diff --git "a/k400/j_3/20231229_093455.log" "b/k400/j_3/20231229_093455.log" new file mode 100644--- /dev/null +++ "b/k400/j_3/20231229_093455.log" @@ -0,0 +1,3844 @@ +2023-12-29 09:34:55,540 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - 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 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, 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 -DEDGE_PROFILER_USE_KINETO -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-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=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-29 09:34:56,589 - pyskl - INFO - Config: modality = 'j' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/j_3' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_12', num_classes=400, in_channels=384)) +memcached = True +mc_cfg = ('localhost', 22077) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl' +left_kp = [1, 3, 5, 7, 9, 11, 13, 15] +right_kp = [2, 4, 6, 8, 10, 12, 14, 16] +box_thr = 0.5 +valid_ratio = 0.0 +train_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=64, + workers_per_gpu=16, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='train', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + valid_ratio=0.0, + memcached=True, + mc_cfg=('localhost', 22077)), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077)), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, 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', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-29 09:34:56,590 - pyskl - INFO - Set random seed to 1335553009, deterministic: False +2023-12-29 09:35:06,581 - pyskl - INFO - 239737 videos remain after valid thresholding +2023-12-29 09:35:22,603 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-29 09:35:22,605 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3 +2023-12-29 09:35:22,617 - 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 + -------------------- +2023-12-29 09:35:22,634 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-29 09:35:22,635 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3 by HardDiskBackend. +2023-12-29 09:38:42,916 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 13 days, 0:32:29, time: 2.003, data_time: 1.390, memory: 16180, top1_acc: 0.0059, top5_acc: 0.0277, loss_cls: 8.3568, loss: 8.3568 +2023-12-29 09:39:43,404 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 11:25:49, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.0112, top5_acc: 0.0488, loss_cls: 8.0625, loss: 8.0625 +2023-12-29 09:40:44,226 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 6 days, 23:13:19, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0145, top5_acc: 0.0697, loss_cls: 7.9072, loss: 7.9072 +2023-12-29 09:41:45,233 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 5:10:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.0214, top5_acc: 0.0839, loss_cls: 7.7712, loss: 7.7712 +2023-12-29 09:42:46,160 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 5 days, 18:19:35, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.0253, top5_acc: 0.0963, loss_cls: 7.6922, loss: 7.6922 +2023-12-29 09:43:46,961 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 11:03:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0305, top5_acc: 0.1106, loss_cls: 7.6912, loss: 7.6912 +2023-12-29 09:44:47,098 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 5:42:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.0309, top5_acc: 0.1152, loss_cls: 7.7952, loss: 7.7952 +2023-12-29 09:45:47,306 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 1:41:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.0289, top5_acc: 0.1223, loss_cls: 8.0286, loss: 8.0286 +2023-12-29 09:46:47,760 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 4 days, 22:37:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.0364, top5_acc: 0.1302, loss_cls: 8.3173, loss: 8.3173 +2023-12-29 09:47:48,604 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 4 days, 20:13:23, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0389, top5_acc: 0.1425, loss_cls: 8.1658, loss: 8.1658 +2023-12-29 09:48:49,910 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 4 days, 18:19:12, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.0437, top5_acc: 0.1419, loss_cls: 8.3415, loss: 8.3415 +2023-12-29 09:49:50,935 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 4 days, 16:41:42, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.0455, top5_acc: 0.1578, loss_cls: 8.3545, loss: 8.3545 +2023-12-29 09:50:52,310 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 4 days, 15:21:33, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0477, top5_acc: 0.1556, loss_cls: 8.4278, loss: 8.4278 +2023-12-29 09:51:53,658 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 4 days, 14:12:32, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.0491, top5_acc: 0.1634, loss_cls: 8.3055, loss: 8.3055 +2023-12-29 09:52:55,183 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 4 days, 13:13:41, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.0486, top5_acc: 0.1719, loss_cls: 8.3486, loss: 8.3486 +2023-12-29 09:53:55,826 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 4 days, 12:16:55, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.0509, top5_acc: 0.1703, loss_cls: 8.2301, loss: 8.2301 +2023-12-29 09:54:56,507 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 4 days, 11:26:55, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.0575, top5_acc: 0.1889, loss_cls: 8.2317, loss: 8.2317 +2023-12-29 09:55:57,259 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 4 days, 10:42:44, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0594, top5_acc: 0.1934, loss_cls: 8.2933, loss: 8.2933 +2023-12-29 09:56:57,607 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 10:01:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.0570, top5_acc: 0.1959, loss_cls: 8.1636, loss: 8.1636 +2023-12-29 09:57:58,399 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 9:25:36, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0636, top5_acc: 0.1969, loss_cls: 8.1607, loss: 8.1607 +2023-12-29 09:58:59,732 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 8:55:48, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.0614, top5_acc: 0.1944, loss_cls: 8.2105, loss: 8.2105 +2023-12-29 10:00:00,900 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 8:27:54, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.0705, top5_acc: 0.2031, loss_cls: 8.1851, loss: 8.1851 +2023-12-29 10:01:02,326 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 8:03:24, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0661, top5_acc: 0.2112, loss_cls: 8.0362, loss: 8.0362 +2023-12-29 10:02:03,694 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 7:40:37, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0697, top5_acc: 0.2266, loss_cls: 7.9280, loss: 7.9280 +2023-12-29 10:03:05,140 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 7:19:52, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0733, top5_acc: 0.2214, loss_cls: 7.9295, loss: 7.9295 +2023-12-29 10:04:06,494 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 7:00:19, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0800, top5_acc: 0.2266, loss_cls: 7.8210, loss: 7.8210 +2023-12-29 10:05:07,847 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 6:42:08, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.0811, top5_acc: 0.2414, loss_cls: 7.7196, loss: 7.7196 +2023-12-29 10:06:08,231 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 6:21:56, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.0822, top5_acc: 0.2420, loss_cls: 7.7095, loss: 7.7095 +2023-12-29 10:07:09,010 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 6:04:21, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0827, top5_acc: 0.2472, loss_cls: 7.6738, loss: 7.6738 +2023-12-29 10:08:10,202 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 5:49:08, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.0844, top5_acc: 0.2428, loss_cls: 7.6197, loss: 7.6197 +2023-12-29 10:09:11,417 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 5:34:55, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.0912, top5_acc: 0.2675, loss_cls: 7.5611, loss: 7.5611 +2023-12-29 10:10:11,886 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 5:19:21, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.0898, top5_acc: 0.2572, loss_cls: 7.5435, loss: 7.5435 +2023-12-29 10:11:12,275 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 5:04:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.0961, top5_acc: 0.2659, loss_cls: 7.5488, loss: 7.5488 +2023-12-29 10:12:12,702 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 4:50:27, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1030, top5_acc: 0.2830, loss_cls: 7.4380, loss: 7.4380 +2023-12-29 10:13:14,140 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 4:39:53, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1066, top5_acc: 0.2766, loss_cls: 7.4099, loss: 7.4099 +2023-12-29 10:14:15,944 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 4:30:48, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.1048, top5_acc: 0.2725, loss_cls: 7.4347, loss: 7.4347 +2023-12-29 10:15:17,705 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 4:22:03, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.1106, top5_acc: 0.2861, loss_cls: 7.3836, loss: 7.3836 +2023-12-29 10:15:48,266 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-29 10:17:49,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:17:50,312 - pyskl - INFO - +top1_acc 0.0762 +top5_acc 0.2243 +2023-12-29 10:17:50,312 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 10:17:50,356 - pyskl - INFO - +mean_acc 0.0763 +2023-12-29 10:17:51,186 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-29 10:17:51,186 - pyskl - INFO - Best top1_acc is 0.0762 at 1 epoch. +2023-12-29 10:17:51,206 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0762, top5_acc: 0.2243, mean_class_accuracy: 0.0763 +2023-12-29 10:21:08,978 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 8:30:11, time: 1.978, data_time: 1.379, memory: 16180, top1_acc: 0.1095, top5_acc: 0.2931, loss_cls: 7.3257, loss: 7.3257 +2023-12-29 10:22:08,862 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 8:11:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1078, top5_acc: 0.2909, loss_cls: 7.3396, loss: 7.3396 +2023-12-29 10:23:09,169 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 7:54:17, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1136, top5_acc: 0.2888, loss_cls: 7.3041, loss: 7.3041 +2023-12-29 10:24:09,327 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 7:37:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1175, top5_acc: 0.3011, loss_cls: 7.2526, loss: 7.2526 +2023-12-29 10:25:09,869 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 7:22:42, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1166, top5_acc: 0.3217, loss_cls: 7.1563, loss: 7.1563 +2023-12-29 10:26:11,402 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 7:10:27, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1147, top5_acc: 0.3058, loss_cls: 7.2091, loss: 7.2091 +2023-12-29 10:27:12,581 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 6:57:59, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1113, top5_acc: 0.3120, loss_cls: 7.2003, loss: 7.2003 +2023-12-29 10:28:13,954 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 6:46:24, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1102, top5_acc: 0.3009, loss_cls: 7.1790, loss: 7.1790 +2023-12-29 10:29:15,455 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 6:35:32, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1256, top5_acc: 0.3242, loss_cls: 7.0693, loss: 7.0693 +2023-12-29 10:30:16,872 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 6:24:55, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1138, top5_acc: 0.3088, loss_cls: 7.1571, loss: 7.1571 +2023-12-29 10:31:17,476 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 6:13:08, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1289, top5_acc: 0.3212, loss_cls: 7.0830, loss: 7.0830 +2023-12-29 10:32:18,151 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 6:01:56, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1281, top5_acc: 0.3212, loss_cls: 7.0623, loss: 7.0623 +2023-12-29 10:33:18,332 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 5:50:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1291, top5_acc: 0.3209, loss_cls: 7.0346, loss: 7.0346 +2023-12-29 10:34:18,547 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 5:38:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1206, top5_acc: 0.3283, loss_cls: 7.0332, loss: 7.0332 +2023-12-29 10:35:19,167 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 5:28:51, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1375, top5_acc: 0.3444, loss_cls: 6.9922, loss: 6.9922 +2023-12-29 10:36:19,541 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 5:18:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1356, top5_acc: 0.3277, loss_cls: 6.9739, loss: 6.9739 +2023-12-29 10:37:20,388 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 5:09:34, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1359, top5_acc: 0.3341, loss_cls: 6.9435, loss: 6.9435 +2023-12-29 10:38:21,786 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 5:01:42, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1366, top5_acc: 0.3409, loss_cls: 6.9574, loss: 6.9574 +2023-12-29 10:39:22,483 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 4:52:56, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1308, top5_acc: 0.3323, loss_cls: 7.0002, loss: 7.0002 +2023-12-29 10:40:22,610 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 4:43:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1355, top5_acc: 0.3409, loss_cls: 6.8955, loss: 6.8955 +2023-12-29 10:41:23,401 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 4:35:26, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1437, top5_acc: 0.3502, loss_cls: 6.8829, loss: 6.8829 +2023-12-29 10:42:25,006 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 4:28:52, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.1409, top5_acc: 0.3430, loss_cls: 6.8850, loss: 6.8850 +2023-12-29 10:43:26,296 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 4:22:00, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1455, top5_acc: 0.3539, loss_cls: 6.8705, loss: 6.8705 +2023-12-29 10:44:27,719 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 4:15:31, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1467, top5_acc: 0.3438, loss_cls: 6.8673, loss: 6.8673 +2023-12-29 10:45:28,928 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 4:08:53, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1378, top5_acc: 0.3486, loss_cls: 6.8776, loss: 6.8776 +2023-12-29 10:46:30,326 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 4:02:43, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1383, top5_acc: 0.3458, loss_cls: 6.8468, loss: 6.8468 +2023-12-29 10:47:31,367 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 3:56:12, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1477, top5_acc: 0.3588, loss_cls: 6.7985, loss: 6.7985 +2023-12-29 10:48:32,093 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 3:49:24, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1427, top5_acc: 0.3509, loss_cls: 6.8029, loss: 6.8029 +2023-12-29 10:49:33,466 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 3:43:40, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1467, top5_acc: 0.3620, loss_cls: 6.7545, loss: 6.7545 +2023-12-29 10:50:34,089 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 3:37:03, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1527, top5_acc: 0.3567, loss_cls: 6.7900, loss: 6.7900 +2023-12-29 10:51:35,500 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 3:31:40, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1514, top5_acc: 0.3605, loss_cls: 6.7497, loss: 6.7497 +2023-12-29 10:52:36,182 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 3:25:26, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1498, top5_acc: 0.3625, loss_cls: 6.7604, loss: 6.7604 +2023-12-29 10:53:36,633 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 3:19:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1516, top5_acc: 0.3659, loss_cls: 6.7248, loss: 6.7248 +2023-12-29 10:54:38,208 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 3:14:16, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.1519, top5_acc: 0.3722, loss_cls: 6.6994, loss: 6.6994 +2023-12-29 10:55:39,393 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 3:09:05, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1530, top5_acc: 0.3722, loss_cls: 6.6985, loss: 6.6985 +2023-12-29 10:56:40,869 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 3:04:24, time: 0.615, data_time: 0.001, memory: 16180, top1_acc: 0.1522, top5_acc: 0.3675, loss_cls: 6.7171, loss: 6.7171 +2023-12-29 10:57:42,949 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 3:00:33, time: 0.621, data_time: 0.001, memory: 16180, top1_acc: 0.1531, top5_acc: 0.3750, loss_cls: 6.6859, loss: 6.6859 +2023-12-29 10:58:14,514 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-29 11:00:06,107 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:00:06,847 - pyskl - INFO - +top1_acc 0.0758 +top5_acc 0.2358 +2023-12-29 11:00:06,848 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 11:00:06,882 - pyskl - INFO - +mean_acc 0.0757 +2023-12-29 11:00:06,891 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0758, top5_acc: 0.2358, mean_class_accuracy: 0.0757 +2023-12-29 11:03:20,328 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 5:00:09, time: 1.934, data_time: 1.337, memory: 16180, top1_acc: 0.1630, top5_acc: 0.3761, loss_cls: 6.6418, loss: 6.6418 +2023-12-29 11:04:20,596 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 4:52:39, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1542, top5_acc: 0.3747, loss_cls: 6.6466, loss: 6.6466 +2023-12-29 11:05:22,358 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 4:47:06, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.1650, top5_acc: 0.3864, loss_cls: 6.6398, loss: 6.6398 +2023-12-29 11:06:23,866 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 4:41:21, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1609, top5_acc: 0.3777, loss_cls: 6.6440, loss: 6.6440 +2023-12-29 11:07:25,409 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 4:35:46, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1656, top5_acc: 0.3850, loss_cls: 6.6168, loss: 6.6168 +2023-12-29 11:08:26,834 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 4:30:10, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1598, top5_acc: 0.3833, loss_cls: 6.6553, loss: 6.6553 +2023-12-29 11:09:28,331 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 4:24:46, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1686, top5_acc: 0.3908, loss_cls: 6.5899, loss: 6.5899 +2023-12-29 11:10:29,242 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 4:18:48, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1644, top5_acc: 0.3903, loss_cls: 6.5709, loss: 6.5709 +2023-12-29 11:11:30,560 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 4:13:25, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1653, top5_acc: 0.3891, loss_cls: 6.5795, loss: 6.5795 +2023-12-29 11:12:32,315 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 4:08:36, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.1675, top5_acc: 0.3898, loss_cls: 6.5535, loss: 6.5535 +2023-12-29 11:13:33,609 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 4:03:23, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1625, top5_acc: 0.3917, loss_cls: 6.5743, loss: 6.5743 +2023-12-29 11:14:34,960 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 3:58:19, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1733, top5_acc: 0.3941, loss_cls: 6.5303, loss: 6.5303 +2023-12-29 11:15:35,598 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 3:52:36, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1713, top5_acc: 0.3978, loss_cls: 6.5281, loss: 6.5281 +2023-12-29 11:16:36,540 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 3:47:18, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1783, top5_acc: 0.3970, loss_cls: 6.5263, loss: 6.5263 +2023-12-29 11:17:37,553 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 3:42:10, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1683, top5_acc: 0.3928, loss_cls: 6.5790, loss: 6.5790 +2023-12-29 11:18:38,210 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 3:36:46, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1750, top5_acc: 0.4002, loss_cls: 6.5039, loss: 6.5039 +2023-12-29 11:19:38,687 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 3:31:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1725, top5_acc: 0.4042, loss_cls: 6.5117, loss: 6.5117 +2023-12-29 11:20:39,005 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 3:25:44, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1692, top5_acc: 