: 0.181, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5002, loss: 0.5002 +2023-12-25 12:10:58,402 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:48:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4507, loss: 0.4507 +2023-12-25 12:11:21,247 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:48:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 0.4605, loss: 0.4605 +2023-12-25 12:11:44,104 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:47:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.5198, loss: 0.5198 +2023-12-25 12:12:06,952 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:47:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.4933, loss: 0.4933 +2023-12-25 12:12:29,806 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:47:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 0.5164, loss: 0.5164 +2023-12-25 12:12:52,654 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:46:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.5286, loss: 0.5286 +2023-12-25 12:13:15,524 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:46:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.5224, loss: 0.5224 +2023-12-25 12:13:38,495 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:45:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9788, loss_cls: 0.5058, loss: 0.5058 +2023-12-25 12:14:01,488 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:45:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.5021, loss: 0.5021 +2023-12-25 12:14:24,386 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:45:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 0.5806, loss: 0.5806 +2023-12-25 12:14:47,289 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:44:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9756, loss_cls: 0.5056, loss: 0.5056 +2023-12-25 12:15:10,185 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:44:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.5823, loss: 0.5823 +2023-12-25 12:15:33,100 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:43:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.5539, loss: 0.5539 +2023-12-25 12:15:55,961 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:43:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5249, loss: 0.5249 +2023-12-25 12:16:18,846 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:43:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.5121, loss: 0.5121 +2023-12-25 12:16:41,773 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:42:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5241, loss: 0.5241 +2023-12-25 12:17:04,658 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:42:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.5449, loss: 0.5449 +2023-12-25 12:17:27,618 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:41:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 0.4733, loss: 0.4733 +2023-12-25 12:17:50,491 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:41:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5601, loss: 0.5601 +2023-12-25 12:18:13,295 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:41:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.5909, loss: 0.5909 +2023-12-25 12:18:36,212 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:40:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.5307, loss: 0.5307 +2023-12-25 12:18:59,159 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:40:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5495, loss: 0.5495 +2023-12-25 12:19:11,842 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-25 12:20:42,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:20:42,524 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9865 +2023-12-25 12:20:42,528 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8763, top5_acc: 0.9865 +2023-12-25 12:21:22,963 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:39:48, time: 0.404, data_time: 0.175, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.4437, loss: 0.4437 +2023-12-25 12:21:45,811 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:39:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.5121, loss: 0.5121 +2023-12-25 12:22:08,640 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:39:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5060, loss: 0.5060 +2023-12-25 12:22:31,500 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:38:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4624, loss: 0.4624 +2023-12-25 12:22:54,413 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:38:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.4813, loss: 0.4813 +2023-12-25 12:23:17,374 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:37:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.5177, loss: 0.5177 +2023-12-25 12:23:40,304 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:37:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9775, loss_cls: 0.5220, loss: 0.5220 +2023-12-25 12:24:03,230 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:37:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5000, loss: 0.5000 +2023-12-25 12:24:26,140 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:36:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.5118, loss: 0.5118 +2023-12-25 12:24:49,095 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:36:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.4967, loss: 0.4967 +2023-12-25 12:25:12,073 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:35:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5198, loss: 0.5198 +2023-12-25 12:25:35,062 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:35:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.5182, loss: 0.5182 +2023-12-25 12:25:58,022 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:35:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.4898, loss: 0.4898 +2023-12-25 12:26:20,972 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:34:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.5089, loss: 0.5089 +2023-12-25 12:26:43,889 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:34:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5178, loss: 0.5178 +2023-12-25 12:27:06,801 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:33:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.5537, loss: 0.5537 +2023-12-25 12:27:29,811 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:33:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.5394, loss: 0.5394 +2023-12-25 12:27:52,815 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:33:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.4920, loss: 0.4920 +2023-12-25 12:28:15,738 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:32:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.5188, loss: 0.5188 +2023-12-25 12:28:38,671 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:32:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.5517, loss: 0.5517 +2023-12-25 12:29:01,548 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:31:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.5518, loss: 0.5518 +2023-12-25 12:29:24,472 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:31:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.5835, loss: 0.5835 +2023-12-25 12:29:47,324 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:31:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.5815, loss: 0.5815 +2023-12-25 12:29:59,868 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-25 12:31:30,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:31:30,768 - pyskl - INFO - +top1_acc 0.8789 +top5_acc 0.9884 +2023-12-25 12:31:30,772 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.8789, top5_acc: 0.9884 +2023-12-25 12:32:10,594 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:30:39, time: 0.398, data_time: 0.169, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.4991, loss: 0.4991 +2023-12-25 12:32:33,428 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:30:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.4721, loss: 0.4721 +2023-12-25 12:32:56,245 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:29:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.5118, loss: 0.5118 +2023-12-25 12:33:19,077 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:29:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.4689, loss: 0.4689 +2023-12-25 12:33:41,931 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:29:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.4753, loss: 0.4753 +2023-12-25 12:34:04,771 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:28:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.5259, loss: 0.5259 +2023-12-25 12:34:27,639 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:28:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.4931, loss: 0.4931 +2023-12-25 12:34:50,456 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:27:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.4994, loss: 0.4994 +2023-12-25 12:35:13,331 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:27:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.4838, loss: 0.4838 +2023-12-25 12:35:36,272 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:27:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 0.4733, loss: 0.4733 +2023-12-25 12:35:59,153 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:26:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.4682, loss: 0.4682 +2023-12-25 12:36:22,055 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:26:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 0.5468, loss: 0.5468 +2023-12-25 12:36:45,017 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:25:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.4944, loss: 0.4944 +2023-12-25 12:37:07,969 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:25:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.5107, loss: 0.5107 +2023-12-25 12:37:30,898 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:25:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.4904, loss: 0.4904 +2023-12-25 12:37:53,756 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:24:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9788, loss_cls: 0.5044, loss: 0.5044 +2023-12-25 12:38:16,649 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:24:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.5110, loss: 0.5110 +2023-12-25 12:38:39,471 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:23:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9788, loss_cls: 0.4695, loss: 0.4695 +2023-12-25 12:39:02,307 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:23:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4875, loss: 0.4875 +2023-12-25 12:39:25,166 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:23:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.5336, loss: 0.5336 +2023-12-25 12:39:48,120 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:22:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.5507, loss: 0.5507 +2023-12-25 12:40:11,079 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:22:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5692, loss: 0.5692 +2023-12-25 12:40:33,956 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:22:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.4839, loss: 0.4839 +2023-12-25 12:40:46,575 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-25 12:42:17,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:42:17,582 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9900 +2023-12-25 12:42:17,586 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_89.pth was removed +2023-12-25 12:42:17,709 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2023-12-25 12:42:17,709 - pyskl - INFO - Best top1_acc is 0.8937 at 95 epoch. +2023-12-25 12:42:17,713 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.8937, top5_acc: 0.9900 +2023-12-25 12:42:57,915 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:21:29, time: 0.402, data_time: 0.171, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4626, loss: 0.4626 +2023-12-25 12:43:20,790 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:21:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4343, loss: 0.4343 +2023-12-25 12:43:43,659 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:20:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.4774, loss: 0.4774 +2023-12-25 12:44:06,639 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:20:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.4486, loss: 0.4486 +2023-12-25 12:44:29,691 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:19:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.4652, loss: 0.4652 +2023-12-25 12:44:52,668 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:19:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.4482, loss: 0.4482 +2023-12-25 12:45:15,595 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:19:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.4393, loss: 0.4393 +2023-12-25 12:45:38,482 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:18:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.4634, loss: 0.4634 +2023-12-25 12:46:01,391 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:18:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.4822, loss: 0.4822 +2023-12-25 12:46:24,295 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:17:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.4678, loss: 0.4678 +2023-12-25 12:46:47,318 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:17:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5216, loss: 0.5216 +2023-12-25 12:47:10,208 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:17:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.5308, loss: 0.5308 +2023-12-25 12:47:33,075 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:16:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.5112, loss: 0.5112 +2023-12-25 12:47:55,948 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:16:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.5019, loss: 0.5019 +2023-12-25 12:48:19,015 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:16:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 0.5486, loss: 0.5486 +2023-12-25 12:48:41,929 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:15:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 +2023-12-25 12:49:04,808 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:15:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.4544, loss: 0.4544 +2023-12-25 12:49:27,808 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:14:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.4755, loss: 0.4755 +2023-12-25 12:49:50,765 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:14:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.5247, loss: 0.5247 +2023-12-25 12:50:13,810 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:14:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.5438, loss: 0.5438 +2023-12-25 12:50:36,682 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5354, loss: 0.5354 +2023-12-25 12:50:59,529 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:13:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.5413, loss: 0.5413 +2023-12-25 12:51:22,426 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:12:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5012, loss: 0.5012 +2023-12-25 12:51:35,003 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-25 12:53:05,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:53:05,796 - pyskl - INFO - +top1_acc 0.8766 +top5_acc 0.9873 +2023-12-25 12:53:05,800 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.8766, top5_acc: 0.9873 +2023-12-25 12:53:45,940 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:12:20, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.4853, loss: 0.4853 +2023-12-25 12:54:08,897 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:11:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4270, loss: 0.4270 +2023-12-25 12:54:31,804 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:11:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.4330, loss: 0.4330 +2023-12-25 12:54:54,685 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 8:11:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.4999, loss: 0.4999 +2023-12-25 12:55:17,605 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 8:10:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 0.4597, loss: 0.4597 +2023-12-25 12:55:40,531 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 8:10:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.4653, loss: 0.4653 +2023-12-25 12:56:03,456 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 8:09:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5204, loss: 0.5204 +2023-12-25 12:56:26,419 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 8:09:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9794, loss_cls: 0.4868, loss: 0.4868 +2023-12-25 12:56:49,355 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 8:09:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.4946, loss: 0.4946 +2023-12-25 12:57:12,389 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 8:08:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.4387, loss: 0.4387 +2023-12-25 12:57:35,399 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 8:08:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.4419, loss: 0.4419 +2023-12-25 12:57:58,346 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 8:08:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 0.5162, loss: 0.5162 +2023-12-25 12:58:21,224 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 8:07:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9819, loss_cls: 0.4282, loss: 0.4282 +2023-12-25 12:58:44,266 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 8:07:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.4416, loss: 0.4416 +2023-12-25 12:59:07,323 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 8:06:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.5234, loss: 0.5234 +2023-12-25 12:59:30,214 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 8:06:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.4953, loss: 0.4953 +2023-12-25 12:59:53,089 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 8:06:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 0.5465, loss: 0.5465 +2023-12-25 13:00:16,008 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 8:05:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5125, loss: 0.5125 +2023-12-25 13:00:38,954 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 8:05:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.4936, loss: 0.4936 +2023-12-25 13:01:01,915 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 8:04:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.5094, loss: 0.5094 +2023-12-25 13:01:25,050 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 8:04:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.5280, loss: 0.5280 +2023-12-25 13:01:48,108 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 8:04:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.5111, loss: 0.5111 +2023-12-25 13:02:11,136 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 8:03:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.4696, loss: 0.4696 +2023-12-25 13:02:23,648 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-25 13:03:54,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:03:54,206 - pyskl - INFO - +top1_acc 0.8847 +top5_acc 0.9873 +2023-12-25 13:03:54,210 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.8847, top5_acc: 0.9873 +2023-12-25 13:04:34,824 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 8:03:11, time: 0.406, data_time: 0.176, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4442, loss: 0.4442 +2023-12-25 13:04:57,795 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 8:02:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.4645, loss: 0.4645 +2023-12-25 13:05:20,716 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 8:02:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4165, loss: 0.4165 +2023-12-25 13:05:43,668 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 8:02:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4446, loss: 0.4446 +2023-12-25 13:06:06,629 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 8:01:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 0.4643, loss: 0.4643 +2023-12-25 13:06:29,587 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 8:01:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 0.4463, loss: 0.4463 +2023-12-25 13:06:52,550 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 8:00:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.5059, loss: 0.5059 +2023-12-25 13:07:15,522 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 8:00:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.4286, loss: 0.4286 +2023-12-25 13:07:38,644 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 8:00:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.4710, loss: 0.4710 +2023-12-25 13:08:01,657 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:59:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.4632, loss: 0.4632 +2023-12-25 13:08:24,615 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:59:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.4743, loss: 0.4743 +2023-12-25 13:08:47,558 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:58:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.4660, loss: 0.4660 +2023-12-25 13:09:10,583 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:58:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.4834, loss: 0.4834 +2023-12-25 13:09:33,576 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:58:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.4686, loss: 0.4686 +2023-12-25 13:09:56,553 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:57:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.5088, loss: 0.5088 +2023-12-25 13:10:19,667 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:57:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.4695, loss: 0.4695 +2023-12-25 13:10:42,730 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:56:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.4941, loss: 0.4941 +2023-12-25 13:11:05,724 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:56:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5042, loss: 0.5042 +2023-12-25 13:11:28,726 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:56:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.4580, loss: 0.4580 +2023-12-25 13:11:51,672 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:55:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.4953, loss: 0.4953 +2023-12-25 13:12:14,619 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:55:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.5212, loss: 0.5212 +2023-12-25 13:12:37,565 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:55:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.5089, loss: 0.5089 +2023-12-25 13:13:00,496 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:54:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 0.5013, loss: 0.5013 +2023-12-25 13:13:13,109 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-25 13:14:43,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:14:43,821 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9901 +2023-12-25 13:14:43,825 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.8912, top5_acc: 0.9901 +2023-12-25 13:15:24,292 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:54:03, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.4915, loss: 0.4915 +2023-12-25 13:15:47,187 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:53:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.4120, loss: 0.4120 +2023-12-25 13:16:10,091 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:53:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.3994, loss: 0.3994 +2023-12-25 13:16:33,024 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:52:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.4849, loss: 0.4849 +2023-12-25 13:16:55,906 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:52:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.4472, loss: 0.4472 +2023-12-25 13:17:18,757 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:52:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.4122, loss: 0.4122 +2023-12-25 13:17:41,634 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:51:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.4723, loss: 0.4723 +2023-12-25 13:18:04,561 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:51:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.4486, loss: 0.4486 +2023-12-25 13:18:27,525 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:50:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.4361, loss: 0.4361 +2023-12-25 13:18:50,416 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:50:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4209, loss: 0.4209 +2023-12-25 13:19:13,280 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:50:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4598, loss: 0.4598 +2023-12-25 13:19:36,174 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:49:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4931, loss: 0.4931 +2023-12-25 13:19:59,098 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:49:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.4498, loss: 0.4498 +2023-12-25 13:20:22,044 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:48:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.5180, loss: 0.5180 +2023-12-25 13:20:45,062 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:48:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.4854, loss: 0.4854 +2023-12-25 13:21:08,012 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:48:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.4601, loss: 0.4601 +2023-12-25 13:21:30,876 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:47:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.4575, loss: 0.4575 +2023-12-25 13:21:53,729 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5031, loss: 0.5031 +2023-12-25 13:22:16,587 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:47:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.4507, loss: 0.4507 +2023-12-25 13:22:39,400 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:46:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5063, loss: 0.5063 +2023-12-25 13:23:02,312 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:46:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 0.5183, loss: 0.5183 +2023-12-25 13:23:25,239 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:45:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.4871, loss: 0.4871 +2023-12-25 13:23:48,132 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:45:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.4714, loss: 0.4714 +2023-12-25 13:24:00,721 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-25 13:25:31,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:25:31,563 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9895 +2023-12-25 13:25:31,567 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.8857, top5_acc: 0.9895 +2023-12-25 13:26:11,807 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:44:54, time: 0.402, data_time: 0.173, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.4730, loss: 0.4730 +2023-12-25 13:26:34,705 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:44:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.4386, loss: 0.4386 +2023-12-25 13:26:57,633 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:44:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.4592, loss: 0.4592 +2023-12-25 13:27:20,659 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:43:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 