0.4002, loss_cls: 6.5147, loss: 6.5147 +2023-12-29 11:21:39,737 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 3:20:42, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1716, top5_acc: 0.3959, loss_cls: 6.5447, loss: 6.5447 +2023-12-29 11:22:41,521 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 3:16:45, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.1692, top5_acc: 0.3981, loss_cls: 6.5158, loss: 6.5158 +2023-12-29 11:23:42,066 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 3:11:41, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1686, top5_acc: 0.4022, loss_cls: 6.4984, loss: 6.4984 +2023-12-29 11:24:43,196 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 3:07:16, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.1658, top5_acc: 0.3950, loss_cls: 6.5116, loss: 6.5116 +2023-12-29 11:25:44,713 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 3:03:16, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1783, top5_acc: 0.4122, loss_cls: 6.4500, loss: 6.4500 +2023-12-29 11:26:46,244 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 2:59:21, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.1777, top5_acc: 0.4100, loss_cls: 6.4446, loss: 6.4446 +2023-12-29 11:27:47,880 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 2:55:35, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.1767, top5_acc: 0.4077, loss_cls: 6.4645, loss: 6.4645 +2023-12-29 11:28:49,125 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 2:51:31, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1789, top5_acc: 0.4033, loss_cls: 6.4856, loss: 6.4856 +2023-12-29 11:29:50,560 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 2:47:40, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.1812, top5_acc: 0.4111, loss_cls: 6.4145, loss: 6.4145 +2023-12-29 11:30:51,700 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 2:43:38, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.1798, top5_acc: 0.4056, loss_cls: 6.4586, loss: 6.4586 +2023-12-29 11:31:52,662 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 2:39:29, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1764, top5_acc: 0.4045, loss_cls: 6.4572, loss: 6.4572 +2023-12-29 11:32:53,088 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 2:34:56, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1828, top5_acc: 0.4066, loss_cls: 6.4594, loss: 6.4594 +2023-12-29 11:33:53,654 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 2:30:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1811, top5_acc: 0.4161, loss_cls: 6.4147, loss: 6.4147 +2023-12-29 11:34:54,452 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 2:26:27, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1787, top5_acc: 0.4123, loss_cls: 6.4523, loss: 6.4523 +2023-12-29 11:35:54,957 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 2:22:10, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1862, top5_acc: 0.4128, loss_cls: 6.4018, loss: 6.4018 +2023-12-29 11:36:55,812 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 2:18:13, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1870, top5_acc: 0.4206, loss_cls: 6.3858, loss: 6.3858 +2023-12-29 11:37:57,388 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 2:14:56, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.1841, top5_acc: 0.4056, loss_cls: 6.4164, loss: 6.4164 +2023-12-29 11:38:59,241 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 2:11:55, time: 0.619, data_time: 0.000, memory: 16180, top1_acc: 0.1842, top5_acc: 0.4134, loss_cls: 6.3637, loss: 6.3637 +2023-12-29 11:40:01,739 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 2:09:28, time: 0.625, data_time: 0.000, memory: 16180, top1_acc: 0.1831, top5_acc: 0.4081, loss_cls: 6.4365, loss: 6.4365 +2023-12-29 11:40:32,863 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-29 11:42:24,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:42:25,126 - pyskl - INFO - +top1_acc 0.1278 +top5_acc 0.3217 +2023-12-29 11:42:25,126 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 11:42:25,163 - pyskl - INFO - +mean_acc 0.1277 +2023-12-29 11:42:25,168 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_1.pth was removed +2023-12-29 11:42:25,381 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-29 11:42:25,381 - pyskl - INFO - Best top1_acc is 0.1278 at 3 epoch. +2023-12-29 11:42:25,389 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1278, top5_acc: 0.3217, mean_class_accuracy: 0.1277 +2023-12-29 11:45:48,125 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 3:36:09, time: 2.027, data_time: 1.426, memory: 16180, top1_acc: 0.1967, top5_acc: 0.4302, loss_cls: 6.2986, loss: 6.2986 +2023-12-29 11:46:48,155 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 3:30:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1873, top5_acc: 0.4111, loss_cls: 6.3783, loss: 6.3783 +2023-12-29 11:47:48,640 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 3:26:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1841, top5_acc: 0.4163, loss_cls: 6.3849, loss: 6.3849 +2023-12-29 11:48:49,668 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 3:21:59, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1966, top5_acc: 0.4302, loss_cls: 6.3203, loss: 6.3203 +2023-12-29 11:49:50,687 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 3:17:47, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1880, top5_acc: 0.4213, loss_cls: 6.3396, loss: 6.3396 +2023-12-29 11:50:51,610 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 3:13:34, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1888, top5_acc: 0.4097, loss_cls: 6.3981, loss: 6.3981 +2023-12-29 11:51:51,685 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 3:08:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1977, top5_acc: 0.4220, loss_cls: 6.3336, loss: 6.3336 +2023-12-29 11:52:52,329 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 3:04:25, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2002, top5_acc: 0.4339, loss_cls: 6.2821, loss: 6.2821 +2023-12-29 11:53:53,636 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 3:00:39, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1914, top5_acc: 0.4170, loss_cls: 6.3150, loss: 6.3150 +2023-12-29 11:54:54,719 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 2:56:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.1917, top5_acc: 0.4214, loss_cls: 6.3209, loss: 6.3209 +2023-12-29 11:55:54,804 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 2:52:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1913, top5_acc: 0.4331, loss_cls: 6.2996, loss: 6.2996 +2023-12-29 11:56:55,117 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 2:47:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1819, top5_acc: 0.4180, loss_cls: 6.3685, loss: 6.3685 +2023-12-29 11:57:55,288 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 2:43:25, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1877, top5_acc: 0.4302, loss_cls: 6.3362, loss: 6.3362 +2023-12-29 11:58:55,779 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 2:39:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1862, top5_acc: 0.4334, loss_cls: 6.3113, loss: 6.3113 +2023-12-29 11:59:56,103 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 2:35:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1891, top5_acc: 0.4222, loss_cls: 6.3450, loss: 6.3450 +2023-12-29 12:00:56,664 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 2:31:07, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1977, top5_acc: 0.4394, loss_cls: 6.2694, loss: 6.2694 +2023-12-29 12:01:57,452 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 2:27:21, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1853, top5_acc: 0.4258, loss_cls: 6.3358, loss: 6.3358 +2023-12-29 12:02:57,634 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 2:23:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1884, top5_acc: 0.4233, loss_cls: 6.3396, loss: 6.3396 +2023-12-29 12:03:57,954 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 2:19:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1986, top5_acc: 0.4322, loss_cls: 6.2922, loss: 6.2922 +2023-12-29 12:04:57,961 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 2:15:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1942, top5_acc: 0.4317, loss_cls: 6.2842, loss: 6.2842 +2023-12-29 12:05:58,064 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 2:10:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1933, top5_acc: 0.4261, loss_cls: 6.2937, loss: 6.2937 +2023-12-29 12:06:58,396 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 2:07:05, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1992, top5_acc: 0.4263, loss_cls: 6.2773, loss: 6.2773 +2023-12-29 12:07:58,415 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 2:03:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1969, top5_acc: 0.4369, loss_cls: 6.2634, loss: 6.2634 +2023-12-29 12:08:58,370 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 1:59:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1853, top5_acc: 0.4181, loss_cls: 6.3083, loss: 6.3083 +2023-12-29 12:09:58,505 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 1:55:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1902, top5_acc: 0.4375, loss_cls: 6.2608, loss: 6.2608 +2023-12-29 12:10:58,604 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 1:51:17, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1919, top5_acc: 0.4308, loss_cls: 6.2848, loss: 6.2848 +2023-12-29 12:11:58,712 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 1:47:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1977, top5_acc: 0.4400, loss_cls: 6.2404, loss: 6.2404 +2023-12-29 12:12:58,757 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 1:43:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1906, top5_acc: 0.4302, loss_cls: 6.2956, loss: 6.2956 +2023-12-29 12:13:58,785 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 1:39:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1927, top5_acc: 0.4359, loss_cls: 6.2644, loss: 6.2644 +2023-12-29 12:14:59,052 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 1:36:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1917, top5_acc: 0.4277, loss_cls: 6.3084, loss: 6.3084 +2023-12-29 12:15:59,718 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 1:33:02, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1889, top5_acc: 0.4316, loss_cls: 6.2797, loss: 6.2797 +2023-12-29 12:17:00,968 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 1:30:08, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1953, top5_acc: 0.4408, loss_cls: 6.2456, loss: 6.2456 +2023-12-29 12:18:02,327 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 1:27:20, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2017, top5_acc: 0.4348, loss_cls: 6.2543, loss: 6.2543 +2023-12-29 12:19:03,486 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 1:24:26, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2020, top5_acc: 0.4384, loss_cls: 6.2339, loss: 6.2339 +2023-12-29 12:20:04,201 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 1:21:17, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2019, top5_acc: 0.4280, loss_cls: 6.2634, loss: 6.2634 +2023-12-29 12:21:05,220 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 1:18:21, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1994, top5_acc: 0.4303, loss_cls: 6.2514, loss: 6.2514 +2023-12-29 12:22:07,695 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 1:16:20, time: 0.625, data_time: 0.000, memory: 16180, top1_acc: 0.1914, top5_acc: 0.4267, loss_cls: 6.2821, loss: 6.2821 +2023-12-29 12:22:38,381 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-29 12:24:26,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:24:27,322 - pyskl - INFO - +top1_acc 0.1354 +top5_acc 0.3395 +2023-12-29 12:24:27,322 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 12:24:27,357 - pyskl - INFO - +mean_acc 0.1355 +2023-12-29 12:24:27,363 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_3.pth was removed +2023-12-29 12:24:27,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-29 12:24:27,683 - pyskl - INFO - Best top1_acc is 0.1354 at 4 epoch. +2023-12-29 12:24:27,700 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1354, top5_acc: 0.3395, mean_class_accuracy: 0.1355 +2023-12-29 12:27:47,676 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 2:19:07, time: 2.000, data_time: 1.402, memory: 16180, top1_acc: 0.1945, top5_acc: 0.4292, loss_cls: 6.2348, loss: 6.2348 +2023-12-29 12:28:47,871 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 2:15:19, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1991, top5_acc: 0.4433, loss_cls: 6.2192, loss: 6.2192 +2023-12-29 12:29:48,174 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 2:11:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2069, top5_acc: 0.4450, loss_cls: 6.2034, loss: 6.2034 +2023-12-29 12:30:48,479 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 2:07:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2166, top5_acc: 0.4531, loss_cls: 6.1841, loss: 6.1841 +2023-12-29 12:31:48,775 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 2:04:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1941, top5_acc: 0.4344, loss_cls: 6.2220, loss: 6.2220 +2023-12-29 12:32:48,941 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 2:00:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2070, top5_acc: 0.4427, loss_cls: 6.1956, loss: 6.1956 +2023-12-29 12:33:49,486 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 1:57:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2037, top5_acc: 0.4444, loss_cls: 6.1876, loss: 6.1876 +2023-12-29 12:34:49,384 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 1:53:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2019, top5_acc: 0.4456, loss_cls: 6.2157, loss: 6.2157 +2023-12-29 12:35:49,595 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 1:49:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2019, top5_acc: 0.4481, loss_cls: 6.1950, loss: 6.1950 +2023-12-29 12:36:49,833 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 1:46:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2086, top5_acc: 0.4444, loss_cls: 6.2096, loss: 6.2096 +2023-12-29 12:37:50,229 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 1:43:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1997, top5_acc: 0.4456, loss_cls: 6.1904, loss: 6.1904 +2023-12-29 12:38:50,487 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 1:39:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2127, top5_acc: 0.4489, loss_cls: 6.1641, loss: 6.1641 +2023-12-29 12:39:50,523 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 1:36:04, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1892, top5_acc: 0.4448, loss_cls: 6.2221, loss: 6.2221 +2023-12-29 12:40:50,902 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 1:32:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2091, top5_acc: 0.4466, loss_cls: 6.1852, loss: 6.1852 +2023-12-29 12:41:51,589 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 1:29:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2014, top5_acc: 0.4473, loss_cls: 6.1713, loss: 6.1713 +2023-12-29 12:42:51,726 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 1:26:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2052, top5_acc: 0.4494, loss_cls: 6.1937, loss: 6.1937 +2023-12-29 12:43:51,896 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 1:22:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2031, top5_acc: 0.4434, loss_cls: 6.1875, loss: 6.1875 +2023-12-29 12:44:52,056 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 1:19:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2042, top5_acc: 0.4427, loss_cls: 6.1808, loss: 6.1808 +2023-12-29 12:45:52,028 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 1:16:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2036, top5_acc: 0.4420, loss_cls: 6.2286, loss: 6.2286 +2023-12-29 12:46:52,793 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 1:13:18, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2117, top5_acc: 0.4506, loss_cls: 6.1643, loss: 6.1643 +2023-12-29 12:47:53,945 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 1:10:36, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2097, top5_acc: 0.4414, loss_cls: 6.1938, loss: 6.1938 +2023-12-29 12:48:55,382 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 1:08:03, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2125, top5_acc: 0.4520, loss_cls: 6.1346, loss: 6.1346 +2023-12-29 12:49:56,757 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 1:05:30, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2092, top5_acc: 0.4403, loss_cls: 6.2029, loss: 6.2029 +2023-12-29 12:50:57,739 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 1:02:46, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2102, top5_acc: 0.4556, loss_cls: 6.1406, loss: 6.1406 +2023-12-29 12:51:57,765 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 0:59:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2061, top5_acc: 0.4506, loss_cls: 6.1804, loss: 6.1804 +2023-12-29 12:52:57,942 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 0:56:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2011, top5_acc: 0.4441, loss_cls: 6.2010, loss: 6.2010 +2023-12-29 12:53:58,391 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 0:53:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2152, top5_acc: 0.4411, loss_cls: 6.1606, loss: 6.1606 +2023-12-29 12:54:58,423 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 0:50:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2119, top5_acc: 0.4437, loss_cls: 6.1933, loss: 6.1933 +2023-12-29 12:55:59,631 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 4 days, 0:47:50, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2145, top5_acc: 0.4553, loss_cls: 6.1379, loss: 6.1379 +2023-12-29 12:57:00,717 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 4 days, 0:45:16, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2041, top5_acc: 0.4497, loss_cls: 6.1882, loss: 6.1882 +2023-12-29 12:58:01,905 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 4 days, 0:42:46, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2056, top5_acc: 0.4458, loss_cls: 6.1802, loss: 6.1802 +2023-12-29 12:59:03,086 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 4 days, 0:40:17, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2183, top5_acc: 0.4531, loss_cls: 6.1560, loss: 6.1560 +2023-12-29 13:00:04,272 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 4 days, 0:37:49, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2087, top5_acc: 0.4528, loss_cls: 6.1680, loss: 6.1680 +2023-12-29 13:01:05,493 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 4 days, 0:35:23, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2073, top5_acc: 0.4444, loss_cls: 6.1921, loss: 6.1921 +2023-12-29 13:02:06,776 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 4 days, 0:33:00, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2159, top5_acc: 0.4567, loss_cls: 6.1057, loss: 6.1057 +2023-12-29 13:03:08,435 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 4 days, 0:30:48, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2019, top5_acc: 0.4387, loss_cls: 6.2029, loss: 6.2029 +2023-12-29 13:04:11,072 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 4 days, 0:29:06, time: 0.626, data_time: 0.000, memory: 16180, top1_acc: 0.2098, top5_acc: 0.4611, loss_cls: 6.1056, loss: 6.1056 +2023-12-29 13:04:41,477 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-29 13:06:32,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:06:33,731 - pyskl - INFO - +top1_acc 0.1433 +top5_acc 0.3634 +2023-12-29 13:06:33,731 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:06:33,762 - pyskl - INFO - +mean_acc 0.1430 +2023-12-29 13:06:33,768 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_4.pth was removed +2023-12-29 13:06:34,200 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-29 13:06:34,200 - pyskl - INFO - Best top1_acc is 0.1433 at 5 epoch. +2023-12-29 13:06:34,212 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1433, top5_acc: 0.3634, mean_class_accuracy: 0.1430 +2023-12-29 13:10:02,357 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 1:22:43, time: 2.081, data_time: 1.482, memory: 16180, top1_acc: 0.2048, top5_acc: 0.4470, loss_cls: 6.1627, loss: 6.1627 +2023-12-29 13:11:02,180 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 1:19:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2158, top5_acc: 0.4670, loss_cls: 6.0949, loss: 6.0949 +2023-12-29 13:12:02,259 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 1:16:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2100, top5_acc: 0.4486, loss_cls: 6.1544, loss: 6.1544 +2023-12-29 13:13:02,514 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 1:13:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2131, top5_acc: 0.4509, loss_cls: 6.1602, loss: 6.1602 +2023-12-29 13:14:02,516 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 