0.5036, loss: 0.5036 +2023-12-25 13:27:43,625 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:43:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.4074, loss: 0.4074 +2023-12-25 13:28:06,616 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:42:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9788, loss_cls: 0.4684, loss: 0.4684 +2023-12-25 13:28:29,620 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:42:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.4635, loss: 0.4635 +2023-12-25 13:28:52,841 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:42:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.4885, loss: 0.4885 +2023-12-25 13:29:15,877 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:41:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 0.4349, loss: 0.4349 +2023-12-25 13:29:38,902 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.3904, loss: 0.3904 +2023-12-25 13:30:01,887 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:41:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.4429, loss: 0.4429 +2023-12-25 13:30:24,845 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:40:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4223, loss: 0.4223 +2023-12-25 13:30:47,847 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:40:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.4565, loss: 0.4565 +2023-12-25 13:31:10,810 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:39:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.4269, loss: 0.4269 +2023-12-25 13:31:33,737 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:39:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.4357, loss: 0.4357 +2023-12-25 13:31:56,663 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:39:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4791, loss: 0.4791 +2023-12-25 13:32:19,666 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:38:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.4284, loss: 0.4284 +2023-12-25 13:32:42,586 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:38:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.4600, loss: 0.4600 +2023-12-25 13:33:05,519 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:37:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9781, loss_cls: 0.5143, loss: 0.5143 +2023-12-25 13:33:28,484 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:37:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.4562, loss: 0.4562 +2023-12-25 13:33:51,471 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.4749, loss: 0.4749 +2023-12-25 13:34:14,496 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:36:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.4716, loss: 0.4716 +2023-12-25 13:34:37,453 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5057, loss: 0.5057 +2023-12-25 13:34:50,035 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-25 13:36:21,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:36:21,272 - pyskl - INFO - +top1_acc 0.8952 +top5_acc 0.9890 +2023-12-25 13:36:21,276 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_95.pth was removed +2023-12-25 13:36:21,399 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2023-12-25 13:36:21,400 - pyskl - INFO - Best top1_acc is 0.8952 at 100 epoch. +2023-12-25 13:36:21,404 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.8952, top5_acc: 0.9890 +2023-12-25 13:37:01,597 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:35:46, time: 0.402, data_time: 0.171, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3843, loss: 0.3843 +2023-12-25 13:37:24,544 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:35:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.4101, loss: 0.4101 +2023-12-25 13:37:47,509 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:34:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.4352, loss: 0.4352 +2023-12-25 13:38:10,405 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:34:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.4784, loss: 0.4784 +2023-12-25 13:38:33,299 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:34:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.4737, loss: 0.4737 +2023-12-25 13:38:56,191 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:33:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.4029, loss: 0.4029 +2023-12-25 13:39:19,248 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:33:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.4018, loss: 0.4018 +2023-12-25 13:39:42,170 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:33:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4341, loss: 0.4341 +2023-12-25 13:40:05,149 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:32:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.4366, loss: 0.4366 +2023-12-25 13:40:28,188 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:32:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4171, loss: 0.4171 +2023-12-25 13:40:51,097 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:31:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.4177, loss: 0.4177 +2023-12-25 13:41:13,997 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:31:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.4757, loss: 0.4757 +2023-12-25 13:41:36,914 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:31:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.4920, loss: 0.4920 +2023-12-25 13:41:59,804 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:30:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.4668, loss: 0.4668 +2023-12-25 13:42:22,746 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:30:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 0.5007, loss: 0.5007 +2023-12-25 13:42:45,625 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:29:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.4557, loss: 0.4557 +2023-12-25 13:43:08,518 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:29:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.4641, loss: 0.4641 +2023-12-25 13:43:31,478 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:29:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 0.4857, loss: 0.4857 +2023-12-25 13:43:54,420 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:28:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.4541, loss: 0.4541 +2023-12-25 13:44:17,362 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:28:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.4472, loss: 0.4472 +2023-12-25 13:44:40,291 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:27:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.4420, loss: 0.4420 +2023-12-25 13:45:03,163 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:27:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.4600, loss: 0.4600 +2023-12-25 13:45:26,039 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:27:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.4291, loss: 0.4291 +2023-12-25 13:45:38,615 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-25 13:47:09,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:47:09,317 - pyskl - INFO - +top1_acc 0.8910 +top5_acc 0.9895 +2023-12-25 13:47:09,321 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.8910, top5_acc: 0.9895 +2023-12-25 13:47:49,135 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:26:37, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.3947, loss: 0.3947 +2023-12-25 13:48:12,029 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:26:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.3829, loss: 0.3829 +2023-12-25 13:48:34,999 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:25:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.4173, loss: 0.4173 +2023-12-25 13:48:57,924 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:25:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.4203, loss: 0.4203 +2023-12-25 13:49:20,873 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:25:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.3895, loss: 0.3895 +2023-12-25 13:49:43,961 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:24:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3760, loss: 0.3760 +2023-12-25 13:50:06,937 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:24:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.4244, loss: 0.4244 +2023-12-25 13:50:29,854 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:23:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.4530, loss: 0.4530 +2023-12-25 13:50:52,741 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:23:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.4426, loss: 0.4426 +2023-12-25 13:51:15,726 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:23:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.4480, loss: 0.4480 +2023-12-25 13:51:38,631 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:22:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4239, loss: 0.4239 +2023-12-25 13:52:01,513 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:22:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.4686, loss: 0.4686 +2023-12-25 13:52:24,395 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:21:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3903, loss: 0.3903 +2023-12-25 13:52:47,351 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:21:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.4422, loss: 0.4422 +2023-12-25 13:53:10,215 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:21:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4771, loss: 0.4771 +2023-12-25 13:53:33,123 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:20:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9812, loss_cls: 0.4500, loss: 0.4500 +2023-12-25 13:53:55,938 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:20:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.4303, loss: 0.4303 +2023-12-25 13:54:18,838 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:19:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4315, loss: 0.4315 +2023-12-25 13:54:41,742 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:19:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.4390, loss: 0.4390 +2023-12-25 13:55:04,675 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:19:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 0.5005, loss: 0.5005 +2023-12-25 13:55:27,638 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:18:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.4506, loss: 0.4506 +2023-12-25 13:55:50,564 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:18:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.4364, loss: 0.4364 +2023-12-25 13:56:13,514 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:18:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.4086, loss: 0.4086 +2023-12-25 13:56:26,227 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-25 13:57:57,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:57:57,080 - pyskl - INFO - +top1_acc 0.8861 +top5_acc 0.9893 +2023-12-25 13:57:57,084 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.8861, top5_acc: 0.9893 +2023-12-25 13:58:37,186 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:17:28, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.3967, loss: 0.3967 +2023-12-25 13:59:00,086 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:17:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.3944, loss: 0.3944 +2023-12-25 13:59:22,917 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:16:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.3944, loss: 0.3944 +2023-12-25 13:59:45,822 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:16:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 0.4045, loss: 0.4045 +2023-12-25 14:00:08,753 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:15:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4458, loss: 0.4458 +2023-12-25 14:00:31,888 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:15:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4455, loss: 0.4455 +2023-12-25 14:00:54,773 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:15:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.3960, loss: 0.3960 +2023-12-25 14:01:17,672 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:14:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.3969, loss: 0.3969 +2023-12-25 14:01:40,677 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:14:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.3571, loss: 0.3571 +2023-12-25 14:02:03,572 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:13:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.4494, loss: 0.4494 +2023-12-25 14:02:26,493 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:13:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.4226, loss: 0.4226 +2023-12-25 14:02:49,365 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:13:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.4269, loss: 0.4269 +2023-12-25 14:03:12,225 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:12:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.4949, loss: 0.4949 +2023-12-25 14:03:35,087 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:12:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.4457, loss: 0.4457 +2023-12-25 14:03:57,912 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:12:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.4701, loss: 0.4701 +2023-12-25 14:04:20,783 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:11:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.4294, loss: 0.4294 +2023-12-25 14:04:43,641 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:11:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.4525, loss: 0.4525 +2023-12-25 14:05:06,647 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:10:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5052, loss: 0.5052 +2023-12-25 14:05:29,519 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:10:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.4620, loss: 0.4620 +2023-12-25 14:05:52,354 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:10:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.4153, loss: 0.4153 +2023-12-25 14:06:15,189 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 7:09:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.4207, loss: 0.4207 +2023-12-25 14:06:38,010 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 7:09:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.4200, loss: 0.4200 +2023-12-25 14:07:00,850 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 7:08:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 0.4450, loss: 0.4450 +2023-12-25 14:07:13,445 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-25 14:08:44,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:08:44,608 - pyskl - INFO - +top1_acc 0.8918 +top5_acc 0.9890 +2023-12-25 14:08:44,613 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.8918, top5_acc: 0.9890 +2023-12-25 14:09:24,712 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 7:08:19, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.4041, loss: 0.4041 +2023-12-25 14:09:47,585 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 7:07:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3712, loss: 0.3712 +2023-12-25 14:10:10,439 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 7:07:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.3722, loss: 0.3722 +2023-12-25 14:10:33,402 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 7:07:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4074, loss: 0.4074 +2023-12-25 14:10:56,418 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 7:06:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.3691, loss: 0.3691 +2023-12-25 14:11:19,359 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 7:06:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.4193, loss: 0.4193 +2023-12-25 14:11:42,265 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 7:05:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9838, loss_cls: 0.3970, loss: 0.3970 +2023-12-25 14:12:05,197 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 7:05:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.4262, loss: 0.4262 +2023-12-25 14:12:28,068 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 7:05:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4245, loss: 0.4245 +2023-12-25 14:12:50,915 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 7:04:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.3941, loss: 0.3941 +2023-12-25 14:13:13,767 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 7:04:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.4148, loss: 0.4148 +2023-12-25 14:13:36,619 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 7:04:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4289, loss: 0.4289 +2023-12-25 14:13:59,487 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 7:03:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.4755, loss: 0.4755 +2023-12-25 14:14:22,425 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 7:03:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4211, loss: 0.4211 +2023-12-25 14:14:45,347 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 7:02:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.3894, loss: 0.3894 +2023-12-25 14:15:08,187 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 7:02:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 0.4150, loss: 0.4150 +2023-12-25 14:15:31,020 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 7:02:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4384, loss: 0.4384 +2023-12-25 14:15:53,919 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 7:01:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.3817, loss: 0.3817 +2023-12-25 14:16:16,804 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 7:01:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.4003, loss: 0.4003 +2023-12-25 14:16:39,661 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 7:00:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.3987, loss: 0.3987 +2023-12-25 14:17:02,511 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 7:00:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.4166, loss: 0.4166 +2023-12-25 14:17:25,365 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 7:00:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.4685, loss: 0.4685 +2023-12-25 14:17:48,234 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 6:59:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.4322, loss: 0.4322 +2023-12-25 14:18:00,767 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-25 14:19:31,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:19:31,917 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9895 +2023-12-25 14:19:31,921 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.8949, top5_acc: 0.9895 +2023-12-25 14:20:12,447 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:59:10, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 0.3672, loss: 0.3672 +2023-12-25 14:20:35,282 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:58:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.3693, loss: 0.3693 +2023-12-25 14:20:58,161 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:58:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.3905, loss: 0.3905 +2023-12-25 14:21:21,081 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:58:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.3766, loss: 0.3766 +2023-12-25 14:21:44,070 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:57:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.3807, loss: 0.3807 +2023-12-25 14:22:06,996 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:57:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.3647, loss: 0.3647 +2023-12-25 14:22:29,973 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:56:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 0.3800, loss: 0.3800 +2023-12-25 14:22:53,022 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:56:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 0.4127, loss: 0.4127 +2023-12-25 14:23:15,899 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:56:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4039, loss: 0.4039 +2023-12-25 14:23:38,773 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:55:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4004, loss: 0.4004 +2023-12-25 14:24:01,687 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:55:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.3756, loss: 0.3756 +2023-12-25 14:24:24,586 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:54:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.4417, loss: 0.4417 +2023-12-25 14:24:47,486 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:54:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 0.4136, loss: 0.4136 +2023-12-25 14:25:10,440 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:54:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 0.4229, loss: 0.4229 +2023-12-25 14:25:33,461 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:53:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.4460, loss: 0.4460 +2023-12-25 14:25:56,462 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:53:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.4397, loss: 0.4397 +2023-12-25 14:26:19,490 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:52:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4186, loss: 0.4186 +2023-12-25 14:26:42,550 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:52:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3889, loss: 0.3889 +2023-12-25 14:27:05,736 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:52:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.4127, loss: 0.4127 +2023-12-25 14:27:28,723 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:51:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.4351, loss: 0.4351 +2023-12-25 14:27:51,647 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:51:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.4392, loss: 0.4392 +2023-12-25 14:28:14,548 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:50:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4025, loss: 0.4025 +2023-12-25 14:28:37,436 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:50:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 0.3873, loss: 0.3873 +2023-12-25 14:28:50,041 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-25 14:30:21,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:30:21,272 - pyskl - INFO - +top1_acc 0.9065 +top5_acc 0.9910 +2023-12-25 14:30:21,276 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_100.pth was removed +2023-12-25 14:30:21,493 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-25 14:30:21,494 - pyskl - INFO - Best top1_acc is 0.9065 at 105 epoch. +2023-12-25 14:30:21,498 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9065, top5_acc: 0.9910 +2023-12-25 14:31:01,960 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:50:02, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.3897, loss: 0.3897 +2023-12-25 14:31:24,900 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:49:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3357, loss: 0.3357 +2023-12-25 14:31:47,942 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:49:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3529, loss: 0.3529 +2023-12-25 14:32:11,047 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:48:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3684, loss: 0.3684 +2023-12-25 14:32:34,111 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:48:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.3676, loss: 0.3676 +2023-12-25 14:32:57,125 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:48:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.3463, loss: 0.3463 +2023-12-25 14:33:20,103 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:47:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.3413, loss: 0.3413 +2023-12-25 14:33:43,042 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:47:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.3982, loss: 0.3982 +2023-12-25 14:34:05,981 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:46:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4005, loss: 0.4005 +2023-12-25 14:34:28,911 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:46:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.3996, loss: 0.3996 +2023-12-25 14:34:51,827 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:46:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.4161, loss: 0.4161 +2023-12-25 14:35:14,736 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:45:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.3723, loss: 0.3723 +2023-12-25 14:35:37,644 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:45:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.4138, loss: 0.4138 +2023-12-25 14:36:00,629 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:44:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4001, loss: 0.4001 +2023-12-25 14:36:23,683 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:44:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.3750, loss: 0.3750 +2023-12-25 14:36:46,634 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:44:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.4086, loss: 0.4086 +2023-12-25 14:37:09,654 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:43:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4547, loss: 0.4547 +2023-12-25 14:37:32,754 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:43:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.3812, loss: 0.3812 +2023-12-25 14:37:56,029 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:43:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.4127, loss: 0.4127 +2023-12-25 14:38:19,168 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:42:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.4383, loss: 0.4383 +2023-12-25 14:38:42,271 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:42:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.4222, loss: 0.4222 +2023-12-25 14:39:05,327 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:41:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.4157, loss: 0.4157 +2023-12-25 14:39:28,293 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:41:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3964, loss: 0.3964 +2023-12-25 14:39:41,216 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-25 14:41:12,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:41:12,096 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9908 +2023-12-25 14:41:12,100 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9055, top5_acc: 0.9908 +2023-12-25 14:41:52,269 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:40:55, time: 0.402, data_time: 0.171, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.3490, loss: 0.3490 +2023-12-25 14:42:15,418 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:40:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3297, loss: 0.3297 +2023-12-25 14:42:38,396 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:40:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.3206, loss: 0.3206 +2023-12-25 14:43:01,548 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:39:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.3885, loss: 0.3885 +2023-12-25 14:43:24,642 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:39:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3310, loss: 0.3310 +2023-12-25 14:43:47,892 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:38:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.3206, loss: 0.3206 +2023-12-25 14:44:10,935 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:38:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4088, loss: 0.4088 +2023-12-25 14:44:33,855 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:38:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.3646, loss: 0.3646 +2023-12-25 14:44:56,727 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:37:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.3752, loss: 0.3752 +2023-12-25 14:45:19,609 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:37:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9862, loss_cls: 0.3387, loss: 0.3387 +2023-12-25 14:45:42,495 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:37:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3328, loss: 0.3328 +2023-12-25 14:46:05,540 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:36:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.3921, loss: 0.3921 +2023-12-25 14:46:28,590 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:36:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.3653, loss: 0.3653 +2023-12-25 14:46:51,697 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:35:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.3901, loss: 0.3901 +2023-12-25 14:47:14,716 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:35:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4119, loss: 0.4119 +2023-12-25 14:47:37,678 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:35:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.3556, loss: 0.3556 +2023-12-25 14:48:00,681 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:34:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.3990, loss: 0.3990 +2023-12-25 14:48:23,607 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:34:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 0.3851, loss: 0.3851 +2023-12-25 14:48:46,526 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:33:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4173, loss: 0.4173 +2023-12-25 14:49:09,607 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:33:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.3936, loss: 0.3936 +2023-12-25 14:49:32,580 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:33:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4118, loss: 0.4118 +2023-12-25 14:49:55,523 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:32:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.4374, loss: 0.4374 +2023-12-25 14:50:18,481 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:32:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.4161, loss: 0.4161 +2023-12-25 14:50:31,085 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-25 14:52:02,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:52:02,215 - pyskl - INFO - +top1_acc 0.8964 +top5_acc 0.9899 +2023-12-25 14:52:02,219 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.8964, top5_acc: 0.9899 +2023-12-25 14:52:43,050 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:31:47, time: 0.408, data_time: 0.177, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.3367, loss: 0.3367 +2023-12-25 14:53:06,021 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:31:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.3439, loss: 0.3439 +2023-12-25 14:53:28,947 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:31:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3276, loss: 0.3276 +2023-12-25 14:53:51,817 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:30:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.2956, loss: 0.2956 +2023-12-25 14:54:14,736 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:30:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3378, loss: 0.3378 +2023-12-25 14:54:37,618 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:29:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.3666, loss: 0.3666 +2023-12-25 14:55:00,524 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:29:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.3463, loss: 0.3463 +2023-12-25 14:55:23,432 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:29:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.3850, loss: 0.3850 +2023-12-25 14:55:46,325 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:28:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9869, loss_cls: 0.3657, loss: 0.3657 +2023-12-25 14:56:09,248 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:28:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.3496, loss: 0.3496 +2023-12-25 14:56:32,132 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:27:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.3463, loss: 0.3463 +2023-12-25 14:56:55,013 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:27:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3153, loss: 0.3153 +2023-12-25 14:57:17,943 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:27:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.3524, loss: 0.3524 +2023-12-25 14:57:40,888 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:26:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.3933, loss: 0.3933 +2023-12-25 14:58:03,803 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:26:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3856, loss: 0.3856 +2023-12-25 14:58:26,770 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:25:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.4132, loss: 0.4132 +2023-12-25 14:58:49,674 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:25:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.3753, loss: 0.3753 +2023-12-25 14:59:12,568 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:25:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.3546, loss: 0.3546 +2023-12-25 14:59:35,427 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:24:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.3935, loss: 0.3935 +2023-12-25 14:59:58,349 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:24:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3723, loss: 0.3723 +2023-12-25 15:00:21,566 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:24:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4101, loss: 0.4101 +2023-12-25 15:00:44,656 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:23:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.3866, loss: 0.3866 +2023-12-25 15:01:07,551 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:23:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.4356, loss: 0.4356 +2023-12-25 15:01:20,183 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-25 15:02:50,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:02:50,783 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9898 +2023-12-25 15:02:50,786 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9040, top5_acc: 0.9898 +2023-12-25 15:03:30,968 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:22:39, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3000, loss: 0.3000 +2023-12-25 15:03:53,875 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:22:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3298, loss: 0.3298 +2023-12-25 15:04:16,813 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:21:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.3449, loss: 0.3449 +2023-12-25 15:04:39,797 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:21:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2759, loss: 0.2759 +2023-12-25 15:05:02,778 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:21:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.3921, loss: 0.3921 +2023-12-25 15:05:25,709 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:20:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.3902, loss: 0.3902 +2023-12-25 15:05:48,629 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:20:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.3538, loss: 0.3538 +2023-12-25 15:06:11,507 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:19:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.3400, loss: 0.3400 +2023-12-25 15:06:34,391 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:19:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.3444, loss: 0.3444 +2023-12-25 15:06:57,258 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:19:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3165, loss: 0.3165 +2023-12-25 15:07:20,227 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:18:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.3317, loss: 0.3317 +2023-12-25 15:07:43,126 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:18:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.3973, loss: 0.3973 +2023-12-25 15:08:06,050 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:17:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.3935, loss: 0.3935 +2023-12-25 15:08:28,937 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:17:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.3877, loss: 0.3877 +2023-12-25 15:08:51,835 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:17:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.3659, loss: 0.3659 +2023-12-25 15:09:14,813 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:16:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.3599, loss: 0.3599 +2023-12-25 15:09:37,815 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:16:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 0.4069, loss: 0.4069 +2023-12-25 15:10:00,745 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:16:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.3888, loss: 0.3888 +2023-12-25 15:10:23,670 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:15:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.3654, loss: 0.3654 +2023-12-25 15:10:46,572 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:15:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.3446, loss: 0.3446 +2023-12-25 15:11:09,580 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:14:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.3935, loss: 0.3935 +2023-12-25 15:11:32,503 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:14:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.3993, loss: 0.3993 +2023-12-25 15:11:55,432 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:14:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.3557, loss: 0.3557 +2023-12-25 15:12:07,988 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-25 15:13:38,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:13:38,897 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9900 +2023-12-25 15:13:38,901 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9040, top5_acc: 0.9900 +2023-12-25 15:14:18,856 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:13:31, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3198, loss: 0.3198 +2023-12-25 15:14:41,884 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:13:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.2909, loss: 0.2909 +2023-12-25 15:15:04,890 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:12:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.2894, loss: 0.2894 +2023-12-25 15:15:27,871 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:12:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3147, loss: 0.3147 +2023-12-25 15:15:50,797 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:11:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3446, loss: 0.3446 +2023-12-25 15:16:13,724 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:11:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3319, loss: 0.3319 +2023-12-25 15:16:36,607 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:11:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.3352, loss: 0.3352 +2023-12-25 15:16:59,463 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:10:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.3480, loss: 0.3480 +2023-12-25 15:17:22,314 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:10:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9888, loss_cls: 0.3209, loss: 0.3209 +2023-12-25 15:17:45,166 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:10:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.3459, loss: 0.3459 +2023-12-25 15:18:07,990 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:09:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 0.3683, loss: 0.3683 +2023-12-25 15:18:30,846 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:09:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3005, loss: 0.3005 +2023-12-25 15:18:53,679 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:08:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3207, loss: 0.3207 +2023-12-25 15:19:16,556 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 6:08:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3492, loss: 0.3492 +2023-12-25 15:19:39,399 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 6:08:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.3550, loss: 0.3550 +2023-12-25 15:20:02,226 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 6:07:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3679, loss: 0.3679 +2023-12-25 15:20:25,123 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 6:07:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.3582, loss: 0.3582 +2023-12-25 15:20:48,040 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 6:06:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.3516, loss: 0.3516 +2023-12-25 15:21:10,878 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 6:06:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.3485, loss: 0.3485 +2023-12-25 15:21:33,753 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 6:06:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.3662, loss: 0.3662 +2023-12-25 15:21:56,636 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 6:05:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 0.3437, loss: 0.3437 +2023-12-25 15:22:19,560 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 6:05:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.3441, loss: 0.3441 +2023-12-25 15:22:42,515 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 6:04:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.3795, loss: 0.3795 +2023-12-25 15:22:55,084 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-25 15:24:25,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:24:25,695 - pyskl - INFO - +top1_acc 0.9081 +top5_acc 0.9904 +2023-12-25 15:24:25,698 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_105.pth was removed +2023-12-25 15:24:25,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-25 15:24:25,820 - pyskl - INFO - Best top1_acc is 0.9081 at 110 epoch. +2023-12-25 15:24:25,824 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9081, top5_acc: 0.9904 +2023-12-25 15:25:05,971 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 6:04:23, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.2965, loss: 0.2965 +2023-12-25 15:25:28,917 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 6:03:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.3116, loss: 0.3116 +2023-12-25 15:25:51,867 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 6:03:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3262, loss: 0.3262 +2023-12-25 15:26:14,778 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 6:03:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.3239, loss: 0.3239 +2023-12-25 15:26:37,674 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 6:02:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.2925, loss: 0.2925 +2023-12-25 15:27:00,624 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 6:02:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3197, loss: 0.3197 +2023-12-25 15:27:23,558 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 6:02:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.3409, loss: 0.3409 +2023-12-25 15:27:46,463 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 6:01:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.3189, loss: 0.3189 +2023-12-25 15:28:09,377 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 6:01:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.2788, loss: 0.2788 +2023-12-25 15:28:32,234 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 6:00:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 0.3419, loss: 0.3419 +2023-12-25 15:28:55,106 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 6:00:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3394, loss: 0.3394 +2023-12-25 15:29:17,983 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 6:00:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.3648, loss: 0.3648 +2023-12-25 15:29:40,882 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 5:59:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3408, loss: 0.3408 +2023-12-25 15:30:03,747 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:59:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.3396, loss: 0.3396 +2023-12-25 15:30:26,606 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:58:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.3428, loss: 0.3428 +2023-12-25 15:30:49,472 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:58:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9856, loss_cls: 0.3714, loss: 0.3714 +2023-12-25 15:31:12,411 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:58:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.3541, loss: 0.3541 +2023-12-25 15:31:35,338 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:57:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3499, loss: 0.3499 +2023-12-25 15:31:58,199 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:57:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3211, loss: 0.3211 +2023-12-25 15:32:21,125 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:56:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.3408, loss: 0.3408 +2023-12-25 15:32:44,043 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:56:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.3385, loss: 0.3385 +2023-12-25 15:33:06,885 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:56:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.3740, loss: 0.3740 +2023-12-25 15:33:29,787 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:55:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.3445, loss: 0.3445 +2023-12-25 15:33:42,335 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-25 15:35:13,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:35:13,193 - pyskl - INFO - +top1_acc 0.9038 +top5_acc 0.9907 +2023-12-25 15:35:13,197 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9038, top5_acc: 0.9907 +2023-12-25 15:35:53,917 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:55:14, time: 0.407, data_time: 0.176, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.2993, loss: 0.2993 +2023-12-25 15:36:16,803 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:54:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3226, loss: 0.3226 +2023-12-25 15:36:39,682 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:54:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.3194, loss: 0.3194 +2023-12-25 15:37:02,579 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:54:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.2892, loss: 0.2892 +2023-12-25 15:37:25,467 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:53:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3062, loss: 0.3062 +2023-12-25 15:37:48,428 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:53:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.2779, loss: 0.2779 +2023-12-25 15:38:11,351 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:52:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 0.3324, loss: 0.3324 +2023-12-25 15:38:34,262 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:52:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3303, loss: 0.3303 +2023-12-25 15:38:57,142 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:52:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.3093, loss: 0.3093 +2023-12-25 15:39:20,071 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:51:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3312, loss: 0.3312 +2023-12-25 15:39:42,962 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:51:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.2881, loss: 0.2881 +2023-12-25 15:40:05,846 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:50:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2942, loss: 0.2942 +2023-12-25 15:40:28,734 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:50:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.3882, loss: 0.3882 +2023-12-25 15:40:51,633 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:50:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3391, loss: 0.3391 +2023-12-25 15:41:14,621 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:49:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.2974, loss: 0.2974 +2023-12-25 15:41:37,446 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:49:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3137, loss: 0.3137 +2023-12-25 15:42:00,311 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:49:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3075, loss: 0.3075 +2023-12-25 15:42:23,267 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:48:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.3492, loss: 0.3492 +2023-12-25 15:42:46,198 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:48:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3528, loss: 0.3528 +2023-12-25 15:43:09,129 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:47:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3087, loss: 0.3087 +2023-12-25 15:43:32,036 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:47:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.3782, loss: 0.3782 +2023-12-25 15:43:54,982 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:47:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 0.3179, loss: 0.3179 +2023-12-25 15:44:17,923 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:46:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.2818, loss: 0.2818 +2023-12-25 15:44:30,553 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-25 15:46:01,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:46:01,658 - pyskl - INFO - +top1_acc 0.8985 +top5_acc 0.9901 +2023-12-25 15:46:01,662 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.8985, top5_acc: 0.9901 +2023-12-25 15:46:42,651 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:46:07, time: 0.410, data_time: 0.177, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3235, loss: 0.3235 +2023-12-25 15:47:05,567 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:45:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.2909, loss: 0.2909 +2023-12-25 15:47:28,540 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:45:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3067, loss: 0.3067 +2023-12-25 15:47:51,582 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:44:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.2808, loss: 0.2808 +2023-12-25 15:48:14,521 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:44:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3455, loss: 0.3455 +2023-12-25 15:48:37,461 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:44:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.3098, loss: 0.3098 +2023-12-25 15:49:00,406 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:43:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.2932, loss: 0.2932 +2023-12-25 15:49:23,271 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:43:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2883, loss: 0.2883 +2023-12-25 15:49:46,160 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:43:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3114, loss: 0.3114 +2023-12-25 15:50:09,050 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:42:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3151, loss: 0.3151 +2023-12-25 15:50:31,916 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:42:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.3545, loss: 0.3545 +2023-12-25 15:50:54,784 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:41:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.3192, loss: 0.3192 +2023-12-25 15:51:17,693 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:41:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.2899, loss: 0.2899 +2023-12-25 15:51:40,731 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:41:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2801, loss: 0.2801 +2023-12-25 15:52:03,628 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:40:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.2725, loss: 0.2725 +2023-12-25 15:52:26,570 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:40:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.3457, loss: 0.3457 +2023-12-25 15:52:49,533 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:39:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3036, loss: 0.3036 +2023-12-25 15:53:12,677 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:39:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3022, loss: 0.3022 +2023-12-25 15:53:35,760 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:39:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3054, loss: 0.3054 +2023-12-25 15:53:58,775 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:38:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3215, loss: 0.3215 +2023-12-25 15:54:21,886 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:38:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.3711, loss: 0.3711 +2023-12-25 15:54:44,911 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:37:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.3981, loss: 0.3981 +2023-12-25 15:55:07,914 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:37:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.3334, loss: 0.3334 +2023-12-25 15:55:20,582 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-25 15:56:51,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:56:51,809 - pyskl - INFO - +top1_acc 0.8933 +top5_acc 0.9887 +2023-12-25 15:56:51,813 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.8933, top5_acc: 0.9887 +2023-12-25 15:57:31,835 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:36:59, time: 0.400, data_time: 0.171, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.2979, loss: 0.2979 +2023-12-25 15:57:54,733 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:36:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.2759, loss: 0.2759 +2023-12-25 15:58:17,618 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:36:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2694, loss: 0.2694 +2023-12-25 15:58:40,628 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:35:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2463, loss: 0.2463 +2023-12-25 15:59:03,726 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:35:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.2783, loss: 0.2783 +2023-12-25 15:59:26,815 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:35:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3000, loss: 0.3000 +2023-12-25 15:59:49,845 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:34:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2855, loss: 0.2855 +2023-12-25 16:00:12,729 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:34:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.2958, loss: 0.2958 +2023-12-25 16:00:35,659 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:33:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3159, loss: 0.3159 +2023-12-25 16:00:58,554 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:33:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3325, loss: 0.3325 +2023-12-25 