1:09:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2198, top5_acc: 0.4589, loss_cls: 6.0909, loss: 6.0909 +2023-12-29 13:15:03,015 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 1:07:00, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2123, top5_acc: 0.4489, loss_cls: 6.1461, loss: 6.1461 +2023-12-29 13:16:03,022 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 1:03:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2097, top5_acc: 0.4508, loss_cls: 6.1442, loss: 6.1442 +2023-12-29 13:17:03,500 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 1:00:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2120, top5_acc: 0.4544, loss_cls: 6.1424, loss: 6.1424 +2023-12-29 13:18:03,705 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 0:57:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2183, top5_acc: 0.4556, loss_cls: 6.1033, loss: 6.1033 +2023-12-29 13:19:03,783 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 0:54:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2198, top5_acc: 0.4616, loss_cls: 6.0763, loss: 6.0763 +2023-12-29 13:20:03,769 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 0:51:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2095, top5_acc: 0.4528, loss_cls: 6.1270, loss: 6.1270 +2023-12-29 13:21:03,709 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 4 days, 0:48:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2245, top5_acc: 0.4639, loss_cls: 6.0799, loss: 6.0799 +2023-12-29 13:22:03,511 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 4 days, 0:45:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2206, top5_acc: 0.4581, loss_cls: 6.0873, loss: 6.0873 +2023-12-29 13:23:04,154 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 4 days, 0:42:59, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2095, top5_acc: 0.4502, loss_cls: 6.1361, loss: 6.1361 +2023-12-29 13:24:04,096 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 4 days, 0:39:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2169, top5_acc: 0.4548, loss_cls: 6.1168, loss: 6.1168 +2023-12-29 13:25:04,172 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 4 days, 0:37:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2044, top5_acc: 0.4369, loss_cls: 6.2183, loss: 6.2183 +2023-12-29 13:26:04,727 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 4 days, 0:34:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2184, top5_acc: 0.4583, loss_cls: 6.0929, loss: 6.0929 +2023-12-29 13:27:05,607 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 4 days, 0:31:50, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2119, top5_acc: 0.4630, loss_cls: 6.1105, loss: 6.1105 +2023-12-29 13:28:06,707 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 4 days, 0:29:25, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2105, top5_acc: 0.4594, loss_cls: 6.1072, loss: 6.1072 +2023-12-29 13:29:07,776 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 4 days, 0:27:00, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2186, top5_acc: 0.4511, loss_cls: 6.1171, loss: 6.1171 +2023-12-29 13:30:08,825 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 4 days, 0:24:35, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2170, top5_acc: 0.4580, loss_cls: 6.1129, loss: 6.1129 +2023-12-29 13:31:09,644 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 4 days, 0:22:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2066, top5_acc: 0.4541, loss_cls: 6.1169, loss: 6.1169 +2023-12-29 13:32:09,718 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 4 days, 0:19:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2250, top5_acc: 0.4609, loss_cls: 6.0878, loss: 6.0878 +2023-12-29 13:33:10,672 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 4 days, 0:16:51, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2222, top5_acc: 0.4583, loss_cls: 6.0646, loss: 6.0646 +2023-12-29 13:34:10,495 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 4 days, 0:13:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2125, top5_acc: 0.4584, loss_cls: 6.1128, loss: 6.1128 +2023-12-29 13:35:11,075 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 4 days, 0:11:25, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2097, top5_acc: 0.4544, loss_cls: 6.1177, loss: 6.1177 +2023-12-29 13:36:10,999 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 4 days, 0:08:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2094, top5_acc: 0.4500, loss_cls: 6.1331, loss: 6.1331 +2023-12-29 13:37:11,068 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 4 days, 0:05:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2188, top5_acc: 0.4578, loss_cls: 6.0975, loss: 6.0975 +2023-12-29 13:38:11,117 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 4 days, 0:03:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2050, top5_acc: 0.4542, loss_cls: 6.1314, loss: 6.1314 +2023-12-29 13:39:11,666 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 4 days, 0:00:40, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2188, top5_acc: 0.4614, loss_cls: 6.0620, loss: 6.0620 +2023-12-29 13:40:12,037 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 3 days, 23:58:07, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2239, top5_acc: 0.4713, loss_cls: 6.0048, loss: 6.0048 +2023-12-29 13:41:12,025 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 3 days, 23:55:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2220, top5_acc: 0.4619, loss_cls: 6.0726, loss: 6.0726 +2023-12-29 13:42:13,036 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 3 days, 23:53:08, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2133, top5_acc: 0.4634, loss_cls: 6.1147, loss: 6.1147 +2023-12-29 13:43:13,776 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 3 days, 23:50:46, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2236, top5_acc: 0.4595, loss_cls: 6.0911, loss: 6.0911 +2023-12-29 13:44:13,833 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 3 days, 23:48:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4719, loss_cls: 6.0760, loss: 6.0760 +2023-12-29 13:45:15,166 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 3 days, 23:46:02, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2144, top5_acc: 0.4628, loss_cls: 6.0903, loss: 6.0903 +2023-12-29 13:46:17,506 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 3 days, 23:44:21, time: 0.623, data_time: 0.000, memory: 16180, top1_acc: 0.2233, top5_acc: 0.4522, loss_cls: 6.0931, loss: 6.0931 +2023-12-29 13:46:47,879 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-29 13:48:41,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:48:42,127 - pyskl - INFO - +top1_acc 0.1333 +top5_acc 0.3396 +2023-12-29 13:48:42,127 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:48:42,173 - pyskl - INFO - +mean_acc 0.1331 +2023-12-29 13:48:42,187 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1333, top5_acc: 0.3396, mean_class_accuracy: 0.1331 +2023-12-29 13:52:07,867 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 4 days, 0:27:33, time: 2.057, data_time: 1.460, memory: 16180, top1_acc: 0.2263, top5_acc: 0.4755, loss_cls: 6.0114, loss: 6.0114 +2023-12-29 13:53:08,150 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 4 days, 0:24:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2147, top5_acc: 0.4628, loss_cls: 6.0657, loss: 6.0657 +2023-12-29 13:54:08,353 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 4 days, 0:22:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2241, top5_acc: 0.4744, loss_cls: 6.0524, loss: 6.0524 +2023-12-29 13:55:08,583 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 4 days, 0:19:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2142, top5_acc: 0.4694, loss_cls: 6.0753, loss: 6.0753 +2023-12-29 13:56:08,552 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 4 days, 0:16:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4678, loss_cls: 6.0638, loss: 6.0638 +2023-12-29 13:57:08,713 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 4 days, 0:13:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2150, top5_acc: 0.4662, loss_cls: 6.0541, loss: 6.0541 +2023-12-29 13:58:08,727 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 4 days, 0:11:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2195, top5_acc: 0.4627, loss_cls: 6.0732, loss: 6.0732 +2023-12-29 13:59:09,001 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 4 days, 0:08:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2231, top5_acc: 0.4656, loss_cls: 6.0349, loss: 6.0349 +2023-12-29 14:00:08,991 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 4 days, 0:05:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2200, top5_acc: 0.4592, loss_cls: 6.0635, loss: 6.0635 +2023-12-29 14:01:08,928 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 4 days, 0:03:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2253, top5_acc: 0.4711, loss_cls: 6.0358, loss: 6.0358 +2023-12-29 14:02:08,729 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 4 days, 0:00:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2128, top5_acc: 0.4586, loss_cls: 6.0690, loss: 6.0690 +2023-12-29 14:03:08,768 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 3 days, 23:57:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2172, top5_acc: 0.4692, loss_cls: 6.0555, loss: 6.0555 +2023-12-29 14:04:09,044 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 3 days, 23:55:15, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2211, top5_acc: 0.4673, loss_cls: 6.0718, loss: 6.0718 +2023-12-29 14:05:09,858 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 3 days, 23:52:55, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2244, top5_acc: 0.4523, loss_cls: 6.1161, loss: 6.1161 +2023-12-29 14:06:10,799 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 3 days, 23:50:39, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2219, top5_acc: 0.4664, loss_cls: 6.0802, loss: 6.0802 +2023-12-29 14:07:11,827 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 3 days, 23:48:25, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2205, top5_acc: 0.4620, loss_cls: 6.0804, loss: 6.0804 +2023-12-29 14:08:13,049 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 3 days, 23:46:16, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2194, top5_acc: 0.4744, loss_cls: 6.0211, loss: 6.0211 +2023-12-29 14:09:14,583 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 3 days, 23:44:15, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2141, top5_acc: 0.4567, loss_cls: 6.1081, loss: 6.1081 +2023-12-29 14:10:16,554 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 3 days, 23:42:24, time: 0.620, data_time: 0.000, memory: 16180, top1_acc: 0.2130, top5_acc: 0.4664, loss_cls: 6.0543, loss: 6.0543 +2023-12-29 14:11:18,736 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 3 days, 23:40:37, time: 0.622, data_time: 0.000, memory: 16180, top1_acc: 0.2231, top5_acc: 0.4702, loss_cls: 6.0395, loss: 6.0395 +2023-12-29 14:12:19,654 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 3 days, 23:38:24, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2270, top5_acc: 0.4817, loss_cls: 6.0018, loss: 6.0018 +2023-12-29 14:13:19,804 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 3 days, 23:35:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2117, top5_acc: 0.4542, loss_cls: 6.1203, loss: 6.1203 +2023-12-29 14:14:19,729 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 3 days, 23:33:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2216, top5_acc: 0.4637, loss_cls: 6.0460, loss: 6.0460 +2023-12-29 14:15:20,202 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 3 days, 23:30:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4798, loss_cls: 5.9893, loss: 5.9893 +2023-12-29 14:16:20,633 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 3 days, 23:28:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2267, top5_acc: 0.4666, loss_cls: 6.0542, loss: 6.0542 +2023-12-29 14:17:20,419 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 3 days, 23:26:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2222, top5_acc: 0.4725, loss_cls: 6.0416, loss: 6.0416 +2023-12-29 14:18:20,675 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 3 days, 23:23:39, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2241, top5_acc: 0.4694, loss_cls: 6.0400, loss: 6.0400 +2023-12-29 14:19:21,599 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 3 days, 23:21:30, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2189, top5_acc: 0.4609, loss_cls: 6.0895, loss: 6.0895 +2023-12-29 14:20:21,879 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 3 days, 23:19:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2227, top5_acc: 0.4658, loss_cls: 6.0484, loss: 6.0484 +2023-12-29 14:21:22,675 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 3 days, 23:16:58, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4728, loss_cls: 6.0331, loss: 6.0331 +2023-12-29 14:22:23,101 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 3 days, 23:14:40, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2136, top5_acc: 0.4641, loss_cls: 6.0611, loss: 6.0611 +2023-12-29 14:23:23,367 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 3 days, 23:12:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4642, loss_cls: 6.0363, loss: 6.0363 +2023-12-29 14:24:23,341 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 3 days, 23:09:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2225, top5_acc: 0.4670, loss_cls: 6.0538, loss: 6.0538 +2023-12-29 14:25:23,095 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 3 days, 23:07:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2248, top5_acc: 0.4655, loss_cls: 6.0480, loss: 6.0480 +2023-12-29 14:26:23,378 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 3 days, 23:05:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2231, top5_acc: 0.4694, loss_cls: 6.0525, loss: 6.0525 +2023-12-29 14:27:23,945 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 3 days, 23:02:54, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2259, top5_acc: 0.4656, loss_cls: 6.0274, loss: 6.0274 +2023-12-29 14:28:26,271 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 3 days, 23:01:18, time: 0.623, data_time: 0.000, memory: 16180, top1_acc: 0.2264, top5_acc: 0.4734, loss_cls: 6.0225, loss: 6.0225 +2023-12-29 14:28:56,429 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-29 14:30:48,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:30:49,465 - pyskl - INFO - +top1_acc 0.1636 +top5_acc 0.3882 +2023-12-29 14:30:49,466 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 14:30:49,515 - pyskl - INFO - +mean_acc 0.1633 +2023-12-29 14:30:49,522 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_5.pth was removed +2023-12-29 14:30:49,834 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-29 14:30:49,835 - pyskl - INFO - Best top1_acc is 0.1636 at 7 epoch. +2023-12-29 14:30:49,854 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1636, top5_acc: 0.3882, mean_class_accuracy: 0.1633 +2023-12-29 14:33:59,669 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 3 days, 23:32:30, time: 1.898, data_time: 1.301, memory: 16180, top1_acc: 0.2277, top5_acc: 0.4806, loss_cls: 5.9909, loss: 5.9909 +2023-12-29 14:34:59,330 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 3 days, 23:29:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4764, loss_cls: 5.9887, loss: 5.9887 +2023-12-29 14:35:58,941 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 3 days, 23:27:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2230, top5_acc: 0.4783, loss_cls: 5.9810, loss: 5.9810 +2023-12-29 14:36:58,612 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 3 days, 23:24:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4747, loss_cls: 6.0110, loss: 6.0110 +2023-12-29 14:37:58,523 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 3 days, 23:22:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2188, top5_acc: 0.4628, loss_cls: 6.0627, loss: 6.0627 +2023-12-29 14:38:58,730 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 3 days, 23:19:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4752, loss_cls: 5.9778, loss: 5.9778 +2023-12-29 14:39:58,646 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 3 days, 23:17:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2177, top5_acc: 0.4600, loss_cls: 6.0696, loss: 6.0696 +2023-12-29 14:40:58,706 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 3 days, 23:14:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2272, top5_acc: 0.4744, loss_cls: 5.9898, loss: 5.9898 +2023-12-29 14:41:58,728 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 3 days, 23:12:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2288, top5_acc: 0.4630, loss_cls: 6.0375, loss: 6.0375 +2023-12-29 14:42:58,644 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 3 days, 23:10:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2236, top5_acc: 0.4637, loss_cls: 6.0464, loss: 6.0464 +2023-12-29 14:43:58,978 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 3 days, 23:07:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2253, top5_acc: 0.4777, loss_cls: 6.0076, loss: 6.0076 +2023-12-29 14:44:59,589 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 3 days, 23:05:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4689, loss_cls: 6.0418, loss: 6.0418 +2023-12-29 14:46:00,388 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 3 days, 23:03:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2270, top5_acc: 0.4678, loss_cls: 6.0382, loss: 6.0382 +2023-12-29 14:47:01,497 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 3 days, 23:01:29, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2308, top5_acc: 0.4627, loss_cls: 6.0417, loss: 6.0417 +2023-12-29 14:48:01,585 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 3 days, 22:59:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4747, loss_cls: 6.0068, loss: 6.0068 +2023-12-29 14:49:01,699 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 3 days, 22:56:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2183, top5_acc: 0.4656, loss_cls: 6.0684, loss: 6.0684 +2023-12-29 14:50:02,331 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 3 days, 22:54:42, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2280, top5_acc: 0.4692, loss_cls: 5.9971, loss: 5.9971 +2023-12-29 14:51:02,812 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 3 days, 22:52:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2286, top5_acc: 0.4664, loss_cls: 6.0481, loss: 6.0481 +2023-12-29 14:52:03,038 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 3 days, 22:50:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2264, top5_acc: 0.4656, loss_cls: 6.0182, loss: 6.0182 +2023-12-29 14:53:03,099 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 3 days, 22:47:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4637, loss_cls: 6.0425, loss: 6.0425 +2023-12-29 14:54:03,147 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 3 days, 22:45:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2222, top5_acc: 0.4783, loss_cls: 6.0073, loss: 6.0073 +2023-12-29 14:55:03,006 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 3 days, 22:43:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2123, top5_acc: 0.4614, loss_cls: 6.0745, loss: 6.0745 +2023-12-29 14:56:03,065 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 3 days, 22:41:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4714, loss_cls: 6.0041, loss: 6.0041 +2023-12-29 14:57:03,187 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 3 days, 22:38:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4809, loss_cls: 5.9965, loss: 5.9965 +2023-12-29 14:58:03,406 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 3 days, 22:36:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4731, loss_cls: 6.0000, loss: 6.0000 +2023-12-29 14:59:03,478 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 3 days, 22:34:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2216, top5_acc: 0.4639, loss_cls: 6.0623, loss: 6.0623 +2023-12-29 15:00:04,097 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 3 days, 22:32:19, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4664, loss_cls: 6.0446, loss: 6.0446 +2023-12-29 15:01:04,984 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 3 days, 22:30:21, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2250, top5_acc: 0.4736, loss_cls: 6.0289, loss: 6.0289 +2023-12-29 15:02:05,814 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 3 days, 22:28:22, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2259, top5_acc: 0.4684, loss_cls: 6.0297, loss: 6.0297 +2023-12-29 15:03:06,228 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 3 days, 22:26:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2255, top5_acc: 0.4655, loss_cls: 6.0314, loss: 6.0314 +2023-12-29 15:04:06,288 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 3 days, 22:24:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2273, top5_acc: 0.4770, loss_cls: 5.9981, loss: 5.9981 +2023-12-29 15:05:06,408 