16:01:21,459 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:33:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.2971, loss: 0.2971 +2023-12-25 16:01:44,370 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:32:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.2648, loss: 0.2648 +2023-12-25 16:02:07,299 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:32:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.2905, loss: 0.2905 +2023-12-25 16:02:30,215 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:31:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3179, loss: 0.3179 +2023-12-25 16:02:53,116 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:31:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.2818, loss: 0.2818 +2023-12-25 16:03:16,018 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:31:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3181, loss: 0.3181 +2023-12-25 16:03:38,976 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:30:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.2969, loss: 0.2969 +2023-12-25 16:04:01,945 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:30:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3433, loss: 0.3433 +2023-12-25 16:04:24,949 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:29:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3055, loss: 0.3055 +2023-12-25 16:04:47,929 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:29:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.2687, loss: 0.2687 +2023-12-25 16:05:10,861 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:29:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.3514, loss: 0.3514 +2023-12-25 16:05:33,828 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:28:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 0.3550, loss: 0.3550 +2023-12-25 16:05:56,750 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:28:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.2942, loss: 0.2942 +2023-12-25 16:06:09,472 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-25 16:07:40,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:07:40,660 - pyskl - INFO - +top1_acc 0.8943 +top5_acc 0.9904 +2023-12-25 16:07:40,665 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.8943, top5_acc: 0.9904 +2023-12-25 16:08:21,327 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:27:51, time: 0.407, data_time: 0.177, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2631, loss: 0.2631 +2023-12-25 16:08:44,208 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:27:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.2752, loss: 0.2752 +2023-12-25 16:09:07,083 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:27:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3007, loss: 0.3007 +2023-12-25 16:09:29,966 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:26:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3002, loss: 0.3002 +2023-12-25 16:09:52,870 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:26:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.2483, loss: 0.2483 +2023-12-25 16:10:15,781 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:25:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 0.2236, loss: 0.2236 +2023-12-25 16:10:38,706 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:25:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2644, loss: 0.2644 +2023-12-25 16:11:01,635 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:25:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3123, loss: 0.3123 +2023-12-25 16:11:24,592 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:24:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.2828, loss: 0.2828 +2023-12-25 16:11:47,573 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:24:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.2785, loss: 0.2785 +2023-12-25 16:12:10,549 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:23:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 0.2860, loss: 0.2860 +2023-12-25 16:12:33,543 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:23:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.3379, loss: 0.3379 +2023-12-25 16:12:56,513 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:23:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.2893, loss: 0.2893 +2023-12-25 16:13:19,548 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:22:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3054, loss: 0.3054 +2023-12-25 16:13:42,509 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:22:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.2969, loss: 0.2969 +2023-12-25 16:14:05,442 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:22:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.2770, loss: 0.2770 +2023-12-25 16:14:28,297 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:21:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9912, loss_cls: 0.2610, loss: 0.2610 +2023-12-25 16:14:51,178 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:21:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3066, loss: 0.3066 +2023-12-25 16:15:14,088 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:20:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3106, loss: 0.3106 +2023-12-25 16:15:37,005 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:20:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.3330, loss: 0.3330 +2023-12-25 16:15:59,943 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:20:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3045, loss: 0.3045 +2023-12-25 16:16:22,894 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:19:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.2856, loss: 0.2856 +2023-12-25 16:16:45,891 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:19:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.2809, loss: 0.2809 +2023-12-25 16:16:58,522 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-25 16:18:29,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:18:29,644 - pyskl - INFO - +top1_acc 0.9015 +top5_acc 0.9907 +2023-12-25 16:18:29,648 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9015, top5_acc: 0.9907 +2023-12-25 16:19:10,148 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:18:44, time: 0.405, data_time: 0.176, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2385, loss: 0.2385 +2023-12-25 16:19:32,961 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:18:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.2868, loss: 0.2868 +2023-12-25 16:19:55,798 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:17:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2737, loss: 0.2737 +2023-12-25 16:20:18,675 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:17:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2390, loss: 0.2390 +2023-12-25 16:20:41,547 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:17:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2602, loss: 0.2602 +2023-12-25 16:21:04,511 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:16:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.2652, loss: 0.2652 +2023-12-25 16:21:27,395 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:16:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 0.2749, loss: 0.2749 +2023-12-25 16:21:50,351 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:16:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.2625, loss: 0.2625 +2023-12-25 16:22:13,262 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:15:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2855, loss: 0.2855 +2023-12-25 16:22:36,193 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:15:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9906, loss_cls: 0.2709, loss: 0.2709 +2023-12-25 16:22:59,125 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:14:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 0.2925, loss: 0.2925 +2023-12-25 16:23:22,033 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:14:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2566, loss: 0.2566 +2023-12-25 16:23:44,927 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:14:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 0.2657, loss: 0.2657 +2023-12-25 16:24:07,825 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.2896, loss: 0.2896 +2023-12-25 16:24:30,779 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:13:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.2967, loss: 0.2967 +2023-12-25 16:24:53,741 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:12:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.2765, loss: 0.2765 +2023-12-25 16:25:16,675 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:12:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2651, loss: 0.2651 +2023-12-25 16:25:39,572 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:12:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2639, loss: 0.2639 +2023-12-25 16:26:02,600 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:11:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.2950, loss: 0.2950 +2023-12-25 16:26:25,714 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:11:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3026, loss: 0.3026 +2023-12-25 16:26:48,690 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:10:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3020, loss: 0.3020 +2023-12-25 16:27:11,661 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:10:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 0.2875, loss: 0.2875 +2023-12-25 16:27:34,583 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:10:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.2988, loss: 0.2988 +2023-12-25 16:27:47,249 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-25 16:29:17,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:29:17,908 - pyskl - INFO - +top1_acc 0.8975 +top5_acc 0.9898 +2023-12-25 16:29:17,912 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.8975, top5_acc: 0.9898 +2023-12-25 16:29:58,131 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:09:36, time: 0.402, data_time: 0.169, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.2527, loss: 0.2527 +2023-12-25 16:30:21,184 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:09:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2588, loss: 0.2588 +2023-12-25 16:30:44,096 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:08:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2532, loss: 0.2532 +2023-12-25 16:31:06,984 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:08:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.2542, loss: 0.2542 +2023-12-25 16:31:29,922 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:08:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2448, loss: 0.2448 +2023-12-25 16:31:52,879 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:07:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2259, loss: 0.2259 +2023-12-25 16:32:15,843 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:07:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2460, loss: 0.2460 +2023-12-25 16:32:38,805 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 5:06:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.2635, loss: 0.2635 +2023-12-25 16:33:01,759 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 5:06:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.2645, loss: 0.2645 +2023-12-25 16:33:24,653 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 5:06:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.2737, loss: 0.2737 +2023-12-25 16:33:47,576 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 5:05:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2604, loss: 0.2604 +2023-12-25 16:34:10,507 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 5:05:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.2750, loss: 0.2750 +2023-12-25 16:34:33,410 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 5:04:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.2804, loss: 0.2804 +2023-12-25 16:34:56,298 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 5:04:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2330, loss: 0.2330 +2023-12-25 16:35:19,205 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 5:04:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.2624, loss: 0.2624 +2023-12-25 16:35:42,115 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 5:03:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3113, loss: 0.3113 +2023-12-25 16:36:05,062 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 5:03:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2505, loss: 0.2505 +2023-12-25 16:36:27,924 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 5:02:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2510, loss: 0.2510 +2023-12-25 16:36:50,781 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 5:02:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.2563, loss: 0.2563 +2023-12-25 16:37:13,753 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 5:02:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2647, loss: 0.2647 +2023-12-25 16:37:36,720 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 5:01:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 0.2934, loss: 0.2934 +2023-12-25 16:37:59,758 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 5:01:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2879, loss: 0.2879 +2023-12-25 16:38:22,690 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 5:01:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.2634, loss: 0.2634 +2023-12-25 16:38:35,323 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-25 16:40:06,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:40:06,449 - pyskl - INFO - +top1_acc 0.9056 +top5_acc 0.9907 +2023-12-25 16:40:06,453 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9056, top5_acc: 0.9907 +2023-12-25 16:40:46,792 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 5:00:28, time: 0.403, data_time: 0.174, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2485, loss: 0.2485 +2023-12-25 16:41:09,649 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 5:00:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2400, loss: 0.2400 +2023-12-25 16:41:32,511 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 4:59:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 0.2644, loss: 0.2644 +2023-12-25 16:41:55,400 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:59:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2359, loss: 0.2359 +2023-12-25 16:42:18,284 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:58:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2490, loss: 0.2490 +2023-12-25 16:42:41,200 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:58:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2457, loss: 0.2457 +2023-12-25 16:43:04,167 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:58:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.2570, loss: 0.2570 +2023-12-25 16:43:27,089 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:57:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.2926, loss: 0.2926 +2023-12-25 16:43:50,060 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:57:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2292, loss: 0.2292 +2023-12-25 16:44:13,032 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:56:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 0.2592, loss: 0.2592 +2023-12-25 16:44:35,979 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:56:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2519, loss: 0.2519 +2023-12-25 16:44:58,905 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:56:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2381, loss: 0.2381 +2023-12-25 16:45:21,805 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:55:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2371, loss: 0.2371 +2023-12-25 16:45:44,735 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:55:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2257, loss: 0.2257 +2023-12-25 16:46:07,652 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.2639, loss: 0.2639 +2023-12-25 16:46:30,587 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:54:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2653, loss: 0.2653 +2023-12-25 16:46:53,494 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:54:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2500, loss: 0.2500 +2023-12-25 16:47:16,383 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9925, loss_cls: 0.2521, loss: 0.2521 +2023-12-25 16:47:39,297 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:53:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2727, loss: 0.2727 +2023-12-25 16:48:02,321 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:53:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 0.2608, loss: 0.2608 +2023-12-25 16:48:25,460 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:52:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2870, loss: 0.2870 +2023-12-25 16:48:48,389 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:52:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.2918, loss: 0.2918 +2023-12-25 16:49:11,345 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:51:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2306, loss: 0.2306 +2023-12-25 16:49:24,045 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-25 16:50:55,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:50:55,505 - pyskl - INFO - +top1_acc 0.9069 +top5_acc 0.9911 +2023-12-25 16:50:55,509 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9069, top5_acc: 0.9911 +2023-12-25 16:51:35,572 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:51:20, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2107, loss: 0.2107 +2023-12-25 16:51:58,502 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:50:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2259, loss: 0.2259 +2023-12-25 16:52:21,412 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:50:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2514, loss: 0.2514 +2023-12-25 16:52:44,299 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:50:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2165, loss: 0.2165 +2023-12-25 16:53:07,206 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:49:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2475, loss: 0.2475 +2023-12-25 16:53:30,119 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:49:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2299, loss: 0.2299 +2023-12-25 16:53:53,035 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:49:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 0.2664, loss: 0.2664 +2023-12-25 16:54:15,981 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:48:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.2657, loss: 0.2657 +2023-12-25 16:54:38,928 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:48:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2110, loss: 0.2110 +2023-12-25 16:55:01,851 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:47:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.2396, loss: 0.2396 +2023-12-25 16:55:24,797 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:47:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2087, loss: 0.2087 +2023-12-25 16:55:47,746 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:47:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.1989, loss: 0.1989 +2023-12-25 16:56:10,605 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:46:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.2739, loss: 0.2739 +2023-12-25 16:56:33,463 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:46:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2496, loss: 0.2496 +2023-12-25 16:56:56,323 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:45:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9900, loss_cls: 0.2605, loss: 0.2605 +2023-12-25 16:57:19,163 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:45:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2708, loss: 0.2708 +2023-12-25 16:57:42,032 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:45:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2491, loss: 0.2491 +2023-12-25 16:58:04,877 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:44:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2500, loss: 0.2500 +2023-12-25 16:58:27,783 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:44:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.2540, loss: 0.2540 +2023-12-25 16:58:50,768 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:43:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2345, loss: 0.2345 +2023-12-25 16:59:13,831 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:43:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2558, loss: 0.2558 +2023-12-25 16:59:36,768 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:43:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9906, loss_cls: 0.2526, loss: 0.2526 +2023-12-25 16:59:59,799 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:42:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.2573, loss: 0.2573 +2023-12-25 17:00:12,534 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-25 17:01:43,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:01:43,409 - pyskl - INFO - +top1_acc 0.9185 +top5_acc 0.9922 +2023-12-25 17:01:43,413 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_110.pth was removed +2023-12-25 17:01:43,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2023-12-25 17:01:43,541 - pyskl - INFO - Best top1_acc is 0.9185 at 119 epoch. +2023-12-25 17:01:43,546 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9185, top5_acc: 0.9922 +2023-12-25 17:02:23,918 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:42:13, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.1957, loss: 0.1957 +2023-12-25 17:02:46,734 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:41:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2010, loss: 0.2010 +2023-12-25 17:03:09,572 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:41:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2303, loss: 0.2303 +2023-12-25 17:03:32,418 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:41:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2160, loss: 0.2160 +2023-12-25 17:03:55,243 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:40:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2217, loss: 0.2217 +2023-12-25 17:04:18,096 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:40:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2291, loss: 0.2291 +2023-12-25 17:04:40,925 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:39:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2263, loss: 0.2263 +2023-12-25 17:05:03,776 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:39:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9925, loss_cls: 0.2353, loss: 0.2353 +2023-12-25 17:05:26,645 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:39:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2448, loss: 0.2448 +2023-12-25 17:05:49,528 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:38:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2046, loss: 0.2046 +2023-12-25 17:06:12,397 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:38:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2586, loss: 0.2586 +2023-12-25 17:06:35,245 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:37:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.2644, loss: 0.2644 +2023-12-25 17:06:58,107 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:37:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2356, loss: 0.2356 +2023-12-25 17:07:21,014 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:37:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.1959, loss: 0.1959 +2023-12-25 17:07:43,923 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:36:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2143, loss: 0.2143 +2023-12-25 17:08:06,861 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:36:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 0.2157, loss: 0.2157 +2023-12-25 17:08:29,777 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:35:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2131, loss: 0.2131 +2023-12-25 17:08:52,770 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:35:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2247, loss: 0.2247 +2023-12-25 17:09:15,683 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:35:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2124, loss: 0.2124 +2023-12-25 17:09:38,665 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:34:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2110, loss: 0.2110 +2023-12-25 17:10:01,562 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:34:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2284, loss: 0.2284 +2023-12-25 17:10:24,646 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:34:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2343, loss: 0.2343 +2023-12-25 17:10:47,555 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:33:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.2445, loss: 0.2445 +2023-12-25 17:11:00,114 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-25 17:12:31,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:12:31,319 - pyskl - INFO - +top1_acc 0.9215 +top5_acc 0.9926 +2023-12-25 17:12:31,324 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_119.pth was removed +2023-12-25 17:12:31,448 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-25 17:12:31,449 - pyskl - INFO - Best top1_acc is 0.9215 at 120 epoch. +2023-12-25 17:12:31,453 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9215, top5_acc: 0.9926 +2023-12-25 17:13:11,905 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:33:05, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2033, loss: 0.2033 +2023-12-25 17:13:34,779 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:32:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2099, loss: 0.2099 +2023-12-25 17:13:57,670 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:32:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2327, loss: 0.2327 +2023-12-25 17:14:20,576 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:31:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2051, loss: 0.2051 +2023-12-25 17:14:43,492 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:31:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2294, loss: 0.2294 +2023-12-25 17:15:06,411 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:31:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2084, loss: 0.2084 +2023-12-25 17:15:29,370 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:30:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2070, loss: 0.2070 +2023-12-25 17:15:52,312 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:30:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 0.2282, loss: 0.2282 +2023-12-25 17:16:15,257 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:29:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.1979, loss: 0.1979 +2023-12-25 17:16:38,180 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:29:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2311, loss: 0.2311 +2023-12-25 17:17:01,133 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:29:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2144, loss: 0.2144 +2023-12-25 17:17:24,109 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:28:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2128, loss: 0.2128 +2023-12-25 17:17:47,051 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:28:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.2336, loss: 0.2336 +2023-12-25 17:18:09,962 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:28:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 0.2073, loss: 0.2073 +2023-12-25 17:18:32,928 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:27:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.1838, loss: 0.1838 +2023-12-25 17:18:55,812 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:27:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2224, loss: 0.2224 +2023-12-25 17:19:18,698 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:26:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2350, loss: 0.2350 +2023-12-25 17:19:41,627 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:26:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2321, loss: 0.2321 +2023-12-25 17:20:04,556 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:26:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2148, loss: 0.2148 +2023-12-25 17:20:27,494 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:25:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2269, loss: 0.2269 +2023-12-25 17:20:50,429 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:25:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 0.2606, loss: 0.2606 +2023-12-25 17:21:13,525 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:24:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2461, loss: 0.2461 +2023-12-25 17:21:36,616 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:24:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2521, loss: 0.2521 +2023-12-25 17:21:49,198 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-25 17:23:20,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:23:20,085 - pyskl - INFO - +top1_acc 0.9056 +top5_acc 0.9911 +2023-12-25 17:23:20,089 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9056, top5_acc: 0.9911 +2023-12-25 17:24:00,548 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:23:58, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2105, loss: 0.2105 +2023-12-25 17:24:23,452 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:23:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2018, loss: 0.2018 +2023-12-25 17:24:46,389 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:23:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 0.2068, loss: 0.2068 +2023-12-25 17:25:09,317 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:22:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2280, loss: 0.2280 +2023-12-25 17:25:32,244 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:22:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2050, loss: 0.2050 +2023-12-25 17:25:55,184 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:22:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9938, loss_cls: 0.1999, loss: 0.1999 +2023-12-25 17:26:18,102 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:21:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9919, loss_cls: 0.2213, loss: 0.2213 +2023-12-25 17:26:41,034 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:21:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2219, loss: 0.2219 +2023-12-25 17:27:03,987 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:20:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2122, loss: 0.2122 +2023-12-25 17:27:26,881 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:20:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2049, loss: 0.2049 +2023-12-25 17:27:49,753 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:20:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 0.2083, loss: 0.2083 +2023-12-25 17:28:12,634 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:19:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.1784, loss: 0.1784 +2023-12-25 17:28:35,495 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:19:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.1961, loss: 0.1961 +2023-12-25 17:28:58,341 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:18:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1642, loss: 0.1642 +2023-12-25 17:29:21,189 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:18:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2218, loss: 0.2218 +2023-12-25 17:29:44,048 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:18:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2084, loss: 0.2084 +2023-12-25 17:30:07,039 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:17:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2086, loss: 0.2086 +2023-12-25 17:30:30,034 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:17:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.1955, loss: 0.1955 +2023-12-25 17:30:53,042 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:16:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2013, loss: 0.2013 +2023-12-25 17:31:15,950 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:16:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.1986, loss: 0.1986 +2023-12-25 17:31:38,990 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:16:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2625, loss: 0.2625 +2023-12-25 17:32:01,921 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:15:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2252, loss: 0.2252 +2023-12-25 17:32:24,916 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:15:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2351, loss: 0.2351 +2023-12-25 17:32:37,587 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-25 17:34:07,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:34:08,029 - pyskl - INFO - +top1_acc 0.9182 +top5_acc 0.9923 +2023-12-25 17:34:08,033 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9182, top5_acc: 0.9923 +2023-12-25 17:34:47,717 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:14:50, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.1897, loss: 0.1897 +2023-12-25 17:35:10,598 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:14:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.1815, loss: 0.1815 +2023-12-25 17:35:33,467 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:14:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.1834, loss: 0.1834 +2023-12-25 17:35:56,358 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1749, loss: 0.1749 +2023-12-25 17:36:19,247 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:13:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.1996, loss: 0.1996 +2023-12-25 17:36:42,142 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:12:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.2126, loss: 0.2126 +2023-12-25 17:37:05,023 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:12:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.1857, loss: 0.1857 +2023-12-25 17:37:27,919 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:12:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.1822, loss: 0.1822 +2023-12-25 17:37:50,790 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:11:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.1817, loss: 0.1817 +2023-12-25 17:38:13,690 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:11:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.1821, loss: 0.1821 +2023-12-25 17:38:36,558 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:10:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.1809, loss: 0.1809 +2023-12-25 17:38:59,450 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:10:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1702, loss: 0.1702 +2023-12-25 17:39:22,341 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:10:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.1964, loss: 0.1964 +2023-12-25 17:39:45,223 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:09:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1947, loss: 0.1947 +2023-12-25 17:40:08,096 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:09:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.1859, loss: 0.1859 +2023-12-25 17:40:31,014 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:09:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2176, loss: 0.2176 +2023-12-25 17:40:53,952 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:08:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2068, loss: 0.2068 +2023-12-25 17:41:16,894 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:08:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2173, loss: 0.2173 +2023-12-25 17:41:39,873 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:07:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2083, loss: 0.2083 +2023-12-25 17:42:02,913 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:07:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1819, loss: 0.1819 +2023-12-25 17:42:25,896 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:07:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2139, loss: 0.2139 +2023-12-25 17:42:48,819 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:06:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2088, loss: 0.2088 +2023-12-25 17:43:11,868 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:06:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.1848, loss: 0.1848 +2023-12-25 17:43:24,524 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-25 17:44:55,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:44:55,507 - pyskl - INFO - +top1_acc 0.9192 +top5_acc 0.9915 +2023-12-25 17:44:55,512 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9192, top5_acc: 0.9915 +2023-12-25 17:45:35,835 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 4:05:43, time: 0.403, data_time: 0.174, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.1778, loss: 0.1778 +2023-12-25 17:45:58,719 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 4:05:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1596, loss: 0.1596 +2023-12-25 17:46:21,633 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 4:04:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.1958, loss: 0.1958 +2023-12-25 17:46:44,509 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 4:04:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1679, loss: 0.1679 +2023-12-25 17:47:07,295 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 4:04:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1392, loss: 0.1392 +2023-12-25 17:47:30,091 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 4:03:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1588, loss: 0.1588 +2023-12-25 17:47:52,912 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 4:03:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2016, loss: 0.2016 +2023-12-25 17:48:15,775 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 4:02:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2031, loss: 0.2031 +2023-12-25 17:48:38,630 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 4:02:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.1639, loss: 0.1639 +2023-12-25 17:49:01,549 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 4:02:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.1814, loss: 0.1814 +2023-12-25 17:49:24,409 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 4:01:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1629, loss: 0.1629 +2023-12-25 17:49:47,325 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 4:01:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2102, loss: 0.2102 +2023-12-25 17:50:10,234 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 4:01:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1795, loss: 0.1795 +2023-12-25 17:50:33,100 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 4:00:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 0.1745, loss: 0.1745 +2023-12-25 17:50:55,987 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 4:00:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.2021, loss: 0.2021 +2023-12-25 17:51:18,933 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 3:59:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1835, loss: 0.1835 +2023-12-25 17:51:41,794 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:59:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1926, loss: 0.1926 +2023-12-25 17:52:04,821 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:59:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.1923, loss: 0.1923 +2023-12-25 17:52:27,799 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:58:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.1758, loss: 0.1758 +2023-12-25 17:52:50,753 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:58:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.1848, loss: 0.1848 +2023-12-25 17:53:13,694 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:57:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9931, loss_cls: 0.1865, loss: 0.1865 +2023-12-25 17:53:36,700 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:57:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1689, loss: 0.1689 +2023-12-25 17:53:59,699 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:57:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2261, loss: 0.2261 +2023-12-25 17:54:12,297 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-25 17:55:43,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:55:43,386 - pyskl - INFO - +top1_acc 0.9135 +top5_acc 0.9913 +2023-12-25 17:55:43,390 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9135, top5_acc: 0.9913 +2023-12-25 17:56:23,957 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:56:35, time: 0.406, data_time: 0.175, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1427, loss: 0.1427 +2023-12-25 17:56:46,945 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:56:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1515, loss: 0.1515 +2023-12-25 17:57:09,926 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:55:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1533, loss: 0.1533 +2023-12-25 17:57:32,850 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:55:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.1695, loss: 0.1695 +2023-12-25 17:57:55,729 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:55:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1656, loss: 0.1656 +2023-12-25 17:58:18,639 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:54:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1551, loss: 0.1551 +2023-12-25 17:58:41,564 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:54:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.1864, loss: 0.1864 +2023-12-25 17:59:04,482 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:53:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1682, loss: 0.1682 +2023-12-25 17:59:27,413 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:53:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 0.1736, loss: 0.1736 +2023-12-25 17:59:50,394 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:53:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.1696, loss: 0.1696 +2023-12-25 18:00:13,267 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:52:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1523, loss: 0.1523 +2023-12-25 18:00:36,207 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:52:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1724, loss: 0.1724 +2023-12-25 18:00:59,127 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:51:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.1994, loss: 0.1994 +2023-12-25 18:01:22,063 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:51:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1899, loss: 0.1899 +2023-12-25 18:01:45,052 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:51:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.1704, loss: 0.1704 +2023-12-25 18:02:08,012 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:50:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.1627, loss: 0.1627 +2023-12-25 18:02:30,992 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:50:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 0.1926, loss: 0.1926 +2023-12-25 18:02:53,922 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:49:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2112, loss: 0.2112 +2023-12-25 18:03:16,903 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:49:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.1694, loss: 0.1694 +2023-12-25 18:03:39,885 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:49:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1668, loss: 0.1668 +2023-12-25 18:04:02,848 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:48:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1495, loss: 0.1495 +2023-12-25 18:04:25,738 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:48:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1923, loss: 0.1923 +2023-12-25 18:04:48,623 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:48:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.1704, loss: 0.1704 +2023-12-25 18:05:01,419 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-25 18:06:32,226 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:06:32,307 - pyskl - INFO - +top1_acc 0.9160 +top5_acc 0.9921 +2023-12-25 18:06:32,311 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9160, top5_acc: 0.9921 +2023-12-25 18:07:12,939 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:47:28, time: 0.406, data_time: 0.177, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1603, loss: 0.1603 +2023-12-25 18:07:35,802 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:47:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.1743, loss: 0.1743 +2023-12-25 18:07:58,668 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:46:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.1812, loss: 0.1812 +2023-12-25 18:08:21,553 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:46:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1636, loss: 0.1636 +2023-12-25 18:08:44,467 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:45:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1543, loss: 0.1543 +2023-12-25 18:09:07,355 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:45:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.1838, loss: 0.1838 +2023-12-25 18:09:30,259 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:45:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.1803, loss: 0.1803 +2023-12-25 18:09:53,156 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:44:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1793, loss: 0.1793 +2023-12-25 18:10:16,064 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:44:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9938, loss_cls: 0.1627, loss: 0.1627 +2023-12-25 18:10:38,942 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:43:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1311, loss: 0.1311 +2023-12-25 18:11:01,862 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:43:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.1575, loss: 0.1575 +2023-12-25 18:11:24,732 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:43:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1727, loss: 0.1727 +2023-12-25 18:11:47,579 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:42:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1788, loss: 0.1788 +2023-12-25 18:12:10,476 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:42:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1515, loss: 0.1515 +2023-12-25 18:12:33,409 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:42:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.1784, loss: 0.1784 +2023-12-25 18:12:56,312 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:41:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.1640, loss: 0.1640 +2023-12-25 18:13:19,244 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:41:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.1853, loss: 0.1853 +2023-12-25 18:13:42,349 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:40:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.1942, loss: 0.1942 +2023-12-25 18:14:05,416 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:40:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1591, loss: 0.1591 +2023-12-25 18:14:28,378 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:40:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9925, loss_cls: 0.1950, loss: 0.1950 +2023-12-25 18:14:51,342 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:39:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.1778, loss: 0.1778 +2023-12-25 18:15:14,305 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:39:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1707, loss: 0.1707 +2023-12-25 18:15:37,254 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:38:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.1783, loss: 0.1783 +2023-12-25 18:15:49,924 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-25 18:17:21,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:17:21,260 - pyskl - INFO - +top1_acc 0.9068 +top5_acc 0.9908 +2023-12-25 18:17:21,264 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9068, top5_acc: 0.9908 +2023-12-25 18:18:01,164 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:38:21, time: 0.399, data_time: 0.170, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1667, loss: 0.1667 +2023-12-25 18:18:24,047 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:37:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1485, loss: 0.1485 +2023-12-25 18:18:46,951 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:37:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1343, loss: 0.1343 +2023-12-25 18:19:09,855 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:37:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1502, loss: 0.1502 +2023-12-25 18:19:32,752 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:36:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1582, loss: 0.1582 +2023-12-25 18:19:55,648 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:36:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1133, loss: 0.1133 +2023-12-25 18:20:18,581 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:36:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1277, loss: 0.1277 +2023-12-25 18:20:41,507 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:35:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1726, loss: 0.1726 +2023-12-25 18:21:04,438 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:35:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1323, loss: 0.1323 +2023-12-25 18:21:27,391 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:34:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1497, loss: 0.1497 +2023-12-25 18:21:50,358 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:34:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1362, loss: 0.1362 +2023-12-25 18:22:13,268 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:34:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1384, loss: 0.1384 +2023-12-25 18:22:36,151 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:33:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.1703, loss: 0.1703 +2023-12-25 18:22:59,042 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:33:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1540, loss: 0.1540 +2023-12-25 18:23:21,960 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:32:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517 +2023-12-25 18:23:44,863 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:32:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9931, loss_cls: 0.1803, loss: 0.1803 +2023-12-25 18:24:07,850 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:32:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1433, loss: 0.1433 +2023-12-25 18:24:30,791 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:31:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 0.1588, loss: 0.1588 +2023-12-25 18:24:53,718 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:31:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1617, loss: 0.1617 +2023-12-25 18:25:16,678 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:30:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.1667, loss: 0.1667 +2023-12-25 18:25:39,603 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:30:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1607, loss: 0.1607 +2023-12-25 18:26:02,564 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:30:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.1439, loss: 0.1439 +2023-12-25 18:26:25,467 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:29:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1399, loss: 0.1399 +2023-12-25 18:26:38,080 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-25 18:28:08,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:28:08,700 - pyskl - INFO - +top1_acc 0.9218 +top5_acc 0.9928 +2023-12-25 18:28:08,703 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_120.pth was removed +2023-12-25 18:28:08,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-25 18:28:08,829 - pyskl - INFO - Best top1_acc is 0.9218 at 127 epoch. +2023-12-25 18:28:08,833 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9218, top5_acc: 0.9928 +2023-12-25 18:28:49,135 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:29:13, time: 0.403, data_time: 0.171, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1445, loss: 0.1445 +2023-12-25 18:29:12,090 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:28:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1377, loss: 0.1377 +2023-12-25 18:29:34,991 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:28:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1487, loss: 0.1487 +2023-12-25 18:29:57,923 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:28:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1268, loss: 0.1268 +2023-12-25 18:30:20,836 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:27:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1132, loss: 0.1132 +2023-12-25 18:30:43,730 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:27:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 0.1430, loss: 0.1430 +2023-12-25 18:31:06,629 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:26:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1306, loss: 0.1306 +2023-12-25 18:31:29,544 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:26:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1335, loss: 0.1335 +2023-12-25 18:31:52,497 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:26:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1513, loss: 0.1513 +2023-12-25 18:32:15,423 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:25:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9938, loss_cls: 0.1501, loss: 0.1501 +2023-12-25 18:32:38,399 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:25:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1298, loss: 0.1298 +2023-12-25 18:33:01,415 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:24:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1288, loss: 0.1288 +2023-12-25 18:33:24,353 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:24:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1522, loss: 0.1522 +2023-12-25 18:33:47,353 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:24:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1264, loss: 0.1264 +2023-12-25 18:34:10,342 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:23:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1484, loss: 0.1484 +2023-12-25 18:34:33,444 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:23:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1399, loss: 0.1399 +2023-12-25 18:34:56,511 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:23:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1539, loss: 