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 3 days, 22:21:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2284, top5_acc: 0.4697, loss_cls: 6.0058, loss: 6.0058 +2023-12-29 15:06:06,657 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 3 days, 22:19:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4830, loss_cls: 5.9799, loss: 5.9799 +2023-12-29 15:07:06,768 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 3 days, 22:17:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2214, top5_acc: 0.4669, loss_cls: 6.0508, loss: 6.0508 +2023-12-29 15:08:07,592 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 3 days, 22:15:39, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2217, top5_acc: 0.4666, loss_cls: 6.0651, loss: 6.0651 +2023-12-29 15:09:08,733 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 3 days, 22:13:48, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2281, top5_acc: 0.4723, loss_cls: 6.0160, loss: 6.0160 +2023-12-29 15:10:10,666 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 3 days, 22:12:12, time: 0.619, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4688, loss_cls: 6.0203, loss: 6.0203 +2023-12-29 15:10:41,044 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-29 15:12:31,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:12:32,269 - pyskl - INFO - +top1_acc 0.1522 +top5_acc 0.3636 +2023-12-29 15:12:32,270 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:12:32,300 - pyskl - INFO - +mean_acc 0.1520 +2023-12-29 15:12:32,310 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1522, top5_acc: 0.3636, mean_class_accuracy: 0.1520 +2023-12-29 15:15:50,781 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 3 days, 22:41:43, time: 1.985, data_time: 1.386, memory: 16180, top1_acc: 0.2297, top5_acc: 0.4763, loss_cls: 5.9686, loss: 5.9686 +2023-12-29 15:16:51,416 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 3 days, 22:39:38, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4730, loss_cls: 5.9729, loss: 5.9729 +2023-12-29 15:17:51,360 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 3 days, 22:37:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4797, loss_cls: 5.9551, loss: 5.9551 +2023-12-29 15:18:51,101 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 3 days, 22:35:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4889, loss_cls: 5.9593, loss: 5.9593 +2023-12-29 15:19:51,108 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 3 days, 22:32:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2277, top5_acc: 0.4753, loss_cls: 6.0022, loss: 6.0022 +2023-12-29 15:20:51,068 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 3 days, 22:30:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2239, top5_acc: 0.4633, loss_cls: 6.0483, loss: 6.0483 +2023-12-29 15:21:51,109 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 3 days, 22:28:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4719, loss_cls: 6.0081, loss: 6.0081 +2023-12-29 15:22:51,332 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 3 days, 22:26:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2256, top5_acc: 0.4730, loss_cls: 6.0104, loss: 6.0104 +2023-12-29 15:23:51,474 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 3 days, 22:23:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2272, top5_acc: 0.4711, loss_cls: 6.0149, loss: 6.0149 +2023-12-29 15:24:51,418 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 3 days, 22:21:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4925, loss_cls: 5.9201, loss: 5.9201 +2023-12-29 15:25:51,388 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 3 days, 22:19:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4742, loss_cls: 5.9908, loss: 5.9908 +2023-12-29 15:26:51,637 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 3 days, 22:17:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4667, loss_cls: 6.0565, loss: 6.0565 +2023-12-29 15:27:51,823 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 3 days, 22:15:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2291, top5_acc: 0.4738, loss_cls: 6.0161, loss: 6.0161 +2023-12-29 15:28:52,039 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 3 days, 22:13:09, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2270, top5_acc: 0.4745, loss_cls: 6.0099, loss: 6.0099 +2023-12-29 15:29:52,398 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 3 days, 22:11:05, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2342, top5_acc: 0.4781, loss_cls: 5.9939, loss: 5.9939 +2023-12-29 15:30:52,874 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 3 days, 22:09:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4777, loss_cls: 5.9726, loss: 5.9726 +2023-12-29 15:31:53,496 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 3 days, 22:07:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4788, loss_cls: 5.9916, loss: 5.9916 +2023-12-29 15:32:53,974 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 3 days, 22:05:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4780, loss_cls: 5.9577, loss: 5.9577 +2023-12-29 15:33:53,955 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 3 days, 22:02:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2269, top5_acc: 0.4706, loss_cls: 6.0185, loss: 6.0185 +2023-12-29 15:34:53,962 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 3 days, 22:00:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2373, top5_acc: 0.4839, loss_cls: 5.9407, loss: 5.9407 +2023-12-29 15:35:53,827 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 3 days, 21:58:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4755, loss_cls: 6.0036, loss: 6.0036 +2023-12-29 15:36:53,696 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 3 days, 21:56:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4847, loss_cls: 5.9507, loss: 5.9507 +2023-12-29 15:37:53,428 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 3 days, 21:54:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4730, loss_cls: 6.0150, loss: 6.0150 +2023-12-29 15:38:53,365 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 3 days, 21:52:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2233, top5_acc: 0.4697, loss_cls: 5.9972, loss: 5.9972 +2023-12-29 15:39:53,419 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 3 days, 21:50:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4780, loss_cls: 5.9890, loss: 5.9890 +2023-12-29 15:40:53,494 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 3 days, 21:47:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2294, top5_acc: 0.4741, loss_cls: 5.9644, loss: 5.9644 +2023-12-29 15:41:53,695 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 3 days, 21:45:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2277, top5_acc: 0.4853, loss_cls: 5.9677, loss: 5.9677 +2023-12-29 15:42:53,650 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 3 days, 21:43:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2253, top5_acc: 0.4722, loss_cls: 6.0171, loss: 6.0171 +2023-12-29 15:43:53,848 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 3 days, 21:41:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2239, top5_acc: 0.4702, loss_cls: 6.0068, loss: 6.0068 +2023-12-29 15:44:54,769 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 3 days, 21:40:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4728, loss_cls: 5.9927, loss: 5.9927 +2023-12-29 15:45:55,649 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 3 days, 21:38:10, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4681, loss_cls: 6.0247, loss: 6.0247 +2023-12-29 15:46:55,737 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 3 days, 21:36:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2256, top5_acc: 0.4730, loss_cls: 5.9975, loss: 5.9975 +2023-12-29 15:47:55,821 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 3 days, 21:34:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4706, loss_cls: 5.9827, loss: 5.9827 +2023-12-29 15:48:55,875 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 3 days, 21:32:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2306, top5_acc: 0.4738, loss_cls: 5.9867, loss: 5.9867 +2023-12-29 15:49:56,207 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 3 days, 21:30:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2298, top5_acc: 0.4772, loss_cls: 5.9750, loss: 5.9750 +2023-12-29 15:50:57,787 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 3 days, 21:28:30, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2294, top5_acc: 0.4800, loss_cls: 5.9511, loss: 5.9511 +2023-12-29 15:51:59,498 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 3 days, 21:26:56, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2284, top5_acc: 0.4803, loss_cls: 6.0191, loss: 6.0191 +2023-12-29 15:52:29,790 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-29 15:54:21,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:54:21,961 - pyskl - INFO - +top1_acc 0.1741 +top5_acc 0.3958 +2023-12-29 15:54:21,961 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:54:21,991 - pyskl - INFO - +mean_acc 0.1740 +2023-12-29 15:54:21,998 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_7.pth was removed +2023-12-29 15:54:22,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-29 15:54:22,278 - pyskl - INFO - Best top1_acc is 0.1741 at 9 epoch. +2023-12-29 15:54:22,287 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1741, top5_acc: 0.3958, mean_class_accuracy: 0.1740 +2023-12-29 15:57:44,497 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 3 days, 21:53:48, time: 2.022, data_time: 1.424, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4861, loss_cls: 5.9247, loss: 5.9247 +2023-12-29 15:58:44,944 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 3 days, 21:51:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2255, top5_acc: 0.4700, loss_cls: 6.0094, loss: 6.0094 +2023-12-29 15:59:45,128 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 3 days, 21:49:46, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4748, loss_cls: 5.9455, loss: 5.9455 +2023-12-29 16:00:45,318 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 3 days, 21:47:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4805, loss_cls: 5.9345, loss: 5.9345 +2023-12-29 16:01:45,115 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 3 days, 21:45:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4958, loss_cls: 5.9087, loss: 5.9087 +2023-12-29 16:02:46,168 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 3 days, 21:43:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4788, loss_cls: 5.9766, loss: 5.9766 +2023-12-29 16:03:46,841 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 3 days, 21:41:51, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4878, loss_cls: 5.9568, loss: 5.9568 +2023-12-29 16:04:47,925 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 3 days, 21:40:04, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4745, loss_cls: 5.9464, loss: 5.9464 +2023-12-29 16:05:49,330 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 3 days, 21:38:21, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4834, loss_cls: 5.9800, loss: 5.9800 +2023-12-29 16:06:50,533 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 3 days, 21:36:36, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2248, top5_acc: 0.4797, loss_cls: 5.9746, loss: 5.9746 +2023-12-29 16:07:51,591 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 3 days, 21:34:48, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4805, loss_cls: 5.9878, loss: 5.9878 +2023-12-29 16:08:52,673 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 3 days, 21:33:02, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4770, loss_cls: 5.9658, loss: 5.9658 +2023-12-29 16:09:53,387 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 3 days, 21:31:10, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4842, loss_cls: 5.9639, loss: 5.9639 +2023-12-29 16:10:53,200 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 3 days, 21:29:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4875, loss_cls: 5.9340, loss: 5.9340 +2023-12-29 16:11:52,971 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 3 days, 21:26:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2323, top5_acc: 0.4820, loss_cls: 5.9600, loss: 5.9600 +2023-12-29 16:12:52,763 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 3 days, 21:24:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2303, top5_acc: 0.4731, loss_cls: 5.9823, loss: 5.9823 +2023-12-29 16:13:52,313 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 3 days, 21:22:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2316, top5_acc: 0.4759, loss_cls: 5.9862, loss: 5.9862 +2023-12-29 16:14:52,324 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 3 days, 21:20:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4795, loss_cls: 5.9986, loss: 5.9986 +2023-12-29 16:15:52,094 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 3 days, 21:18:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4761, loss_cls: 5.9734, loss: 5.9734 +2023-12-29 16:16:51,666 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 3 days, 21:16:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2247, top5_acc: 0.4756, loss_cls: 5.9826, loss: 5.9826 +2023-12-29 16:17:51,674 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 3 days, 21:14:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4823, loss_cls: 5.9551, loss: 5.9551 +2023-12-29 16:18:51,677 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 3 days, 21:12:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2244, top5_acc: 0.4645, loss_cls: 6.0390, loss: 6.0390 +2023-12-29 16:19:52,453 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 3 days, 21:10:48, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4836, loss_cls: 5.9341, loss: 5.9341 +2023-12-29 16:20:52,918 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 3 days, 21:08:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2334, top5_acc: 0.4827, loss_cls: 5.9454, loss: 5.9454 +2023-12-29 16:21:53,386 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 3 days, 21:07:04, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4686, loss_cls: 6.0002, loss: 6.0002 +2023-12-29 16:22:53,659 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 3 days, 21:05:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2311, top5_acc: 0.4838, loss_cls: 5.9657, loss: 5.9657 +2023-12-29 16:23:53,679 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 3 days, 21:03:12, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4773, loss_cls: 5.9884, loss: 5.9884 +2023-12-29 16:24:53,950 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 3 days, 21:01:18, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4717, loss_cls: 6.0067, loss: 6.0067 +2023-12-29 16:25:54,219 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 3 days, 20:59:24, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4788, loss_cls: 5.9950, loss: 5.9950 +2023-12-29 16:26:53,977 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 3 days, 20:57:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2272, top5_acc: 0.4711, loss_cls: 5.9793, loss: 5.9793 +2023-12-29 16:27:54,025 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 3 days, 20:55:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4703, loss_cls: 6.0147, loss: 6.0147 +2023-12-29 16:28:54,003 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 3 days, 20:53:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4930, loss_cls: 5.9015, loss: 5.9015 +2023-12-29 16:29:53,970 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 3 days, 20:51:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2286, top5_acc: 0.4717, loss_cls: 5.9761, loss: 5.9761 +2023-12-29 16:30:53,835 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 3 days, 20:49:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2298, top5_acc: 0.4742, loss_cls: 5.9842, loss: 5.9842 +2023-12-29 16:31:53,856 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 3 days, 20:47:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2350, top5_acc: 0.4822, loss_cls: 5.9558, loss: 5.9558 +2023-12-29 16:32:54,837 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 3 days, 20:46:00, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4739, loss_cls: 5.9661, loss: 5.9661 +2023-12-29 16:33:55,990 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 3 days, 20:44:21, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2288, top5_acc: 0.4708, loss_cls: 6.0015, loss: 6.0015 +2023-12-29 16:34:26,386 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-29 16:36:14,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:36:15,618 - pyskl - INFO - +top1_acc 0.1454 +top5_acc 0.3486 +2023-12-29 16:36:15,618 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 16:36:15,660 - pyskl - INFO - +mean_acc 0.1453 +2023-12-29 16:36:15,675 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1454, top5_acc: 0.3486, mean_class_accuracy: 0.1453 +2023-12-29 16:39:32,307 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 3 days, 21:06:55, time: 1.966, data_time: 1.369, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4770, loss_cls: 5.9676, loss: 5.9676 +2023-12-29 16:40:32,421 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 3 days, 21:04:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2275, top5_acc: 0.4745, loss_cls: 5.9862, loss: 5.9862 +2023-12-29 16:41:32,252 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 3 days, 21:02:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4822, loss_cls: 5.9317, loss: 5.9317 +2023-12-29 16:42:32,127 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 3 days, 21:00:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4777, loss_cls: 5.9634, loss: 5.9634 +2023-12-29 16:43:33,231 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 3 days, 20:59:15, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4873, loss_cls: 5.9467, loss: 5.9467 +2023-12-29 16:44:33,589 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 3 days, 20:57:23, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4780, loss_cls: 5.9595, loss: 5.9595 +2023-12-29 16:45:33,688 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 3 days, 20:55:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4783, loss_cls: 5.9510, loss: 5.9510 +2023-12-29 16:46:34,125 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 3 days, 20:53:36, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4825, loss_cls: 5.9607, loss: 5.9607 +2023-12-29 16:47:34,388 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 3 days, 20:51:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4755, loss_cls: 5.9739, loss: 5.9739 +2023-12-29 16:48:35,789 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 3 days, 20:50:06, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4881, loss_cls: 5.9172, loss: 5.9172 +2023-12-29 16:49:35,906 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 3 days, 20:48:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2234, top5_acc: 0.4778, loss_cls: 5.9712, loss: 5.9712 +2023-12-29 16:50:35,903 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 3 days, 20:46:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4767, loss_cls: 5.9596, loss: 5.9596 +2023-12-29 16:51:37,133 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 3 days, 20:44:36, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4891, loss_cls: 5.9046, loss: 5.9046 +2023-12-29 16:52:36,901 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 3 days, 20:42:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4789, loss_cls: 5.9692, loss: 5.9692 +2023-12-29 16:53:36,824 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 3 days, 20:40:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2344, top5_acc: 0.4759, loss_cls: 5.9824, loss: 5.9824 +2023-12-29 16:54:37,799 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 3 days, 20:39:00, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4708, loss_cls: 5.9878, loss: 5.9878 +2023-12-29 16:55:38,376 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 3 days, 20:37:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4811, loss_cls: 5.9552, loss: 5.9552 +2023-12-29 16:56:39,021 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 3 days, 20:35:28, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2381, top5_acc: 0.4825, loss_cls: 5.9481, loss: 5.9481 +2023-12-29 16:57:39,408 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 3 days, 20:33:39, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4822, loss_cls: 5.9389, loss: 5.9389 +2023-12-29 16:58:39,600 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 3 days, 20:31:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4647, loss_cls: 6.0023, loss: 6.0023 +2023-12-29 16:59:39,634 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 3 days, 20:29:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4750, loss_cls: 5.9917, loss: 5.9917 +2023-12-29 17:00:39,382 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 3 days, 20:27:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2370, top5_acc: 0.4842, loss_cls: 5.9551, loss: 