0.1539 +2023-12-25 18:35:19,478 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:22:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.1647, loss: 0.1647 +2023-12-25 18:35:42,400 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:22:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1411, loss: 0.1411 +2023-12-25 18:36:05,267 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:21:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1591, loss: 0.1591 +2023-12-25 18:36:28,125 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:21:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1627, loss: 0.1627 +2023-12-25 18:36:50,991 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:21:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1480, loss: 0.1480 +2023-12-25 18:37:13,901 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:20:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1448, loss: 0.1448 +2023-12-25 18:37:26,471 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-25 18:38:57,450 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:38:57,529 - pyskl - INFO - +top1_acc 0.9241 +top5_acc 0.9940 +2023-12-25 18:38:57,533 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_127.pth was removed +2023-12-25 18:38:57,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-25 18:38:57,656 - pyskl - INFO - Best top1_acc is 0.9241 at 128 epoch. +2023-12-25 18:38:57,659 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9241, top5_acc: 0.9940 +2023-12-25 18:39:38,062 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:20:06, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1451, loss: 0.1451 +2023-12-25 18:40:00,942 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:19:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1426, loss: 0.1426 +2023-12-25 18:40:23,807 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:19:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1285, loss: 0.1285 +2023-12-25 18:40:46,735 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:18:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1464, loss: 0.1464 +2023-12-25 18:41:09,702 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:18:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1202, loss: 0.1202 +2023-12-25 18:41:32,633 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:18:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1531, loss: 0.1531 +2023-12-25 18:41:55,548 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:17:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1521, loss: 0.1521 +2023-12-25 18:42:18,472 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:17:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1404, loss: 0.1404 +2023-12-25 18:42:41,450 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:17:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1060, loss: 0.1060 +2023-12-25 18:43:04,400 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:16:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1093, loss: 0.1093 +2023-12-25 18:43:27,395 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:16:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1309, loss: 0.1309 +2023-12-25 18:43:50,494 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:15:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1660, loss: 0.1660 +2023-12-25 18:44:13,416 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:15:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9944, loss_cls: 0.1641, loss: 0.1641 +2023-12-25 18:44:36,345 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:15:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1521, loss: 0.1521 +2023-12-25 18:44:59,379 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:14:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1448, loss: 0.1448 +2023-12-25 18:45:22,492 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:14:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1270, loss: 0.1270 +2023-12-25 18:45:45,488 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:13:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1339, loss: 0.1339 +2023-12-25 18:46:08,436 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:13:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1361, loss: 0.1361 +2023-12-25 18:46:31,353 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:13:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1339, loss: 0.1339 +2023-12-25 18:46:54,214 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:12:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 0.1373, loss: 0.1373 +2023-12-25 18:47:17,060 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:12:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 0.1513, loss: 0.1513 +2023-12-25 18:47:39,953 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:11:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1400, loss: 0.1400 +2023-12-25 18:48:02,869 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:11:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1219, loss: 0.1219 +2023-12-25 18:48:15,466 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-25 18:49:46,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:49:46,545 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9929 +2023-12-25 18:49:46,550 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9221, top5_acc: 0.9929 +2023-12-25 18:50:26,394 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:10:59, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1542, loss: 0.1542 +2023-12-25 18:50:49,376 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:10:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1243, loss: 0.1243 +2023-12-25 18:51:12,323 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:10:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1312, loss: 0.1312 +2023-12-25 18:51:35,252 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:09:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1349, loss: 0.1349 +2023-12-25 18:51:58,201 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:09:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1236, loss: 0.1236 +2023-12-25 18:52:21,110 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:09:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1341, loss: 0.1341 +2023-12-25 18:52:43,997 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:08:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1239, loss: 0.1239 +2023-12-25 18:53:06,956 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:08:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1496, loss: 0.1496 +2023-12-25 18:53:29,896 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:07:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1231, loss: 0.1231 +2023-12-25 18:53:52,870 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:07:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2023-12-25 18:54:15,938 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:07:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1111, loss: 0.1111 +2023-12-25 18:54:38,932 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:06:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1199, loss: 0.1199 +2023-12-25 18:55:02,020 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:06:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1327, loss: 0.1327 +2023-12-25 18:55:25,003 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:05:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1224, loss: 0.1224 +2023-12-25 18:55:48,016 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:05:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1097, loss: 0.1097 +2023-12-25 18:56:10,934 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:05:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1367, loss: 0.1367 +2023-12-25 18:56:33,874 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:04:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1282, loss: 0.1282 +2023-12-25 18:56:56,829 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 3:04:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1115, loss: 0.1115 +2023-12-25 18:57:19,741 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 3:04:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1179, loss: 0.1179 +2023-12-25 18:57:42,648 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 3:03:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1324, loss: 0.1324 +2023-12-25 18:58:05,546 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 3:03:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1348, loss: 0.1348 +2023-12-25 18:58:28,463 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 3:02:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1191, loss: 0.1191 +2023-12-25 18:58:51,380 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 3:02:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1172, loss: 0.1172 +2023-12-25 18:59:03,962 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-25 19:00:34,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:00:35,040 - pyskl - INFO - +top1_acc 0.9219 +top5_acc 0.9917 +2023-12-25 19:00:35,044 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9219, top5_acc: 0.9917 +2023-12-25 19:01:14,655 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 3:01:52, time: 0.396, data_time: 0.167, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1074, loss: 0.1074 +2023-12-25 19:01:37,608 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 3:01:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1019, loss: 0.1019 +2023-12-25 19:02:00,497 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 3:01:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1155, loss: 0.1155 +2023-12-25 19:02:23,421 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 3:00:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1352, loss: 0.1352 +2023-12-25 19:02:46,349 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 3:00:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.1413, loss: 0.1413 +2023-12-25 19:03:09,204 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 2:59:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1327, loss: 0.1327 +2023-12-25 19:03:32,105 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:59:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 0.1426, loss: 0.1426 +2023-12-25 19:03:54,981 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:59:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1247, loss: 0.1247 +2023-12-25 19:04:17,865 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:58:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1206, loss: 0.1206 +2023-12-25 19:04:40,853 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:58:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.0998, loss: 0.0998 +2023-12-25 19:05:03,794 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:57:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1093, loss: 0.1093 +2023-12-25 19:05:26,823 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:57:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1061, loss: 0.1061 +2023-12-25 19:05:49,776 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:57:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1402, loss: 0.1402 +2023-12-25 19:06:12,783 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:56:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1408, loss: 0.1408 +2023-12-25 19:06:35,740 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:56:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1295, loss: 0.1295 +2023-12-25 19:06:58,700 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:56:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1179, loss: 0.1179 +2023-12-25 19:07:21,640 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:55:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0967, loss: 0.0967 +2023-12-25 19:07:44,555 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:55:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1228, loss: 0.1228 +2023-12-25 19:08:07,418 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:54:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1048, loss: 0.1048 +2023-12-25 19:08:30,324 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:54:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1337, loss: 0.1337 +2023-12-25 19:08:53,259 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:54:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.0996, loss: 0.0996 +2023-12-25 19:09:16,159 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:53:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1214, loss: 0.1214 +2023-12-25 19:09:39,012 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:53:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1250, loss: 0.1250 +2023-12-25 19:09:51,613 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-25 19:11:22,405 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:11:22,485 - pyskl - INFO - +top1_acc 0.9276 +top5_acc 0.9938 +2023-12-25 19:11:22,489 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_128.pth was removed +2023-12-25 19:11:22,610 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-25 19:11:22,611 - pyskl - INFO - Best top1_acc is 0.9276 at 131 epoch. +2023-12-25 19:11:22,615 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9276, top5_acc: 0.9938 +2023-12-25 19:12:02,795 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:52:45, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1094, loss: 0.1094 +2023-12-25 19:12:25,669 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:52:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1097, loss: 0.1097 +2023-12-25 19:12:48,616 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:51:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1000, loss: 0.1000 +2023-12-25 19:13:11,526 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:51:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0872, loss: 0.0872 +2023-12-25 19:13:34,441 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:51:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1050, loss: 0.1050 +2023-12-25 19:13:57,369 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:50:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1148, loss: 0.1148 +2023-12-25 19:14:20,242 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:50:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1390, loss: 0.1390 +2023-12-25 19:14:43,139 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:50:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1025, loss: 0.1025 +2023-12-25 19:15:06,102 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:49:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1020, loss: 0.1020 +2023-12-25 19:15:29,110 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:49:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1130, loss: 0.1130 +2023-12-25 19:15:52,076 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:48:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0977, loss: 0.0977 +2023-12-25 19:16:15,037 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:48:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1100, loss: 0.1100 +2023-12-25 19:16:38,153 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:48:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1082, loss: 0.1082 +2023-12-25 19:17:01,116 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:47:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 0.1289, loss: 0.1289 +2023-12-25 19:17:24,092 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:47:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.0909, loss: 0.0909 +2023-12-25 19:17:47,061 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:46:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1173, loss: 0.1173 +2023-12-25 19:18:10,088 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:46:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1189, loss: 0.1189 +2023-12-25 19:18:33,042 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:46:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.1363, loss: 0.1363 +2023-12-25 19:18:56,100 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:45:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1233, loss: 0.1233 +2023-12-25 19:19:19,290 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:45:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1159, loss: 0.1159 +2023-12-25 19:19:42,315 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:44:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1029, loss: 0.1029 +2023-12-25 19:20:05,343 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:44:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1228, loss: 0.1228 +2023-12-25 19:20:28,371 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:44:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1006, loss: 0.1006 +2023-12-25 19:20:41,058 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-25 19:22:12,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:22:12,343 - pyskl - INFO - +top1_acc 0.9251 +top5_acc 0.9929 +2023-12-25 19:22:12,347 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9251, top5_acc: 0.9929 +2023-12-25 19:22:52,511 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:43:38, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-25 19:23:15,400 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:43:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1005, loss: 0.1005 +2023-12-25 19:23:38,328 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:42:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1000, loss: 0.1000 +2023-12-25 19:24:01,267 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:42:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1043, loss: 0.1043 +2023-12-25 19:24:24,205 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:42:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.0965, loss: 0.0965 +2023-12-25 19:24:47,107 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:41:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9931, loss_cls: 0.1398, loss: 0.1398 +2023-12-25 19:25:10,055 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:41:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1127, loss: 0.1127 +2023-12-25 19:25:33,094 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:40:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1096, loss: 0.1096 +2023-12-25 19:25:56,155 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:40:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1053, loss: 0.1053 +2023-12-25 19:26:19,263 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:40:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1054, loss: 0.1054 +2023-12-25 19:26:42,353 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:39:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.1008, loss: 0.1008 +2023-12-25 19:27:05,434 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:39:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0984, loss: 0.0984 +2023-12-25 19:27:28,451 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:38:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.1024, loss: 0.1024 +2023-12-25 19:27:51,436 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:38:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 0.0989, loss: 0.0989 +2023-12-25 19:28:14,445 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:38:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1001, loss: 0.1001 +2023-12-25 19:28:37,453 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:37:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1085, loss: 0.1085 +2023-12-25 19:29:00,432 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:37:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.0928, loss: 0.0928 +2023-12-25 19:29:23,284 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:37:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1011, loss: 0.1011 +2023-12-25 19:29:46,105 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:36:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 +2023-12-25 19:30:08,984 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:36:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0818, loss: 0.0818 +2023-12-25 19:30:31,803 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:35:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1060, loss: 0.1060 +2023-12-25 19:30:54,617 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:35:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.0991, loss: 0.0991 +2023-12-25 19:31:17,519 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:35:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0993, loss: 0.0993 +2023-12-25 19:31:30,096 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-25 19:33:01,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:33:01,540 - pyskl - INFO - +top1_acc 0.9280 +top5_acc 0.9932 +2023-12-25 19:33:01,544 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_131.pth was removed +2023-12-25 19:33:01,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-25 19:33:01,667 - pyskl - INFO - Best top1_acc is 0.9280 at 133 epoch. +2023-12-25 19:33:01,671 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9280, top5_acc: 0.9932 +2023-12-25 19:33:41,290 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:34:31, time: 0.396, data_time: 0.167, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0987, loss: 0.0987 +2023-12-25 19:34:04,238 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:34:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1045, loss: 0.1045 +2023-12-25 19:34:27,131 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:33:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1104, loss: 0.1104 +2023-12-25 19:34:50,244 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:33:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1075, loss: 0.1075 +2023-12-25 19:35:13,285 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:32:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0977, loss: 0.0977 +2023-12-25 19:35:36,272 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:32:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0921, loss: 0.0921 +2023-12-25 19:35:59,227 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:32:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1009, loss: 0.1009 +2023-12-25 19:36:22,198 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:31:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0906, loss: 0.0906 +2023-12-25 19:36:45,075 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:31:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0820, loss: 0.0820 +2023-12-25 19:37:08,016 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:31:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0984, loss: 0.0984 +2023-12-25 19:37:31,012 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:30:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0834, loss: 0.0834 +2023-12-25 19:37:54,070 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:30:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 0.0994, loss: 0.0994 +2023-12-25 19:38:17,064 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:29:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1075, loss: 0.1075 +2023-12-25 19:38:40,062 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:29:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0825, loss: 0.0825 +2023-12-25 19:39:03,068 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:29:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1080, loss: 0.1080 +2023-12-25 19:39:26,201 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:28:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 +2023-12-25 19:39:49,238 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:28:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0820, loss: 0.0820 +2023-12-25 19:40:12,169 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:27:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1001, loss: 0.1001 +2023-12-25 19:40:35,098 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:27:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1011, loss: 0.1011 +2023-12-25 19:40:58,083 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:27:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1093, loss: 0.1093 +2023-12-25 19:41:21,032 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:26:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.1051, loss: 0.1051 +2023-12-25 19:41:43,946 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:26:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1128, loss: 0.1128 +2023-12-25 19:42:06,850 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:25:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0807, loss: 0.0807 +2023-12-25 19:42:19,518 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-25 19:43:50,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:43:50,921 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9928 +2023-12-25 19:43:50,925 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9244, top5_acc: 0.9928 +2023-12-25 19:44:30,830 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:25:24, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0831, loss: 0.0831 +2023-12-25 19:44:54,174 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:25:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.1035, loss: 0.1035 +2023-12-25 19:45:17,150 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:24:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.0880, loss: 0.0880 +2023-12-25 19:45:40,297 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:24:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0800, loss: 0.0800 +2023-12-25 19:46:03,268 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:23:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.0914, loss: 0.0914 +2023-12-25 19:46:26,333 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:23:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.0947, loss: 0.0947 +2023-12-25 19:46:49,308 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:23:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0800, loss: 0.0800 +2023-12-25 19:47:12,370 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:22:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0892, loss: 0.0892 +2023-12-25 19:47:35,546 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:22:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0792, loss: 0.0792 +2023-12-25 19:47:58,567 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:21:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0743, loss: 0.0743 +2023-12-25 19:48:21,585 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:21:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0773, loss: 0.0773 +2023-12-25 19:48:44,664 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:21:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1046, loss: 0.1046 +2023-12-25 19:49:07,679 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:20:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0966, loss: 0.0966 +2023-12-25 19:49:30,705 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:20:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0797, loss: 0.0797 +2023-12-25 19:49:53,616 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:19:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 +2023-12-25 19:50:16,600 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:19:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0870, loss: 0.0870 +2023-12-25 19:50:39,480 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:19:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0751, loss: 0.0751 +2023-12-25 19:51:02,345 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:18:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.0943, loss: 0.0943 +2023-12-25 19:51:25,239 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:18:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.0982, loss: 0.0982 +2023-12-25 19:51:48,178 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:18:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.0943, loss: 0.0943 +2023-12-25 19:52:11,117 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:17:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0744, loss: 0.0744 +2023-12-25 19:52:34,023 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:17:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.1046, loss: 0.1046 +2023-12-25 19:52:56,972 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:16:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0831, loss: 0.0831 +2023-12-25 19:53:09,607 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-25 19:54:41,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:54:41,840 - pyskl - INFO - +top1_acc 0.9299 +top5_acc 0.9930 +2023-12-25 19:54:41,844 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_133.pth was removed +2023-12-25 19:54:42,074 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-25 19:54:42,074 - pyskl - INFO - Best top1_acc is 0.9299 at 135 epoch. +2023-12-25 19:54:42,078 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9299, top5_acc: 0.9930 +2023-12-25 19:55:22,538 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:16:17, time: 0.405, data_time: 0.174, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1015, loss: 0.1015 +2023-12-25 19:55:45,575 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:15:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0750, loss: 0.0750 +2023-12-25 19:56:08,597 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:15:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.0968, loss: 0.0968 +2023-12-25 19:56:31,603 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9950, loss_cls: 0.1068, loss: 0.1068 +2023-12-25 19:56:54,568 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:14:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0899, loss: 0.0899 +2023-12-25 19:57:17,469 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:14:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0790, loss: 0.0790 +2023-12-25 19:57:40,345 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:13:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0942, loss: 0.0942 +2023-12-25 19:58:03,238 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:13:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 0.1140, loss: 0.1140 +2023-12-25 19:58:26,272 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:13:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1065, loss: 0.1065 +2023-12-25 19:58:49,215 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:12:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.0963, loss: 0.0963 +2023-12-25 19:59:12,208 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:12:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0874, loss: 0.0874 +2023-12-25 19:59:35,106 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:12:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0792, loss: 0.0792 +2023-12-25 19:59:58,041 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:11:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0875, loss: 0.0875 +2023-12-25 20:00:20,930 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:11:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0688, loss: 0.0688 +2023-12-25 20:00:43,963 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:10:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0860, loss: 0.0860 +2023-12-25 20:01:06,880 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:10:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.0990, loss: 0.0990 +2023-12-25 20:01:29,774 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:10:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0959, loss: 0.0959 +2023-12-25 20:01:52,644 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:09:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0771, loss: 0.0771 +2023-12-25 20:02:15,591 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:09:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0812, loss: 0.0812 +2023-12-25 20:02:38,562 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:08:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0883, loss: 0.0883 +2023-12-25 20:03:01,499 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:08:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9962, loss_cls: 0.0931, loss: 0.0931 +2023-12-25 20:03:24,413 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:08:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2023-12-25 20:03:47,351 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:07:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0897, loss: 0.0897 +2023-12-25 20:03:59,966 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-25 20:05:32,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:05:32,260 - pyskl - INFO - +top1_acc 0.9302 +top5_acc 0.9931 +2023-12-25 20:05:32,267 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_135.pth was removed +2023-12-25 20:05:32,398 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-25 20:05:32,398 - pyskl - INFO - Best top1_acc is 0.9302 at 136 epoch. +2023-12-25 20:05:32,403 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9302, top5_acc: 0.9931 +2023-12-25 20:06:13,529 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:07:10, time: 0.411, data_time: 0.180, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2023-12-25 20:06:36,442 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:06:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2023-12-25 20:06:59,399 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:06:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.0999, loss: 0.0999 +2023-12-25 20:07:22,280 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:06:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-25 20:07:45,212 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:05:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0756, loss: 0.0756 +2023-12-25 20:08:08,112 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:05:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0888, loss: 0.0888 +2023-12-25 20:08:30,982 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:04:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0876, loss: 0.0876 +2023-12-25 20:08:53,834 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:04:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 +2023-12-25 20:09:16,750 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:04:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0718, loss: 0.0718 +2023-12-25 20:09:39,695 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:03:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.0977, loss: 0.0977 +2023-12-25 20:10:02,547 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:03:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.0979, loss: 0.0979 +2023-12-25 20:10:25,471 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 2:02:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0787, loss: 0.0787 +2023-12-25 20:10:48,349 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 2:02:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.0883, loss: 0.0883 +2023-12-25 20:11:11,256 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 2:02:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0735, loss: 0.0735 +2023-12-25 20:11:34,162 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 2:01:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0885, loss: 0.0885 +2023-12-25 20:11:57,057 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 2:01:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.0904, loss: 0.0904 +2023-12-25 20:12:19,989 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 2:00:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0746, loss: 0.0746 +2023-12-25 20:12:42,890 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 2:00:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0882, loss: 0.0882 +2023-12-25 20:13:05,786 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 2:00:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-25 20:13:28,645 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 1:59:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0713, loss: 0.0713 +2023-12-25 20:13:51,516 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:59:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0771, loss: 0.0771 +2023-12-25 20:14:14,364 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:59:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1043, loss: 0.1043 +2023-12-25 20:14:37,182 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:58:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0766, loss: 0.0766 +2023-12-25 20:14:49,797 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-25 20:16:20,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:16:20,847 - pyskl - INFO - +top1_acc 0.9319 +top5_acc 0.9938 +2023-12-25 20:16:20,851 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_136.pth was removed +2023-12-25 20:16:20,972 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-25 20:16:20,972 - pyskl - INFO - Best top1_acc is 0.9319 at 137 epoch. +2023-12-25 20:16:20,976 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9319, top5_acc: 0.9938 +2023-12-25 20:17:01,324 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:58:03, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0674, loss: 0.0674 +2023-12-25 20:17:24,262 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:57:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0801, loss: 0.0801 +2023-12-25 20:17:47,326 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:57:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0794, loss: 0.0794 +2023-12-25 20:18:10,437 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:56:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0728, loss: 0.0728 +2023-12-25 20:18:33,374 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:56:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0772, loss: 0.0772 +2023-12-25 20:18:56,307 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:56:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0868, loss: 0.0868 +2023-12-25 20:19:19,295 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:55:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0971, loss: 0.0971 +2023-12-25 20:19:42,317 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:55:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0859, loss: 0.0859 +2023-12-25 20:20:05,267 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:54:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2023-12-25 20:20:28,335 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:54:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0746, loss: 0.0746 +2023-12-25 20:20:51,247 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:54:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0896, loss: 0.0896 +2023-12-25 20:21:14,217 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:53:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0834, loss: 0.0834 +2023-12-25 20:21:37,169 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:53:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 0.0850, loss: 0.0850 +2023-12-25 20:22:00,114 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:53:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2023-12-25 20:22:23,051 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:52:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0776, loss: 0.0776 +2023-12-25 20:22:45,929 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:52:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0875, loss: 0.0875 +2023-12-25 20:23:08,791 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:51:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0925, loss: 0.0925 +2023-12-25 20:23:31,675 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:51:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0773, loss: 0.0773 +2023-12-25 20:23:54,574 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:51:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0626, loss: 0.0626 +2023-12-25 20:24:17,403 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:50:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0760, loss: 0.0760 +2023-12-25 20:24:40,279 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:50:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0744, loss: 0.0744 +2023-12-25 20:25:03,109 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:49:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0819, loss: 0.0819 +2023-12-25 20:25:25,968 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:49:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.0886, loss: 0.0886 +2023-12-25 20:25:38,495 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-25 20:27:09,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:27:09,525 - pyskl - INFO - +top1_acc 0.9317 +top5_acc 0.9931 +2023-12-25 20:27:09,529 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9317, top5_acc: 0.9931 +2023-12-25 20:27:50,494 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:48:57, time: 0.410, data_time: 0.180, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 +2023-12-25 20:28:13,594 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:48:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0698, loss: 0.0698 +2023-12-25 20:28:36,618 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:48:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2023-12-25 20:28:59,647 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:47:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 20:29:22,639 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:47:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.0757, loss: 0.0757 +2023-12-25 20:29:45,528 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:47:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0654, loss: 0.0654 +2023-12-25 20:30:08,592 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:46:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0835, loss: 0.0835 +2023-12-25 20:30:31,594 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:46:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 20:30:54,625 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:45:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0834, loss: 0.0834 +2023-12-25 20:31:17,640 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:45:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0678, loss: 0.0678 +2023-12-25 20:31:40,618 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:45:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0652, loss: 0.0652 +2023-12-25 20:32:03,644 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:44:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0732, loss: 0.0732 +2023-12-25 20:32:26,648 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:44:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0748, loss: 0.0748 +2023-12-25 20:32:49,614 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:43:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0832, loss: 0.0832 +2023-12-25 20:33:12,542 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:43:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0725, loss: 0.0725 +2023-12-25 20:33:35,422 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:43:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0864, loss: 0.0864 +2023-12-25 20:33:58,384 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:42:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0791, loss: 0.0791 +2023-12-25 20:34:21,300 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:42:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0771, loss: 0.0771 +2023-12-25 20:34:44,166 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:41:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0638, loss: 0.0638 +2023-12-25 20:35:07,020 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:41:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0812, loss: 0.0812 +2023-12-25 20:35:29,874 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:41:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0717, loss: 0.0717 +2023-12-25 20:35:52,740 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:40:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0843, loss: 0.0843 +2023-12-25 20:36:15,670 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:40:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0713, loss: 0.0713 +2023-12-25 20:36:28,392 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-25 20:37:59,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:37:59,163 - pyskl - INFO - +top1_acc 0.9334 +top5_acc 0.9933 +2023-12-25 20:37:59,167 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_137.pth was removed +2023-12-25 20:37:59,293 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-25 20:37:59,294 - pyskl - INFO - Best top1_acc is 0.9334 at 139 epoch. +2023-12-25 20:37:59,298 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9334, top5_acc: 0.9933 +2023-12-25 20:38:39,481 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:39:50, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0673, loss: 0.0673 +2023-12-25 20:39:02,492 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:39:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0687, loss: 0.0687 +2023-12-25 20:39:25,488 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:39:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 20:39:48,492 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:38:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0694, loss: 0.0694 +2023-12-25 20:40:11,542 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:38:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0648, loss: 0.0648 +2023-12-25 20:40:34,614 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:37:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0777, loss: 0.0777 +2023-12-25 20:40:57,689 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:37:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0788, loss: 0.0788 +2023-12-25 20:41:20,773 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:37:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0606, loss: 0.0606 +2023-12-25 20:41:43,854 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:36:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0762, loss: 0.0762 +2023-12-25 20:42:06,833 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:36:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0660, loss: 0.0660 +2023-12-25 20:42:29,831 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:35:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-25 20:42:52,802 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:35:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2023-12-25 20:43:15,827 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:35:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0743, loss: 0.0743 +2023-12-25 20:43:38,831 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:34:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0732, loss: 0.0732 +2023-12-25 20:44:01,797 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:34:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0683, loss: 0.0683 +2023-12-25 20:44:24,818 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:34:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0688, loss: 0.0688 +2023-12-25 20:44:47,810 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:33:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 20:45:10,794 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:33:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 20:45:33,757 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:32:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0659, loss: 0.0659 +2023-12-25 20:45:56,829 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:32:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0572, loss: 0.0572 +2023-12-25 20:46:19,844 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:32:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0727, loss: 0.0727 +2023-12-25 20:46:42,834 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:31:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0757, loss: 0.0757 +2023-12-25 20:47:05,818 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:31:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2023-12-25 20:47:18,448 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-25 20:48:49,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:48:49,731 - pyskl - INFO - +top1_acc 0.9344 +top5_acc 0.9937 +2023-12-25 20:48:49,735 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_139.pth was removed +2023-12-25 20:48:49,860 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-25 20:48:49,860 - pyskl - INFO - Best top1_acc is 0.9344 at 140 epoch. +2023-12-25 20:48:49,865 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9344, top5_acc: 0.9937 +2023-12-25 20:49:30,837 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:30:43, time: 0.410, data_time: 0.180, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0732, loss: 0.0732 +2023-12-25 20:49:53,943 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:30:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0728, loss: 0.0728 +2023-12-25 20:50:16,898 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:29:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0798, loss: 0.0798 +2023-12-25 20:50:39,827 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:29:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0752, loss: 0.0752 +2023-12-25 20:51:02,860 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:29:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0644, loss: 0.0644 +2023-12-25 20:51:25,910 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:28:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 0.0882, loss: 0.0882 +2023-12-25 20:51:48,893 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:28:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0625, loss: 0.0625 +2023-12-25 20:52:11,996 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:28:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0780, loss: 0.0780 +2023-12-25 20:52:34,951 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:27:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2023-12-25 20:52:58,003 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:27:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 20:53:21,327 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:26:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 20:53:44,425 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:26:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2023-12-25 20:54:07,383 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:26:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2023-12-25 20:54:30,328 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:25:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 20:54:53,289 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:25:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0689, loss: 0.0689 +2023-12-25 20:55:16,224 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:24:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 20:55:39,180 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:24:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0606, loss: 0.0606 +2023-12-25 20:56:02,135 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:24:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0673, loss: 0.0673 +2023-12-25 20:56:25,076 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:23:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0721, loss: 0.0721 +2023-12-25 20:56:47,988 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:23:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 20:57:10,932 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:22:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2023-12-25 20:57:33,853 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:22:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0671, loss: 0.0671 +2023-12-25 20:57:56,799 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:22:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0633, loss: 0.0633 +2023-12-25 20:58:09,548 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-25 20:59:40,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:59:40,907 - pyskl - INFO - +top1_acc 0.9341 +top5_acc 0.9935 +2023-12-25 20:59:40,911 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9341, top5_acc: 0.9935 +2023-12-25 21:00:21,171 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:21:36, time: 0.403, data_time: 0.172, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0738, loss: 0.0738 +2023-12-25 21:00:44,092 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:21:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0660, loss: 0.0660 +2023-12-25 21:01:07,072 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:20:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0620, loss: 0.0620 +2023-12-25 21:01:30,000 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:20:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0717, loss: 0.0717 +2023-12-25 21:01:52,999 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:20:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0550, loss: 0.0550 +2023-12-25 21:02:15,999 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:19:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0636, loss: 0.0636 +2023-12-25 21:02:39,090 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:19:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0680, loss: 0.0680 +2023-12-25 21:03:02,035 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:18:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0758, loss: 0.0758 +2023-12-25 21:03:24,973 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:18:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0817, loss: 0.0817 +2023-12-25 21:03:47,953 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:18:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0583, loss: 0.0583 +2023-12-25 21:04:10,963 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:17:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0625, loss: 0.0625 +2023-12-25 21:04:33,941 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:17:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0579, loss: 0.0579 +2023-12-25 21:04:56,935 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:16:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 21:05:19,874 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:16:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0624, loss: 0.0624 +2023-12-25 21:05:42,796 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:16:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0577, loss: 0.0577 +2023-12-25 21:06:05,706 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:15:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-25 21:06:28,641 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:15:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 21:06:51,590 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:15:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-25 21:07:14,549 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:14:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0518, loss: 0.0518 +2023-12-25 21:07:37,571 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:14:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 21:08:00,511 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:13:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0636, loss: 0.0636 +2023-12-25 21:08:23,517 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:13:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0706, loss: 0.0706 +2023-12-25 21:08:46,458 