5.9551 +2023-12-29 17:01:39,264 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 3 days, 20:26:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4820, loss_cls: 5.9530, loss: 5.9530 +2023-12-29 17:02:39,316 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 3 days, 20:24:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4814, loss_cls: 5.9116, loss: 5.9116 +2023-12-29 17:03:39,698 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 3 days, 20:22:25, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2294, top5_acc: 0.4842, loss_cls: 5.9682, loss: 5.9682 +2023-12-29 17:04:39,839 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 3 days, 20:20:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4777, loss_cls: 5.9736, loss: 5.9736 +2023-12-29 17:05:40,780 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 3 days, 20:18:55, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2234, top5_acc: 0.4828, loss_cls: 5.9801, loss: 5.9801 +2023-12-29 17:06:41,668 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 3 days, 20:17:15, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2247, top5_acc: 0.4711, loss_cls: 5.9996, loss: 5.9996 +2023-12-29 17:07:42,695 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 3 days, 20:15:37, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2395, top5_acc: 0.4911, loss_cls: 5.9292, loss: 5.9292 +2023-12-29 17:08:43,323 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 3 days, 20:13:54, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4722, loss_cls: 5.9676, loss: 5.9676 +2023-12-29 17:09:43,851 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 3 days, 20:12:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2373, top5_acc: 0.4839, loss_cls: 5.9779, loss: 5.9779 +2023-12-29 17:10:44,425 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 3 days, 20:10:26, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4884, loss_cls: 5.8994, loss: 5.8994 +2023-12-29 17:11:44,173 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 3 days, 20:08:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4864, loss_cls: 5.9491, loss: 5.9491 +2023-12-29 17:12:44,059 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 3 days, 20:06:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2372, top5_acc: 0.4878, loss_cls: 5.9267, loss: 5.9267 +2023-12-29 17:13:44,216 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 3 days, 20:04:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2317, top5_acc: 0.4863, loss_cls: 5.9458, loss: 5.9458 +2023-12-29 17:14:45,561 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 3 days, 20:03:20, time: 0.613, data_time: 0.001, memory: 16180, top1_acc: 0.2358, top5_acc: 0.4823, loss_cls: 5.9576, loss: 5.9576 +2023-12-29 17:15:47,155 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 3 days, 20:01:51, time: 0.616, data_time: 0.001, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4677, loss_cls: 6.0012, loss: 6.0012 +2023-12-29 17:16:18,232 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-29 17:18:08,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:18:09,423 - pyskl - INFO - +top1_acc 0.1575 +top5_acc 0.3638 +2023-12-29 17:18:09,423 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:18:09,454 - pyskl - INFO - +mean_acc 0.1573 +2023-12-29 17:18:09,463 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1575, top5_acc: 0.3638, mean_class_accuracy: 0.1573 +2023-12-29 17:21:28,934 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 3 days, 20:22:41, time: 1.995, data_time: 1.398, memory: 16180, top1_acc: 0.2344, top5_acc: 0.4886, loss_cls: 5.9355, loss: 5.9355 +2023-12-29 17:22:29,001 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 3 days, 20:20:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4839, loss_cls: 5.9410, loss: 5.9410 +2023-12-29 17:23:28,954 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 3 days, 20:18:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2211, top5_acc: 0.4709, loss_cls: 5.9594, loss: 5.9594 +2023-12-29 17:24:28,651 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 3 days, 20:17:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4916, loss_cls: 5.8833, loss: 5.8833 +2023-12-29 17:25:28,805 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 3 days, 20:15:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2334, top5_acc: 0.4791, loss_cls: 5.9709, loss: 5.9709 +2023-12-29 17:26:28,659 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 3 days, 20:13:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4836, loss_cls: 5.9408, loss: 5.9408 +2023-12-29 17:27:28,400 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 3 days, 20:11:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4833, loss_cls: 5.9349, loss: 5.9349 +2023-12-29 17:28:28,200 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 3 days, 20:09:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4864, loss_cls: 5.9400, loss: 5.9400 +2023-12-29 17:29:28,032 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 3 days, 20:07:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4864, loss_cls: 5.9151, loss: 5.9151 +2023-12-29 17:30:27,789 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 3 days, 20:05:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4769, loss_cls: 5.9778, loss: 5.9778 +2023-12-29 17:31:27,550 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 3 days, 20:03:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2269, top5_acc: 0.4802, loss_cls: 5.9830, loss: 5.9830 +2023-12-29 17:32:27,283 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 3 days, 20:01:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2370, top5_acc: 0.4698, loss_cls: 5.9952, loss: 5.9952 +2023-12-29 17:33:27,208 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 3 days, 20:00:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4895, loss_cls: 5.9262, loss: 5.9262 +2023-12-29 17:34:27,388 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 3 days, 19:58:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2333, top5_acc: 0.4766, loss_cls: 5.9704, loss: 5.9704 +2023-12-29 17:35:27,442 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 3 days, 19:56:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2284, top5_acc: 0.4753, loss_cls: 5.9793, loss: 5.9793 +2023-12-29 17:36:27,587 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 3 days, 19:54:40, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4900, loss_cls: 5.9302, loss: 5.9302 +2023-12-29 17:37:27,766 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 3 days, 19:52:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4730, loss_cls: 5.9654, loss: 5.9654 +2023-12-29 17:38:28,055 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 3 days, 19:51:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4889, loss_cls: 5.9153, loss: 5.9153 +2023-12-29 17:39:28,096 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 3 days, 19:49:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4783, loss_cls: 5.9504, loss: 5.9504 +2023-12-29 17:40:28,209 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 3 days, 19:47:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2350, top5_acc: 0.4825, loss_cls: 5.9506, loss: 5.9506 +2023-12-29 17:41:28,411 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 3 days, 19:45:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2364, top5_acc: 0.4764, loss_cls: 5.9585, loss: 5.9585 +2023-12-29 17:42:28,870 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 3 days, 19:44:05, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2372, top5_acc: 0.4788, loss_cls: 5.9407, loss: 5.9407 +2023-12-29 17:43:28,736 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 3 days, 19:42:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4844, loss_cls: 5.9237, loss: 5.9237 +2023-12-29 17:44:28,801 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 3 days, 19:40:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4900, loss_cls: 5.9219, loss: 5.9219 +2023-12-29 17:45:28,897 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 3 days, 19:38:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2350, top5_acc: 0.4833, loss_cls: 5.9243, loss: 5.9243 +2023-12-29 17:46:28,854 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 3 days, 19:36:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2264, top5_acc: 0.4741, loss_cls: 5.9734, loss: 5.9734 +2023-12-29 17:47:28,992 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 3 days, 19:35:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2359, top5_acc: 0.4842, loss_cls: 5.9434, loss: 5.9434 +2023-12-29 17:48:29,819 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 3 days, 19:33:33, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4838, loss_cls: 5.9178, loss: 5.9178 +2023-12-29 17:49:29,868 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 3 days, 19:31:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2292, top5_acc: 0.4748, loss_cls: 5.9611, loss: 5.9611 +2023-12-29 17:50:29,711 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 3 days, 19:29:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.4788, loss_cls: 5.9398, loss: 5.9398 +2023-12-29 17:51:29,734 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 3 days, 19:28:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2288, top5_acc: 0.4772, loss_cls: 5.9633, loss: 5.9633 +2023-12-29 17:52:29,742 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 3 days, 19:26:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4880, loss_cls: 5.9219, loss: 5.9219 +2023-12-29 17:53:29,907 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 3 days, 19:24:44, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4872, loss_cls: 5.9397, loss: 5.9397 +2023-12-29 17:54:29,751 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 3 days, 19:22:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2389, top5_acc: 0.4881, loss_cls: 5.9417, loss: 5.9417 +2023-12-29 17:55:30,159 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 3 days, 19:21:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2403, top5_acc: 0.4881, loss_cls: 5.9224, loss: 5.9224 +2023-12-29 17:56:32,230 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 3 days, 19:19:55, time: 0.621, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4828, loss_cls: 5.9224, loss: 5.9224 +2023-12-29 17:57:33,726 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 3 days, 19:18:27, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4850, loss_cls: 5.9067, loss: 5.9067 +2023-12-29 17:58:03,531 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-29 17:59:54,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:59:55,323 - pyskl - INFO - +top1_acc 0.1213 +top5_acc 0.3085 +2023-12-29 17:59:55,323 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:59:55,375 - pyskl - INFO - +mean_acc 0.1211 +2023-12-29 17:59:55,385 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1213, top5_acc: 0.3085, mean_class_accuracy: 0.1211 +2023-12-29 18:03:13,516 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 3 days, 19:37:02, time: 1.981, data_time: 1.385, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4839, loss_cls: 5.8989, loss: 5.8989 +2023-12-29 18:04:13,357 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 3 days, 19:35:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2364, top5_acc: 0.4956, loss_cls: 5.8991, loss: 5.8991 +2023-12-29 18:05:13,406 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 3 days, 19:33:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4877, loss_cls: 5.8863, loss: 5.8863 +2023-12-29 18:06:13,183 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 3 days, 19:31:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4845, loss_cls: 5.9495, loss: 5.9495 +2023-12-29 18:07:13,360 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 3 days, 19:29:52, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4814, loss_cls: 5.9313, loss: 5.9313 +2023-12-29 18:08:13,439 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 3 days, 19:28:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4941, loss_cls: 5.8940, loss: 5.8940 +2023-12-29 18:09:14,520 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 3 days, 19:26:32, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4916, loss_cls: 5.8633, loss: 5.8633 +2023-12-29 18:10:15,844 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 3 days, 19:25:01, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2278, top5_acc: 0.4769, loss_cls: 5.9628, loss: 5.9628 +2023-12-29 18:11:17,032 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 3 days, 19:23:28, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4906, loss_cls: 5.9167, loss: 5.9167 +2023-12-29 18:12:18,109 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 3 days, 19:21:54, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4838, loss_cls: 5.9136, loss: 5.9136 +2023-12-29 18:13:18,815 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 3 days, 19:20:16, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4756, loss_cls: 5.9506, loss: 5.9506 +2023-12-29 18:14:19,917 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 3 days, 19:18:43, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4819, loss_cls: 5.9532, loss: 5.9532 +2023-12-29 18:15:21,091 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 3 days, 19:17:11, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2291, top5_acc: 0.4773, loss_cls: 5.9520, loss: 5.9520 +2023-12-29 18:16:21,269 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 3 days, 19:15:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4786, loss_cls: 5.9446, loss: 5.9446 +2023-12-29 18:17:21,798 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 3 days, 19:13:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4786, loss_cls: 5.9393, loss: 5.9393 +2023-12-29 18:18:21,987 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 3 days, 19:12:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2308, top5_acc: 0.4814, loss_cls: 5.9818, loss: 5.9818 +2023-12-29 18:19:23,081 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 3 days, 19:10:33, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4952, loss_cls: 5.8881, loss: 5.8881 +2023-12-29 18:20:24,084 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 3 days, 19:08:59, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4956, loss_cls: 5.8683, loss: 5.8683 +2023-12-29 18:21:24,392 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 3 days, 19:07:18, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4958, loss_cls: 5.8996, loss: 5.8996 +2023-12-29 18:22:24,431 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 3 days, 19:05:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4766, loss_cls: 5.9420, loss: 5.9420 +2023-12-29 18:23:25,294 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 3 days, 19:04:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4772, loss_cls: 5.9557, loss: 5.9557 +2023-12-29 18:24:26,200 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 3 days, 19:02:26, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4830, loss_cls: 5.9476, loss: 5.9476 +2023-12-29 18:25:26,978 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 3 days, 19:00:51, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2334, top5_acc: 0.4873, loss_cls: 5.9115, loss: 5.9115 +2023-12-29 18:26:27,122 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 3 days, 18:59:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4819, loss_cls: 5.9245, loss: 5.9245 +2023-12-29 18:27:27,317 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 3 days, 18:57:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4850, loss_cls: 5.8968, loss: 5.8968 +2023-12-29 18:28:27,545 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 3 days, 18:55:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4859, loss_cls: 5.9277, loss: 5.9277 +2023-12-29 18:29:27,643 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 3 days, 18:54:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4916, loss_cls: 5.8834, loss: 5.8834 +2023-12-29 18:30:27,758 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 3 days, 18:52:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4991, loss_cls: 5.8658, loss: 5.8658 +2023-12-29 18:31:28,322 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 3 days, 18:50:47, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2281, top5_acc: 0.4637, loss_cls: 5.9993, loss: 5.9993 +2023-12-29 18:32:28,525 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 3 days, 18:49:07, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2408, top5_acc: 0.4817, loss_cls: 5.9443, loss: 5.9443 +2023-12-29 18:33:28,604 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 3 days, 18:47:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4841, loss_cls: 5.9399, loss: 5.9399 +2023-12-29 18:34:28,633 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 3 days, 18:45:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4941, loss_cls: 5.9017, loss: 5.9017 +2023-12-29 18:35:28,838 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 3 days, 18:44:04, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4798, loss_cls: 5.9444, loss: 5.9444 +2023-12-29 18:36:29,040 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 3 days, 18:42:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4892, loss_cls: 5.9033, loss: 5.9033 +2023-12-29 18:37:29,887 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 3 days, 18:40:52, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4963, loss_cls: 5.8870, loss: 5.8870 +2023-12-29 18:38:30,953 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 3 days, 18:39:21, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4931, loss_cls: 5.9172, loss: 5.9172 +2023-12-29 18:39:32,059 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 3 days, 18:37:52, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4777, loss_cls: 5.9277, loss: 5.9277 +2023-12-29 18:40:02,663 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-29 18:41:56,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:41:57,891 - pyskl - INFO - +top1_acc 0.1687 +top5_acc 0.3854 +2023-12-29 18:41:57,892 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 18:41:57,943 - pyskl - INFO - +mean_acc 0.1687 +2023-12-29 18:41:57,957 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1687, top5_acc: 0.3854, mean_class_accuracy: 0.1687 +2023-12-29 18:45:25,991 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 3 days, 18:56:30, time: 2.080, data_time: 1.483, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4977, loss_cls: 5.8730, loss: 5.8730 +2023-12-29 18:46:26,042 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 3 days, 18:54:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4950, loss_cls: 5.8587, loss: 5.8587 +2023-12-29 18:47:26,151 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 3 days, 18:53:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4883, loss_cls: 5.9253, loss: 5.9253 +2023-12-29 18:48:26,052 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 3 days, 18:51:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4902, loss_cls: 5.9009, loss: 5.9009 +2023-12-29 18:49:25,995 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 3 days, 18:49:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2320, top5_acc: 0.4742, loss_cls: 5.9857, loss: 5.9857 +2023-12-29 18:50:25,858 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 3 days, 18:47:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4961, loss_cls: 5.8826, loss: 5.8826 +2023-12-29 18:51:25,670 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 3 days, 18:46:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4780, loss_cls: 5.9346, loss: 5.9346 +2023-12-29 18:52:26,919 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 3 days, 18:44:37, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4981, loss_cls: 5.8751, loss: 5.8751 +2023-12-29 18:53:28,317 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 3 days, 18:43:09, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4808, loss_cls: 5.9448, loss: 5.9448 +2023-12-29 18:54:29,566 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 3 days, 18:41:40, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2333, top5_acc: 0.4798, loss_cls: 5.9166, loss: 5.9166 +2023-12-29 18:55:30,504 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 3 days, 18:40:07, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4913, loss_cls: 5.9045, loss: 5.9045 +2023-12-29 18:56:31,760 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 3 days, 18:38:38, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4963, loss_cls: 5.8792, loss: 5.8792 +2023-12-29 18:57:32,543 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 3 days, 18:37:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2325, top5_acc: 0.4788, loss_cls: 5.9665, loss: 5.9665 +2023-12-29 18:58:32,765 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 3 days, 18:35:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4773, loss_cls: 5.9074, loss: 5.9074 +2023-12-29 18:59:32,898 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 