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:13:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0490, loss: 0.0490 +2023-12-25 21:08:59,064 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-25 21:10:30,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:10:30,537 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9938 +2023-12-25 21:10:30,541 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_140.pth was removed +2023-12-25 21:10:30,663 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-25 21:10:30,664 - pyskl - INFO - Best top1_acc is 0.9375 at 142 epoch. +2023-12-25 21:10:30,668 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9375, top5_acc: 0.9938 +2023-12-25 21:11:11,711 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:12:30, time: 0.410, data_time: 0.180, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-25 21:11:34,634 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:12:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0711, loss: 0.0711 +2023-12-25 21:11:57,686 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:11:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0691, loss: 0.0691 +2023-12-25 21:12:20,742 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:11:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0754, loss: 0.0754 +2023-12-25 21:12:43,745 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:10:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0623, loss: 0.0623 +2023-12-25 21:13:06,729 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:10:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 21:13:29,842 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:10:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0516, loss: 0.0516 +2023-12-25 21:13:52,856 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:09:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0672, loss: 0.0672 +2023-12-25 21:14:15,848 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:09:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0680, loss: 0.0680 +2023-12-25 21:14:38,834 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 +2023-12-25 21:15:01,837 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:08:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0699, loss: 0.0699 +2023-12-25 21:15:24,713 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:08:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 +2023-12-25 21:15:47,621 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:07:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0652, loss: 0.0652 +2023-12-25 21:16:10,526 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:07:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0496, loss: 0.0496 +2023-12-25 21:16:33,471 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:07:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 21:16:56,446 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:06:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0621, loss: 0.0621 +2023-12-25 21:17:19,364 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:06:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0730, loss: 0.0730 +2023-12-25 21:17:42,354 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:05:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0515, loss: 0.0515 +2023-12-25 21:18:05,417 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:05:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0530, loss: 0.0530 +2023-12-25 21:18:28,335 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:05:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 21:18:51,265 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:04:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0628, loss: 0.0628 +2023-12-25 21:19:14,206 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:04:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0757, loss: 0.0757 +2023-12-25 21:19:37,173 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:03:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0656, loss: 0.0656 +2023-12-25 21:19:49,834 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-25 21:21:20,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:21:21,060 - pyskl - INFO - +top1_acc 0.9339 +top5_acc 0.9932 +2023-12-25 21:21:21,065 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9339, top5_acc: 0.9932 +2023-12-25 21:22:02,396 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:03:23, time: 0.413, data_time: 0.183, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0579, loss: 0.0579 +2023-12-25 21:22:25,393 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:03:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2023-12-25 21:22:48,475 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:02:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 21:23:11,455 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:02:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0697, loss: 0.0697 +2023-12-25 21:23:34,348 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:01:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.0772, loss: 0.0772 +2023-12-25 21:23:57,354 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:01:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0541, loss: 0.0541 +2023-12-25 21:24:20,392 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:01:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0678, loss: 0.0678 +2023-12-25 21:24:43,361 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:00:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9962, loss_cls: 0.0661, loss: 0.0661 +2023-12-25 21:25:06,318 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:00:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0652, loss: 0.0652 +2023-12-25 21:25:29,354 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 0:59:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 21:25:52,336 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:59:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0509, loss: 0.0509 +2023-12-25 21:26:15,347 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:59:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0487, loss: 0.0487 +2023-12-25 21:26:38,320 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:58:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2023-12-25 21:27:01,296 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:58:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2023-12-25 21:27:24,322 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:57:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0574, loss: 0.0574 +2023-12-25 21:27:47,341 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:57:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 21:28:10,377 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:57:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 21:28:33,327 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:56:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0619, loss: 0.0619 +2023-12-25 21:28:56,290 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:56:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2023-12-25 21:29:19,231 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:56:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2023-12-25 21:29:42,180 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:55:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0621, loss: 0.0621 +2023-12-25 21:30:05,035 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:55:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0642, loss: 0.0642 +2023-12-25 21:30:27,896 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:54:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 21:30:40,544 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-25 21:32:12,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:32:12,223 - pyskl - INFO - +top1_acc 0.9354 +top5_acc 0.9936 +2023-12-25 21:32:12,227 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9354, top5_acc: 0.9936 +2023-12-25 21:32:52,039 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:54:16, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0705, loss: 0.0705 +2023-12-25 21:33:15,055 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:53:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 +2023-12-25 21:33:38,009 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:53:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 21:34:00,917 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:53:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 21:34:23,846 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:52:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-25 21:34:46,775 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:52:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-25 21:35:09,694 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:51:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0579, loss: 0.0579 +2023-12-25 21:35:32,671 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:51:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 21:35:55,674 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:51:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0576, loss: 0.0576 +2023-12-25 21:36:18,778 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:50:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0480, loss: 0.0480 +2023-12-25 21:36:41,722 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:50:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 21:37:04,623 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:50:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0657, loss: 0.0657 +2023-12-25 21:37:27,515 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:49:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0674, loss: 0.0674 +2023-12-25 21:37:50,412 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:49:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2023-12-25 21:38:13,310 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:48:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-25 21:38:36,206 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:48:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0604, loss: 0.0604 +2023-12-25 21:38:59,144 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:48:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0511, loss: 0.0511 +2023-12-25 21:39:22,089 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:47:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0639, loss: 0.0639 +2023-12-25 21:39:45,043 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:47:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0640, loss: 0.0640 +2023-12-25 21:40:08,009 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:46:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0739, loss: 0.0739 +2023-12-25 21:40:30,941 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:46:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0618, loss: 0.0618 +2023-12-25 21:40:53,882 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:46:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0648, loss: 0.0648 +2023-12-25 21:41:16,918 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:45:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0657, loss: 0.0657 +2023-12-25 21:41:29,611 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-25 21:43:00,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:43:01,003 - pyskl - INFO - +top1_acc 0.9387 +top5_acc 0.9940 +2023-12-25 21:43:01,007 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_142.pth was removed +2023-12-25 21:43:01,133 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-25 21:43:01,133 - pyskl - INFO - Best top1_acc is 0.9387 at 145 epoch. +2023-12-25 21:43:01,137 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9387, top5_acc: 0.9940 +2023-12-25 21:43:41,842 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:45:10, time: 0.407, data_time: 0.176, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0677, loss: 0.0677 +2023-12-25 21:44:04,845 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:44:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 21:44:27,826 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:44:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2023-12-25 21:44:50,884 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:44:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0593, loss: 0.0593 +2023-12-25 21:45:13,946 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:43:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0493, loss: 0.0493 +2023-12-25 21:45:36,843 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:43:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0581, loss: 0.0581 +2023-12-25 21:45:59,773 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:42:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 21:46:22,880 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:42:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0647, loss: 0.0647 +2023-12-25 21:46:45,884 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:42:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 21:47:08,805 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:41:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2023-12-25 21:47:31,692 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:41:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0627, loss: 0.0627 +2023-12-25 21:47:54,578 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:40:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0775, loss: 0.0775 +2023-12-25 21:48:17,491 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:40:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0580, loss: 0.0580 +2023-12-25 21:48:40,509 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:40:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0627, loss: 0.0627 +2023-12-25 21:49:03,488 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:39:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0662, loss: 0.0662 +2023-12-25 21:49:26,469 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:39:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 21:49:49,423 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:38:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0618, loss: 0.0618 +2023-12-25 21:50:12,399 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:38:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2023-12-25 21:50:35,335 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:38:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0484, loss: 0.0484 +2023-12-25 21:50:58,309 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:37:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 +2023-12-25 21:51:21,289 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:37:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0627, loss: 0.0627 +2023-12-25 21:51:44,303 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:37:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 +2023-12-25 21:52:07,258 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:36:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0597, loss: 0.0597 +2023-12-25 21:52:19,888 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-25 21:53:51,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:53:51,376 - pyskl - INFO - +top1_acc 0.9377 +top5_acc 0.9936 +2023-12-25 21:53:51,381 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9377, top5_acc: 0.9936 +2023-12-25 21:54:31,705 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:36:03, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0602, loss: 0.0602 +2023-12-25 21:54:54,742 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:35:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0572, loss: 0.0572 +2023-12-25 21:55:17,796 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:35:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2023-12-25 21:55:40,957 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0466, loss: 0.0466 +2023-12-25 21:56:03,980 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:34:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 21:56:27,055 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:34:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0674, loss: 0.0674 +2023-12-25 21:56:50,118 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:33:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0480, loss: 0.0480 +2023-12-25 21:57:13,141 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:33:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0504, loss: 0.0504 +2023-12-25 21:57:36,093 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:32:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0608, loss: 0.0608 +2023-12-25 21:57:59,038 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:32:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0477, loss: 0.0477 +2023-12-25 21:58:21,973 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:32:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0511, loss: 0.0511 +2023-12-25 21:58:44,883 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0742, loss: 0.0742 +2023-12-25 21:59:07,811 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:31:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 21:59:30,755 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:31:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0521, loss: 0.0521 +2023-12-25 21:59:53,702 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:30:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0701, loss: 0.0701 +2023-12-25 22:00:16,676 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:30:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0658, loss: 0.0658 +2023-12-25 22:00:39,632 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:29:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0537, loss: 0.0537 +2023-12-25 22:01:02,549 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:29:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0598, loss: 0.0598 +2023-12-25 22:01:25,441 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:29:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0626, loss: 0.0626 +2023-12-25 22:01:48,326 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:28:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0691, loss: 0.0691 +2023-12-25 22:02:11,284 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:28:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 +2023-12-25 22:02:34,270 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:27:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0671, loss: 0.0671 +2023-12-25 22:02:57,221 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:27:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2023-12-25 22:03:09,826 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-25 22:04:40,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:04:40,941 - pyskl - INFO - +top1_acc 0.9358 +top5_acc 0.9937 +2023-12-25 22:04:40,945 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9358, top5_acc: 0.9937 +2023-12-25 22:05:21,054 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:26:56, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 22:05:43,940 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:26:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0579, loss: 0.0579 +2023-12-25 22:06:06,948 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:26:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 22:06:29,907 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0472, loss: 0.0472 +2023-12-25 22:06:52,954 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:25:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0517, loss: 0.0517 +2023-12-25 22:07:16,025 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:25:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 +2023-12-25 22:07:39,003 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2023-12-25 22:08:02,012 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:24:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0740, loss: 0.0740 +2023-12-25 22:08:25,125 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:23:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 22:08:48,086 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:23:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0523, loss: 0.0523 +2023-12-25 22:09:11,027 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:23:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0618, loss: 0.0618 +2023-12-25 22:09:33,927 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0652, loss: 0.0652 +2023-12-25 22:09:56,821 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:22:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 22:10:19,720 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:21:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0524, loss: 0.0524 +2023-12-25 22:10:42,660 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2023-12-25 22:11:05,552 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:21:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 22:11:28,443 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 22:11:51,346 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:20:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0577, loss: 0.0577 +2023-12-25 22:12:14,226 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:19:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 22:12:37,111 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 22:12:59,974 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:19:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 22:13:22,859 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:18:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0731, loss: 0.0731 +2023-12-25 22:13:45,738 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:18:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 22:13:58,325 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-25 22:15:29,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:15:29,726 - pyskl - INFO - +top1_acc 0.9344 +top5_acc 0.9934 +2023-12-25 22:15:29,730 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9344, top5_acc: 0.9934 +2023-12-25 22:16:10,088 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:17:50, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0544, loss: 0.0544 +2023-12-25 22:16:33,024 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0634, loss: 0.0634 +2023-12-25 22:16:55,980 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:17:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0538, loss: 0.0538 +2023-12-25 22:17:18,950 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0625, loss: 0.0625 +2023-12-25 22:17:41,946 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:16:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0655, loss: 0.0655 +2023-12-25 22:18:04,919 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:15:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0531, loss: 0.0531 +2023-12-25 22:18:27,892 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 +2023-12-25 22:18:50,873 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0637, loss: 0.0637 +2023-12-25 22:19:13,826 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0716, loss: 0.0716 +2023-12-25 22:19:36,670 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0463, loss: 0.0463 +2023-12-25 22:19:59,538 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:13:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2023-12-25 22:20:22,423 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 22:20:45,292 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:13:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-25 22:21:08,155 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 22:21:31,032 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 22:21:53,915 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:12:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0783, loss: 0.0783 +2023-12-25 22:22:16,798 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2023-12-25 22:22:39,671 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:11:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0590, loss: 0.0590 +2023-12-25 22:23:02,556 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0566, loss: 0.0566 +2023-12-25 22:23:25,445 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0583, loss: 0.0583 +2023-12-25 22:23:48,336 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:10:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 22:24:11,213 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0588, loss: 0.0588 +2023-12-25 22:24:34,012 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 22:24:46,560 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-25 22:26:17,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:26:17,743 - pyskl - INFO - +top1_acc 0.9333 +top5_acc 0.9936 +2023-12-25 22:26:17,747 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9333, top5_acc: 0.9936 +2023-12-25 22:26:57,710 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:43, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 22:27:20,726 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0693, loss: 0.0693 +2023-12-25 22:27:43,679 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:07:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2023-12-25 22:28:06,628 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2023-12-25 22:28:29,571 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 22:28:52,550 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2023-12-25 22:29:15,524 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0688, loss: 0.0688 +2023-12-25 22:29:38,525 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:06:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2023-12-25 22:30:01,493 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0454, loss: 0.0454 +2023-12-25 22:30:24,488 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0506, loss: 0.0506 +2023-12-25 22:30:47,393 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0475, loss: 0.0475 +2023-12-25 22:31:10,337 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0559, loss: 0.0559 +2023-12-25 22:31:33,305 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:04:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 22:31:56,321 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0436, loss: 0.0436 +2023-12-25 22:32:19,424 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 +2023-12-25 22:32:42,374 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0668, loss: 0.0668 +2023-12-25 22:33:05,377 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 22:33:28,426 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0518, loss: 0.0518 +2023-12-25 22:33:51,373 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2023-12-25 22:34:14,309 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 22:34:37,275 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0595, loss: 0.0595 +2023-12-25 22:35:00,196 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 22:35:23,191 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 22:35:35,917 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-25 22:37:06,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:37:06,801 - pyskl - INFO - +top1_acc 0.9385 +top5_acc 0.9939 +2023-12-25 22:37:06,805 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9385, top5_acc: 0.9939 +2023-12-25 22:37:14,529 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-25 22:49:13,618 - pyskl - INFO - Testing results of the last checkpoint +2023-12-25 22:49:13,619 - pyskl - INFO - top1_acc: 0.9429 +2023-12-25 22:49:13,619 - pyskl - INFO - top5_acc: 0.9942 +2023-12-25 22:49:13,619 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/km/best_top1_acc_epoch_145.pth +2023-12-25 23:01:12,549 - pyskl - INFO - Testing results of the best checkpoint +2023-12-25 23:01:12,549 - pyskl - INFO - top1_acc: 0.9433 +2023-12-25 23:01:12,549 - pyskl - INFO - top5_acc: 0.9945