3 days, 18:33:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4800, loss_cls: 5.9527, loss: 5.9527 +2023-12-29 19:00:33,236 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 3 days, 18:32:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4830, loss_cls: 5.9016, loss: 5.9016 +2023-12-29 19:01:33,502 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 3 days, 18:30:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4864, loss_cls: 5.9031, loss: 5.9031 +2023-12-29 19:02:34,156 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 3 days, 18:28:53, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4844, loss_cls: 5.9054, loss: 5.9054 +2023-12-29 19:03:34,497 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 3 days, 18:27:15, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2239, top5_acc: 0.4756, loss_cls: 5.9841, loss: 5.9841 +2023-12-29 19:04:34,796 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 3 days, 18:25:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4873, loss_cls: 5.9036, loss: 5.9036 +2023-12-29 19:05:35,150 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 3 days, 18:24:00, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4825, loss_cls: 5.9091, loss: 5.9091 +2023-12-29 19:06:35,123 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 3 days, 18:22:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.4941, loss_cls: 5.8913, loss: 5.8913 +2023-12-29 19:07:35,065 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 3 days, 18:20:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2350, top5_acc: 0.4814, loss_cls: 5.9364, loss: 5.9364 +2023-12-29 19:08:35,602 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 3 days, 18:19:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4775, loss_cls: 5.9174, loss: 5.9174 +2023-12-29 19:09:36,356 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 3 days, 18:17:31, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2323, top5_acc: 0.4811, loss_cls: 5.9346, loss: 5.9346 +2023-12-29 19:10:37,597 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 3 days, 18:16:03, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4709, loss_cls: 5.9566, loss: 5.9566 +2023-12-29 19:11:37,365 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 3 days, 18:14:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4903, loss_cls: 5.8886, loss: 5.8886 +2023-12-29 19:12:37,541 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 3 days, 18:12:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4863, loss_cls: 5.9110, loss: 5.9110 +2023-12-29 19:13:37,775 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 3 days, 18:11:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4789, loss_cls: 5.9152, loss: 5.9152 +2023-12-29 19:14:37,965 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 3 days, 18:09:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4806, loss_cls: 5.9437, loss: 5.9437 +2023-12-29 19:15:39,069 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 3 days, 18:08:00, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2339, top5_acc: 0.4741, loss_cls: 5.9438, loss: 5.9438 +2023-12-29 19:16:40,048 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 3 days, 18:06:31, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4806, loss_cls: 5.9095, loss: 5.9095 +2023-12-29 19:17:40,721 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 3 days, 18:04:58, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2286, top5_acc: 0.4842, loss_cls: 5.9364, loss: 5.9364 +2023-12-29 19:18:41,668 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 3 days, 18:03:29, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4792, loss_cls: 5.9269, loss: 5.9269 +2023-12-29 19:19:42,242 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 3 days, 18:01:55, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2378, top5_acc: 0.4875, loss_cls: 5.9053, loss: 5.9053 +2023-12-29 19:20:43,977 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 3 days, 18:00:34, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4942, loss_cls: 5.8707, loss: 5.8707 +2023-12-29 19:21:45,544 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 3 days, 17:59:11, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2256, top5_acc: 0.4820, loss_cls: 5.9523, loss: 5.9523 +2023-12-29 19:22:15,925 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-29 19:24:07,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:24:08,830 - pyskl - INFO - +top1_acc 0.1370 +top5_acc 0.3327 +2023-12-29 19:24:08,830 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 19:24:08,872 - pyskl - INFO - +mean_acc 0.1369 +2023-12-29 19:24:08,882 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1370, top5_acc: 0.3327, mean_class_accuracy: 0.1369 +2023-12-29 19:27:39,709 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 3 days, 18:16:42, time: 2.108, data_time: 1.510, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4919, loss_cls: 5.8742, loss: 5.8742 +2023-12-29 19:28:39,996 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 3 days, 18:15:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4888, loss_cls: 5.9254, loss: 5.9254 +2023-12-29 19:29:40,344 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 3 days, 18:13:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2289, top5_acc: 0.4883, loss_cls: 5.9029, loss: 5.9029 +2023-12-29 19:30:40,587 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 3 days, 18:11:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.4930, loss_cls: 5.8737, loss: 5.8737 +2023-12-29 19:31:40,599 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 3 days, 18:10:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4933, loss_cls: 5.8784, loss: 5.8784 +2023-12-29 19:32:41,515 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 3 days, 18:08:37, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4809, loss_cls: 5.9271, loss: 5.9271 +2023-12-29 19:33:42,666 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 3 days, 18:07:08, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4897, loss_cls: 5.8909, loss: 5.8909 +2023-12-29 19:34:43,713 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 3 days, 18:05:38, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4880, loss_cls: 5.8747, loss: 5.8747 +2023-12-29 19:35:45,065 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 3 days, 18:04:12, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4897, loss_cls: 5.9264, loss: 5.9264 +2023-12-29 19:36:46,060 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 3 days, 18:02:42, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2294, top5_acc: 0.4883, loss_cls: 5.9266, loss: 5.9266 +2023-12-29 19:37:47,264 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 3 days, 18:01:14, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4758, loss_cls: 5.9339, loss: 5.9339 +2023-12-29 19:38:48,076 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 3 days, 17:59:42, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4888, loss_cls: 5.8898, loss: 5.8898 +2023-12-29 19:39:48,652 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 3 days, 17:58:08, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4828, loss_cls: 5.8836, loss: 5.8836 +2023-12-29 19:40:50,232 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 3 days, 17:56:44, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4927, loss_cls: 5.8892, loss: 5.8892 +2023-12-29 19:41:51,208 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 3 days, 17:55:15, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4873, loss_cls: 5.9120, loss: 5.9120 +2023-12-29 19:42:51,230 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 3 days, 17:53:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2422, top5_acc: 0.4878, loss_cls: 5.9114, loss: 5.9114 +2023-12-29 19:43:51,138 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 3 days, 17:51:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4925, loss_cls: 5.9004, loss: 5.9004 +2023-12-29 19:44:51,228 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 3 days, 17:50:19, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2395, top5_acc: 0.4877, loss_cls: 5.8929, loss: 5.8929 +2023-12-29 19:45:51,109 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 3 days, 17:48:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2359, top5_acc: 0.4902, loss_cls: 5.8914, loss: 5.8914 +2023-12-29 19:46:51,078 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 3 days, 17:47:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 5.8607, loss: 5.8607 +2023-12-29 19:47:51,333 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 3 days, 17:45:25, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4819, loss_cls: 5.9524, loss: 5.9524 +2023-12-29 19:48:51,271 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 3 days, 17:43:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2242, top5_acc: 0.4819, loss_cls: 5.9355, loss: 5.9355 +2023-12-29 19:49:51,602 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 3 days, 17:42:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4888, loss_cls: 5.9145, loss: 5.9145 +2023-12-29 19:50:51,680 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 3 days, 17:40:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4777, loss_cls: 5.9372, loss: 5.9372 +2023-12-29 19:51:51,737 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 3 days, 17:38:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4859, loss_cls: 5.9029, loss: 5.9029 +2023-12-29 19:52:51,727 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 3 days, 17:37:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2369, top5_acc: 0.4952, loss_cls: 5.8950, loss: 5.8950 +2023-12-29 19:53:51,737 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 3 days, 17:35:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4895, loss_cls: 5.9035, loss: 5.9035 +2023-12-29 19:54:51,767 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 3 days, 17:34:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4917, loss_cls: 5.8735, loss: 5.8735 +2023-12-29 19:55:52,084 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 3 days, 17:32:32, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4864, loss_cls: 5.8904, loss: 5.8904 +2023-12-29 19:56:52,368 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 3 days, 17:30:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4795, loss_cls: 5.9004, loss: 5.9004 +2023-12-29 19:57:53,473 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 3 days, 17:29:31, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4931, loss_cls: 5.9248, loss: 5.9248 +2023-12-29 19:58:53,784 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 3 days, 17:27:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4847, loss_cls: 5.9402, loss: 5.9402 +2023-12-29 19:59:54,301 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 3 days, 17:26:26, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4869, loss_cls: 5.8977, loss: 5.8977 +2023-12-29 20:00:55,263 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 3 days, 17:24:58, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4886, loss_cls: 5.9156, loss: 5.9156 +2023-12-29 20:01:57,335 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 3 days, 17:23:41, time: 0.621, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4905, loss_cls: 5.9049, loss: 5.9049 +2023-12-29 20:02:59,048 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 3 days, 17:22:20, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4898, loss_cls: 5.9066, loss: 5.9066 +2023-12-29 20:04:00,036 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 3 days, 17:20:53, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4892, loss_cls: 5.8798, loss: 5.8798 +2023-12-29 20:04:30,432 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-29 20:06:21,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:06:22,333 - pyskl - INFO - +top1_acc 0.1638 +top5_acc 0.3855 +2023-12-29 20:06:22,333 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:06:22,368 - pyskl - INFO - +mean_acc 0.1636 +2023-12-29 20:06:22,377 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1638, top5_acc: 0.3855, mean_class_accuracy: 0.1636 +2023-12-29 20:09:50,580 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 3 days, 17:36:36, time: 2.082, data_time: 1.479, memory: 16180, top1_acc: 0.2480, top5_acc: 0.5039, loss_cls: 5.8315, loss: 5.8315 +2023-12-29 20:10:50,633 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 3 days, 17:34:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4959, loss_cls: 5.8557, loss: 5.8557 +2023-12-29 20:11:50,958 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 3 days, 17:33:24, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.5003, loss_cls: 5.8582, loss: 5.8582 +2023-12-29 20:12:51,038 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 3 days, 17:31:47, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4866, loss_cls: 5.8906, loss: 5.8906 +2023-12-29 20:13:51,010 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 3 days, 17:30:09, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4859, loss_cls: 5.9010, loss: 5.9010 +2023-12-29 20:14:51,391 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 3 days, 17:28:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4911, loss_cls: 5.8896, loss: 5.8896 +2023-12-29 20:15:51,461 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 3 days, 17:26:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4995, loss_cls: 5.8410, loss: 5.8410 +2023-12-29 20:16:51,531 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 3 days, 17:25:22, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4948, loss_cls: 5.8771, loss: 5.8771 +2023-12-29 20:17:51,893 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 3 days, 17:23:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4969, loss_cls: 5.8743, loss: 5.8743 +2023-12-29 20:18:52,001 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 3 days, 17:22:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4931, loss_cls: 5.8855, loss: 5.8855 +2023-12-29 20:19:52,345 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 3 days, 17:20:38, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4945, loss_cls: 5.8881, loss: 5.8881 +2023-12-29 20:20:52,638 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 3 days, 17:19:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4825, loss_cls: 5.9127, loss: 5.9127 +2023-12-29 20:21:53,387 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 3 days, 17:17:34, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4981, loss_cls: 5.8791, loss: 5.8791 +2023-12-29 20:22:53,686 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 3 days, 17:16:01, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4931, loss_cls: 5.8666, loss: 5.8666 +2023-12-29 20:23:53,949 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 3 days, 17:14:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2352, top5_acc: 0.4759, loss_cls: 5.9352, loss: 5.9352 +2023-12-29 20:24:54,074 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 3 days, 17:12:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4900, loss_cls: 5.8998, loss: 5.8998 +2023-12-29 20:25:54,023 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 3 days, 17:11:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4828, loss_cls: 5.9179, loss: 5.9179 +2023-12-29 20:26:54,280 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 3 days, 17:09:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4848, loss_cls: 5.9109, loss: 5.9109 +2023-12-29 20:27:54,799 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 3 days, 17:08:10, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4922, loss_cls: 5.9101, loss: 5.9101 +2023-12-29 20:28:54,864 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 3 days, 17:06:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4948, loss_cls: 5.8782, loss: 5.8782 +2023-12-29 20:29:54,812 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 3 days, 17:04:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4911, loss_cls: 5.8911, loss: 5.8911 +2023-12-29 20:30:54,938 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 3 days, 17:03:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2352, top5_acc: 0.4873, loss_cls: 5.9315, loss: 5.9315 +2023-12-29 20:31:55,147 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 3 days, 17:01:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.4831, loss_cls: 5.9043, loss: 5.9043 +2023-12-29 20:32:55,421 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 3 days, 17:00:18, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4992, loss_cls: 5.8735, loss: 5.8735 +2023-12-29 20:33:56,576 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 3 days, 16:58:53, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4909, loss_cls: 5.8752, loss: 5.8752 +2023-12-29 20:34:58,102 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 3 days, 16:57:31, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4880, loss_cls: 5.8997, loss: 5.8997 +2023-12-29 20:35:59,109 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 3 days, 16:56:05, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4931, loss_cls: 5.8799, loss: 5.8799 +2023-12-29 20:36:59,274 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 3 days, 16:54:32, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4928, loss_cls: 5.8782, loss: 5.8782 +2023-12-29 20:37:59,562 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 3 days, 16:52:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2358, top5_acc: 0.4963, loss_cls: 5.8581, loss: 5.8581 +2023-12-29 20:39:00,427 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 3 days, 16:51:32, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2395, top5_acc: 0.4981, loss_cls: 5.8944, loss: 5.8944 +2023-12-29 20:40:01,183 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 3 days, 16:50:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2409, top5_acc: 0.4900, loss_cls: 5.9021, loss: 5.9021 +2023-12-29 20:41:02,147 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 3 days, 16:48:38, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2333, top5_acc: 0.4870, loss_cls: 5.9388, loss: 5.9388 +2023-12-29 20:42:02,459 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 3 days, 16:47:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4847, loss_cls: 5.9248, loss: 5.9248 +2023-12-29 20:43:02,800 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 3 days, 16:45:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4894, loss_cls: 5.9112, loss: 5.9112 +2023-12-29 20:44:03,699 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 3 days, 16:44:09, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4947, loss_cls: 5.8731, loss: 5.8731 +2023-12-29 20:45:05,149 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 3 days, 16:42:47, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4936, loss_cls: 5.8920, loss: 5.8920 +2023-12-29 20:46:06,296 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 3 days, 16:41:23, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2422, top5_acc: 0.4878, loss_cls: 5.9049, loss: 5.9049 +2023-12-29 20:46:36,323 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-29 20:48:31,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:48:32,202 - pyskl - INFO - +top1_acc 0.1633 +top5_acc 0.3743 +2023-12-29 20:48:32,202 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:48:32,233 - pyskl - INFO - +mean_acc 0.1634 +2023-12-29 20:48:32,242 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1633, top5_acc: 0.3743, mean_class_accuracy: 0.1634 +2023-12-29 20:51:51,374 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 3 days, 16:54:38, time: 1.991, data_time: 1.388, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4989, loss_cls: 5.8435, loss: 5.8435 +2023-12-29 20:52:51,414 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 3 days, 16:53:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.5011, loss_cls: 5.8363, loss: 5.8363 +2023-12-29 20:53:52,019 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 3 days, 16:51:33, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4828, loss_cls: 5.9382, loss: 5.9382 +2023-12-29 20:54:52,327 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 3 days, 16:50:00, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4945, loss_cls: 5.8803, loss: 5.8803 +2023-12-29 20:55:52,422 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 3 days, 16:48:26, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5002, loss_cls: 5.8495, loss: 5.8495 +2023-12-29 20:56:52,452 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 3 days, 16:46:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4853, loss_cls: 5.9016, loss: 5.9016 +2023-12-29 20:57:52,348 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 3 days, 16:45:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4952, loss_cls: 5.8755, loss: 5.8755 +2023-12-29 20:58:52,373 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 3 days, 16:43:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4963, loss_cls: 5.8573, loss: 5.8573 +2023-12-29 20:59:52,443 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 3 days, 16:42:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4909, loss_cls: 5.8764, loss: 5.8764 +2023-12-29 21:00:52,337 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 3 days, 16:40:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.5006, loss_cls: 5.8496, loss: 5.8496 +2023-12-29 21:01:52,843 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 3 days, 16:39:02, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4928, loss_cls: 5.9054, loss: 5.9054 +2023-12-29 21:02:53,001 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 3 days, 16:37:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4955, loss_cls: 5.8503, loss: 5.8503 +2023-12-29 21:03:53,069 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 3 days, 16:35:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4930, loss_cls: 5.8756, loss: 5.8756 +2023-12-29 21:04:53,299 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 3 days, 16:34:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4863, loss_cls: 5.9225, loss: 5.9225 +2023-12-29 21:05:53,077 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 3 days, 16:32:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4914, loss_cls: 5.8989, loss: 5.8989 +2023-12-29 21:06:52,937 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 3 days, 16:31:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4914, loss_cls: 5.8909, loss: 5.8909 +2023-12-29 21:07:52,751 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 3 days, 16:29:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5044, loss_cls: 5.8297, loss: 5.8297 +2023-12-29 21:08:52,578 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 3 days, 16:28:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4866, loss_cls: 5.8993, loss: 5.8993 +2023-12-29 21:09:52,890 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 3 days, 16:26:32, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4948, loss_cls: 5.9097, loss: 5.9097 +2023-12-29 21:10:52,639 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 3 days, 16:24:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4931, loss_cls: 5.9086, loss: 5.9086 +2023-12-29 21:11:52,657 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 3 days, 16:23:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.4977, loss_cls: 5.8115, loss: 5.8115 +2023-12-29 21:12:52,560 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 3 days, 16:21:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4897, loss_cls: 5.8904, loss: 5.8904 +2023-12-29 21:13:52,691 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 3 days, 16:20:18, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.5027, loss_cls: 5.8329, loss: 5.8329 +2023-12-29 21:14:52,704 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 3 days, 16:18:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4911, loss_cls: 5.8903, loss: 5.8903 +2023-12-29 21:15:52,376 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 3 days, 16:17:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4850, loss_cls: 5.9007, loss: 5.9007 +2023-12-29 21:16:52,307 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 3 days, 16:15:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4905, loss_cls: 5.8688, loss: 5.8688 +2023-12-29 21:17:52,205 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 3 days, 16:14:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5039, loss_cls: 5.8308, loss: 5.8308 +2023-12-29 21:18:52,006 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 3 days, 16:12:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4770, loss_cls: 5.9352, loss: 5.9352 +2023-12-29 21:19:52,109 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 3 days, 16:10:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4986, loss_cls: 5.8638, loss: 5.8638 +2023-12-29 21:20:52,298 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 3 days, 16:09:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4920, loss_cls: 5.8329, loss: 5.8329 +2023-12-29 21:21:52,117 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 3 days, 16:07:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4842, loss_cls: 5.9002, loss: 5.9002 +2023-12-29 21:22:51,994 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 3 days, 16:06:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4939, loss_cls: 5.9097, loss: 5.9097 +2023-12-29 21:23:52,363 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 3 days, 16:04:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4980, loss_cls: 5.8608, loss: 5.8608 +2023-12-29 21:24:52,945 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 3 days, 16:03:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.4908, loss_cls: 5.8727, loss: 5.8727 +2023-12-29 21:25:53,979 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 3 days, 16:02:00, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2391, top5_acc: 0.4884, loss_cls: 5.9059, loss: 5.9059 +2023-12-29 21:26:55,331 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 3 days, 16:00:39, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4972, loss_cls: 5.8906, loss: 5.8906 +2023-12-29 21:27:56,374 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 3 days, 15:59:16, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4875, loss_cls: 5.9030, loss: 5.9030 +2023-12-29 21:28:26,257 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-29 21:30:22,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:30:23,361 - pyskl - INFO - +top1_acc 0.1609 +top5_acc 0.3792 +2023-12-29 21:30:23,361 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 21:30:23,397 - pyskl - INFO - +mean_acc 0.1606 +2023-12-29 21:30:23,405 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1609, top5_acc: 0.3792, mean_class_accuracy: 0.1606 +2023-12-29 21:33:42,713 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 3 days, 16:11:35, time: 1.993, data_time: 1.386, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4919, loss_cls: 5.8760, loss: 5.8760 +2023-12-29 21:34:42,515 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 3 days, 16:10:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.4967, loss_cls: 5.8490, loss: 5.8490 +2023-12-29 21:35:42,541 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 3 days, 16:08:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.4973, loss_cls: 5.8767, loss: 5.8767 +2023-12-29 21:36:42,613 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 3 days, 16:06:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4944, loss_cls: 5.8511, loss: 5.8511 +2023-12-29 21:37:42,655 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 3 days, 16:05:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.4970, loss_cls: 5.8419, loss: 5.8419 +2023-12-29 21:38:43,099 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 3 days, 16:03:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4967, loss_cls: 5.8613, loss: 5.8613 +2023-12-29 21:39:43,118 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 3 days, 16:02:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4930, loss_cls: 5.8955, loss: 5.8955 +2023-12-29 21:40:43,435 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 3 days, 16:00:52, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.5055, loss_cls: 5.8399, loss: 5.8399 +2023-12-29 21:41:44,315 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 3 days, 15:59:27, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.4989, loss_cls: 5.8957, loss: 5.8957 +2023-12-29 21:42:44,458 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 3 days, 15:57:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4992, loss_cls: 5.8791, loss: 5.8791 +2023-12-29 21:43:44,876 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 3 days, 15:56:27, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4864, loss_cls: 5.8933, loss: 5.8933 +2023-12-29 21:44:44,960 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 3 days, 15:54:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2389, top5_acc: 0.4916, loss_cls: 5.8900, loss: 5.8900 +2023-12-29 21:45:45,296 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 3 days, 15:53:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4967, loss_cls: 5.8747, loss: 5.8747 +2023-12-29 21:46:45,231 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 3 days, 15:51:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4950, loss_cls: 5.8412, loss: 5.8412 +2023-12-29 21:47:45,257 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 3 days, 15:50:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5128, loss_cls: 5.7973, loss: 5.7973 +2023-12-29 21:48:45,628 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 3 days, 15:48:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.5044, loss_cls: 5.8214, loss: 5.8214 +2023-12-29 21:49:46,188 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 3 days, 15:47:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4845, loss_cls: 5.9007, loss: 5.9007 +2023-12-29 21:50:46,333 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 3 days, 15:45:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.4988, loss_cls: 5.8136, loss: 5.8136 +2023-12-29 21:51:46,781 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 3 days, 15:44:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4867, loss_cls: 5.9202, loss: 5.9202 +2023-12-29 21:52:47,692 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 3 days, 15:43:04, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4864, loss_cls: 5.8877, loss: 5.8877 +2023-12-29 21:53:47,609 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 3 days, 15:41:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4942, loss_cls: 5.8752, loss: 5.8752 +2023-12-29 21:54:47,481 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 3 days, 15:40:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5084, loss_cls: 5.8176, loss: 5.8176 +2023-12-29 21:55:47,290 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 3 days, 15:38:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4944, loss_cls: 5.8578, loss: 5.8578 +2023-12-29 21:56:47,687 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 3 days, 15:37:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.4991, loss_cls: 5.8446, loss: 5.8446 +2023-12-29 21:57:47,668 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 3 days, 15:35:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.5017, loss_cls: 5.8341, loss: 5.8341 +2023-12-29 21:58:47,423 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 3 days, 15:33:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.4934, loss_cls: 5.8806, loss: 5.8806 +2023-12-29 21:59:47,287 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 3 days, 15:32:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4927, loss_cls: 5.8708, loss: 5.8708 +2023-12-29 22:00:47,414 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 3 days, 15:30:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2336, top5_acc: 0.4838, loss_cls: 5.9292, loss: 5.9292 +2023-12-29 22:01:47,573 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 3 days, 15:29:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2320, top5_acc: 0.4816, loss_cls: 5.9400, loss: 5.9400 +2023-12-29 22:02:47,888 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 3 days, 15:27:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4972, loss_cls: 5.8617, loss: 5.8617 +2023-12-29 22:03:48,661 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 3 days, 15:26:35, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.5020, loss_cls: 5.8590, loss: 5.8590 +2023-12-29 22:04:49,375 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 3 days, 15:25:10, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2342, top5_acc: 0.4866, loss_cls: 5.8869, loss: 5.8869 +2023-12-29 22:05:49,580 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 3 days, 15:23:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5006, loss_cls: 5.8250, loss: 5.8250 +2023-12-29 22:06:49,997 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 3 days, 15:22:15, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2316, top5_acc: 0.4838, loss_cls: 5.9433, loss: 5.9433 +2023-12-29 22:07:51,424 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 3 days, 15:20:55, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4895, loss_cls: 5.8877, loss: 5.8877 +2023-12-29 22:08:52,382 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 3 days, 15:19:33, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4925, loss_cls: 5.8958, loss: 5.8958 +2023-12-29 22:09:53,362 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 3 days, 15:18:10, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4883, loss_cls: 5.8939, loss: 5.8939 +2023-12-29 22:10:23,425 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-29 22:12:14,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:12:15,541 - pyskl - INFO - +top1_acc 0.1655 +top5_acc 0.3805 +2023-12-29 22:12:15,542 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:12:15,578 - pyskl - INFO - +mean_acc 0.1654 +2023-12-29 22:12:15,589 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1655, top5_acc: 0.3805, mean_class_accuracy: 0.1654 +2023-12-29 22:15:37,234 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 3 days, 15:29:54, time: 2.016, data_time: 1.418, memory: 16180, top1_acc: 0.2462, top5_acc: 0.4941, loss_cls: 5.8476, loss: 5.8476 +2023-12-29 22:16:37,059 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 3 days, 15:28:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.5055, loss_cls: 5.8324, loss: 5.8324 +2023-12-29 22:17:37,101 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 3 days, 15:26:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5006, loss_cls: 5.8269, loss: 5.8269 +2023-12-29 22:18:37,442 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 3 days, 15:25:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4992, loss_cls: 5.8533, loss: 5.8533 +2023-12-29 22:19:37,480 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 3 days, 15:23:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5089, loss_cls: 5.8182, loss: 5.8182 +2023-12-29 22:20:37,061 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 3 days, 15:22:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4898, loss_cls: 5.9089, loss: 5.9089 +2023-12-29 22:21:36,753 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 3 days, 15:20:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4938, loss_cls: 5.8637, loss: 5.8637 +2023-12-29 22:22:36,619 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 3 days, 15:19:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4973, loss_cls: 5.8493, loss: 5.8493 +2023-12-29 22:23:36,293 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 3 days, 15:17:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4883, loss_cls: 5.8935, loss: 5.8935 +2023-12-29 22:24:36,329 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 3 days, 15:16:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4889, loss_cls: 5.9014, loss: 5.9014 +2023-12-29 22:25:36,537 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 3 days, 15:14:44, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.4963, loss_cls: 5.8740, loss: 5.8740 +2023-12-29 22:26:36,897 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 3 days, 15:13:17, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4938, loss_cls: 5.8467, loss: 5.8467 +2023-12-29 22:27:37,109 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 3 days, 15:11:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4952, loss_cls: 5.8566, loss: 5.8566 +2023-12-29 22:28:37,331 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 3 days, 15:10:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4948, loss_cls: 5.8693, loss: 5.8693 +2023-12-29 22:29:37,621 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 3 days, 15:08:53, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4839, loss_cls: 5.9044, loss: 5.9044 +2023-12-29 22:30:37,625 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 3 days, 15:07:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4864, loss_cls: 5.8975, loss: 5.8975 +2023-12-29 22:31:37,627 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 3 days, 15:05:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4808, loss_cls: 5.9032, loss: 5.9032 +2023-12-29 22:32:37,958 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 3 days, 15:04:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4802, loss_cls: 5.9115, loss: 5.9115 +2023-12-29 22:33:38,232 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 3 days, 15:02:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4905, loss_cls: 5.8812, loss: 5.8812 +2023-12-29 22:34:38,446 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 3 days, 15:01:31, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4955, loss_cls: 5.8429, loss: 5.8429 +2023-12-29 22:35:38,552 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 3 days, 15:00:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.4947, loss_cls: 5.8583, loss: 5.8583 +2023-12-29 22:36:38,497 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 3 days, 14:58:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4992, loss_cls: 5.8651, loss: 5.8651 +2023-12-29 22:37:38,624 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 3 days, 14:57:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4906, loss_cls: 5.9197, loss: 5.9197 +2023-12-29 22:38:38,839 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 3 days, 14:55:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4895, loss_cls: 5.8882, loss: 5.8882 +2023-12-29 22:39:39,642 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 3 days, 14:54:14, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4953, loss_cls: 5.8578, loss: 5.8578 +2023-12-29 22:40:40,655 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 3 days, 14:52:53, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4872, loss_cls: 5.8899, loss: 5.8899 +2023-12-29 22:41:40,771 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 3 days, 14:51:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2344, top5_acc: 0.4734, loss_cls: 5.9202, loss: 5.9202 +2023-12-29 22:42:40,805 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 3 days, 14:49:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4992, loss_cls: 5.8843, loss: 5.8843 +2023-12-29 22:43:40,943 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 3 days, 14:48:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4920, loss_cls: 5.8729, loss: 5.8729 +2023-12-29 22:44:41,803 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 3 days, 14:47:06, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4959, loss_cls: 5.8724, loss: 5.8724 +2023-12-29 22:45:42,340 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 3 days, 14:45:41, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.4963, loss_cls: 5.8400, loss: 5.8400 +2023-12-29 22:46:42,788 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 3 days, 14:44:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4928, loss_cls: 5.8853, loss: 5.8853 +2023-12-29 22:47:43,193 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 3 days, 14:42:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4933, loss_cls: 5.8943, loss: 5.8943 +2023-12-29 22:48:44,054 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 3 days, 14:41:28, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4839, loss_cls: 5.8683, loss: 5.8683 +2023-12-29 22:49:44,819 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 3 days, 14:40:06, time: 0.608, data_time: 0.001, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4997, loss_cls: 5.8907, loss: 5.8907 +2023-12-29 22:50:45,985 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 3 days, 14:38:46, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2389, top5_acc: 0.4950, loss_cls: 5.8754, loss: 5.8754 +2023-12-29 22:51:46,968 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 3 days, 14:37:24, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5009, loss_cls: 5.8556, loss: 5.8556 +2023-12-29 22:52:17,857 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-29 22:54:10,651 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:54:11,479 - pyskl - INFO - +top1_acc 0.1867 +top5_acc 0.4198 +2023-12-29 22:54:11,479 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:54:11,511 - pyskl - INFO - +mean_acc 0.1866 +2023-12-29 22:54:11,517 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_9.pth was removed +2023-12-29 22:54:11,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-29 22:54:11,738 - pyskl - INFO - Best top1_acc is 0.1867 at 19 epoch. +2023-12-29 22:54:11,747 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1867, top5_acc: 0.4198, mean_class_accuracy: 0.1866 +2023-12-29 22:57:29,724 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 3 days, 14:47:56, time: 1.980, data_time: 1.376, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5069, loss_cls: 5.7915, loss: 5.7915 +2023-12-29 22:58:30,158 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 3 days, 14:46:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4941, loss_cls: 5.8595, loss: 5.8595 +2023-12-29 22:59:30,383 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 3 days, 14:45:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5011, loss_cls: 5.8088, loss: 5.8088 +2023-12-29 23:00:30,686 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 3 days, 14:43:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4928, loss_cls: 5.8933, loss: 5.8933 +2023-12-29 23:01:31,020 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 3 days, 14:42:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2362, top5_acc: 0.4913, loss_cls: 5.8856, loss: 5.8856 +2023-12-29 23:02:31,718 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 3 days, 14:40:45, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.4955, loss_cls: 5.8337, loss: 5.8337 +2023-12-29 23:03:31,836 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 3 days, 14:39:17, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.4964, loss_cls: 5.8423, loss: 5.8423 +2023-12-29 23:04:32,057 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 3 days, 14:37:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4927, loss_cls: 5.8874, loss: 5.8874 +2023-12-29 23:05:31,906 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 3 days, 14:36:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4888, loss_cls: 5.9031, loss: 5.9031 +2023-12-29 23:06:31,839 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 3 days, 14:34:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5019, loss_cls: 5.8385, loss: 5.8385 +2023-12-29 23:07:31,974 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 3 days, 14:33:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.5042, loss_cls: 5.8567, loss: 5.8567 +2023-12-29 23:08:32,099 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 3 days, 14:31:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4936, loss_cls: 5.8821, loss: 5.8821 +2023-12-29 23:09:32,660 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 3 days, 14:30:32, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4923, loss_cls: 5.8876, loss: 5.8876 +2023-12-29 23:10:33,383 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 3 days, 14:29:09, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.4958, loss_cls: 5.8340, loss: 5.8340 +2023-12-29 23:11:34,052 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 3 days, 14:27:45, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2369, top5_acc: 0.4859, loss_cls: 5.9134, loss: 5.9134 +2023-12-29 23:12:34,009 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 3 days, 14:26:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2358, top5_acc: 0.4891, loss_cls: 5.8903, loss: 5.8903 +2023-12-29 23:13:34,000 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 3 days, 14:24:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4883, loss_cls: 5.8785, loss: 5.8785 +2023-12-29 23:14:34,013 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 3 days, 14:23:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5016, loss_cls: 5.8135, loss: 5.8135 +2023-12-29 23:15:33,938 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 3 days, 14:21:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4964, loss_cls: 5.8675, loss: 5.8675 +2023-12-29 23:16:34,421 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 3 days, 14:20:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.4920, loss_cls: 5.8434, loss: 5.8434 +2023-12-29 23:17:34,553 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 3 days, 14:19:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.4947, loss_cls: 5.8509, loss: 5.8509 +2023-12-29 23:18:35,024 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 3 days, 14:17:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4984, loss_cls: 5.8402, loss: 5.8402 +2023-12-29 23:19:35,439 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 3 days, 14:16:13, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4927, loss_cls: 5.8376, loss: 5.8376 +2023-12-29 23:20:35,805 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 3 days, 14:14:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4941, loss_cls: 5.8641, loss: 5.8641 +2023-12-29 23:21:36,514 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 3 days, 14:13:25, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4941, loss_cls: 5.8416, loss: 5.8416 +2023-12-29 23:22:37,357 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 3 days, 14:12:03, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4977, loss_cls: 5.8615, loss: 5.8615 +2023-12-29 23:23:37,965 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 3 days, 14:10:40, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2331, top5_acc: 0.4850, loss_cls: 5.9165, loss: 5.9165 +2023-12-29 23:24:38,385 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 3 days, 14:09:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4855, loss_cls: 5.9365, loss: 5.9365 +2023-12-29 23:25:38,612 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 3 days, 14:07:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4969, loss_cls: 5.8360, loss: 5.8360 +2023-12-29 23:26:38,354 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 3 days, 14:06:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.4972, loss_cls: 5.8439, loss: 5.8439 +2023-12-29 23:27:38,186 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 3 days, 14:04:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4973, loss_cls: 5.8461, loss: 5.8461 +2023-12-29 23:28:38,591 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 3 days, 14:03:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.5000, loss_cls: 5.8679, loss: 5.8679 +2023-12-29 23:29:39,138 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 3 days, 14:02:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2403, top5_acc: 0.4941, loss_cls: 5.8773, loss: 5.8773 +2023-12-29 23:30:40,346 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 3 days, 14:00:47, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4998, loss_cls: 5.8373, loss: 5.8373 +2023-12-29 23:31:41,151 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 3 days, 13:59:26, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4881, loss_cls: 5.8756, loss: 5.8756 +2023-12-29 23:32:41,888 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 3 days, 13:58:04, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5112, loss_cls: 5.8008, loss: 5.8008 +2023-12-29 23:33:42,775 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 3 days, 13:56:44, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.4972, loss_cls: 5.8182, loss: 5.8182 +2023-12-29 23:34:13,191 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-29 23:36:06,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:36:07,360 - pyskl - INFO - +top1_acc 0.1757 +top5_acc 0.3968 +2023-12-29 23:36:07,360 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 23:36:07,399 - pyskl - INFO - +mean_acc 0.1758 +2023-12-29 23:36:07,410 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1757, top5_acc: 0.3968, mean_class_accuracy: 0.1758 +2023-12-29 23:39:32,243 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 3 days, 14:07:18, time: 2.048, data_time: 1.447, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5112, loss_cls: 5.7677, loss: 5.7677 +2023-12-29 23:40:32,497 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 3 days, 14:05:52, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5031, loss_cls: 5.7926, loss: 5.7926 +2023-12-29 23:41:32,395 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 3 days, 14:04:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4952, loss_cls: 5.8445, loss: 5.8445 +2023-12-29 23:42:32,346 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 3 days, 14:02:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5023, loss_cls: 5.8437, loss: 5.8437 +2023-12-29 23:43:32,163 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 3 days, 14:01:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.4992, loss_cls: 5.8235, loss: 5.8235 +2023-12-29 23:44:31,946 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 3 days, 13:59:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4927, loss_cls: 5.8940, loss: 5.8940 +2023-12-29 23:45:31,922 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 3 days, 13:58:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.4961, loss_cls: 5.8690, loss: 5.8690 +2023-12-29 23:46:32,023 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 3 days, 13:57:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.5033, loss_cls: 5.8364, loss: 5.8364 +2023-12-29 23:47:32,040 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 3 days, 13:55:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4959, loss_cls: 5.8682, loss: 5.8682 +2023-12-29 23:48:32,153 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 3 days, 13:54:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4975, loss_cls: 5.8791, loss: 5.8791 +2023-12-29 23:49:32,156 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 3 days, 13:52:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4998, loss_cls: 5.8709, loss: 5.8709 +2023-12-29 23:50:32,355 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 3 days, 13:51:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5084, loss_cls: 5.8196, loss: 5.8196 +2023-12-29 23:51:32,220 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 3 days, 13:49:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4998, loss_cls: 5.8428, loss: 5.8428 +2023-12-29 23:52:32,712 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 3 days, 13:48:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5067, loss_cls: 5.8320, loss: 5.8320 +2023-12-29 23:53:33,049 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 3 days, 13:47:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5011, loss_cls: 5.8409, loss: 5.8409 +2023-12-29 23:54:32,941 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 3 days, 13:45:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4964, loss_cls: 5.8487, loss: 5.8487 +2023-12-29 23:55:32,968 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 3 days, 13:44:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4858, loss_cls: 5.8908, loss: 5.8908 +2023-12-29 23:56:33,110 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 3 days, 13:42:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.5022, loss_cls: 5.8352, loss: 5.8352 +2023-12-29 23:57:33,441 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 3 days, 13:41:21, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.5022, loss_cls: 5.8435, loss: 5.8435 +2023-12-29 23:58:34,381 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 3 days, 13:40:01, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4964, loss_cls: 5.8422, loss: 5.8422 +2023-12-29 23:59:34,568 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 3 days, 13:38:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4994, loss_cls: 5.8644, loss: 5.8644 +2023-12-30 00:00:34,449 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 3 days, 13:37:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4966, loss_cls: 5.8547, loss: 5.8547 +2023-12-30 00:01:34,183 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 3 days, 13:35:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.5019, loss_cls: 5.8627, loss: 5.8627 +2023-12-30 00:02:34,155 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 3 days, 13:34:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4998, loss_cls: 5.8773, loss: 5.8773 +2023-12-30 00:03:34,332 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 3 days, 13:32:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4961, loss_cls: 5.8807, loss: 5.8807 +2023-12-30 00:04:34,449 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 3 days, 13:31:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4995, loss_cls: 5.8316, loss: 5.8316 +2023-12-30 00:05:34,670 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 3 days, 13:30:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4972, loss_cls: 5.8664, loss: 5.8664 +2023-12-30 00:06:34,702 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 3 days, 13:28:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2352, top5_acc: 0.4844, loss_cls: 5.9157, loss: 5.9157 +2023-12-30 00:07:34,583 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 3 days, 13:27:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5086, loss_cls: 5.8070, loss: 5.8070 +2023-12-30 00:08:34,817 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 3 days, 13:25:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4923, loss_cls: 5.8400, loss: 5.8400 +2023-12-30 00:09:34,785 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 3 days, 13:24:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.5041, loss_cls: 5.8158, loss: 5.8158 +2023-12-30 00:10:35,006 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 3 days, 13:22:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4983, loss_cls: 5.8668, loss: 5.8668 +2023-12-30 00:11:35,602 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 3 days, 13:21:33, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.4980, loss_cls: 5.8699, loss: 5.8699 +2023-12-30 00:12:37,384 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 3 days, 13:20:19, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.4997, loss_cls: 5.8268, loss: 5.8268 +2023-12-30 00:13:38,456 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 3 days, 13:19:00, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4841, loss_cls: 5.9128, loss: 5.9128 +2023-12-30 00:14:38,890 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 3 days, 13:17:37, time: 0.604, data_time: 0.001, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4955, loss_cls: 5.8563, loss: 5.8563 +2023-12-30 00:15:39,063 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 3 days, 13:16:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.5022, loss_cls: 5.8302, loss: 5.8302 +2023-12-30 00:16:08,776 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-30 00:18:01,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:18:02,697 - pyskl - INFO - +top1_acc 0.1688 +top5_acc 0.3944 +2023-12-30 00:18:02,697 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 00:18:02,738 - pyskl - INFO - +mean_acc 0.1688 +2023-12-30 00:18:02,747 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1688, top5_acc: 0.3944, mean_class_accuracy: 0.1688 +2023-12-30 00:21:22,731 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 3 days, 13:25:38, time: 2.000, data_time: 1.406, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5027, loss_cls: 5.7765, loss: 5.7765 +2023-12-30 00:22:23,209 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 3 days, 13:24:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5041, loss_cls: 5.8395, loss: 5.8395 +2023-12-30 00:23:23,448 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 3 days, 13:22:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5166, loss_cls: 5.7808, loss: 5.7808 +2023-12-30 00:24:23,328 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 3 days, 13:21:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5105, loss_cls: 5.7922, loss: 5.7922 +2023-12-30 00:25:23,651 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 3 days, 13:20:00, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4859, loss_cls: 5.8732, loss: 5.8732 +2023-12-30 00:26:23,471 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 3 days, 13:18:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.5016, loss_cls: 5.8323, loss: 5.8323 +2023-12-30 00:27:23,898 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 3 days, 13:17:10, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5098, loss_cls: 5.8097, loss: 5.8097 +2023-12-30 00:28:23,636 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 3 days, 13:15:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5044, loss_cls: 5.8272, loss: 5.8272 +2023-12-30 00:29:23,881 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 3 days, 13:14:19, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2381, top5_acc: 0.4959, loss_cls: 5.8726, loss: 5.8726 +2023-12-30 00:30:23,939 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 3 days, 13:12:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.5073, loss_cls: 5.8260, loss: 5.8260 +2023-12-30 00:31:24,401 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 3 days, 13:11:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4991, loss_cls: 5.8153, loss: 5.8153 +2023-12-30 00:32:24,667 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 3 days, 13:10:07, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5048, loss_cls: 5.8102, loss: 5.8102 +2023-12-30 00:33:25,377 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 3 days, 13:08:46, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5042, loss_cls: 5.8222, loss: 5.8222 +2023-12-30 00:34:25,830 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 3 days, 13:07:23, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4980, loss_cls: 5.8502, loss: 5.8502 +2023-12-30 00:35:26,327 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 3 days, 13:06:01, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5005, loss_cls: 5.8321, loss: 5.8321 +2023-12-30 00:36:27,301 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 3 days, 13:04:42, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4938, loss_cls: 5.8697, loss: 5.8697 +2023-12-30 00:37:27,845 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 3 days, 13:03:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4981, loss_cls: 5.8589, loss: 5.8589 +2023-12-30 00:38:27,892 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 3 days, 13:01:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5002, loss_cls: 5.8413, loss: 5.8413 +2023-12-30 00:39:27,753 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 3 days, 13:00:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4897, loss_cls: 5.8838, loss: 5.8838 +2023-12-30 00:40:27,619 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 3 days, 12:59:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5020, loss_cls: 5.8216, loss: 5.8216 +2023-12-30 00:41:27,422 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 3 days, 12:57:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4986, loss_cls: 5.8632, loss: 5.8632 +2023-12-30 00:42:27,706 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 3 days, 12:56:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4953, loss_cls: 5.8566, loss: 5.8566 +2023-12-30 00:43:27,860 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 3 days, 12:54:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4948, loss_cls: 5.8416, loss: 5.8416 +2023-12-30 00:44:27,956 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 3 days, 12:53:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5036, loss_cls: 5.8238, loss: 5.8238 +2023-12-30 00:45:27,840 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 3 days, 12:52:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5011, loss_cls: 5.8393, loss: 5.8393 +2023-12-30 00:46:27,781 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 3 days, 12:50:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4911, loss_cls: 5.8960, loss: 5.8960 +2023-12-30 00:47:27,901 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 3 days, 12:49:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4858, loss_cls: 5.8858, loss: 5.8858 +2023-12-30 00:48:28,382 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 3 days, 12:47:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4869, loss_cls: 5.8862, loss: 5.8862 +2023-12-30 00:49:28,610 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 3 days, 12:46:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4870, loss_cls: 5.9121, loss: 5.9121 +2023-12-30 00:50:29,283 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 3 days, 12:45:07, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4919, loss_cls: 5.8731, loss: 5.8731 +2023-12-30 00:51:30,125 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 3 days, 12:43:48, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5016, loss_cls: 5.8334, loss: 5.8334 +2023-12-30 00:52:30,535 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 3 days, 12:42:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4955, loss_cls: 5.8525, loss: 5.8525 +2023-12-30 00:53:31,029 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 3 days, 12:41:05, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4945, loss_cls: 5.8751, loss: 5.8751 +2023-12-30 00:54:32,405 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 3 days, 12:39:49, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5038, loss_cls: 5.8280, loss: 5.8280 +2023-12-30 00:55:33,188 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 3 days, 12:38:29, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4908, loss_cls: 5.8696, loss: 5.8696 +2023-12-30 00:56:34,141 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 3 days, 12:37:11, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4944, loss_cls: 5.8758, loss: 5.8758 +2023-12-30 00:57:34,398 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 3 days, 12:35:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5009, loss_cls: 5.8322, loss: 5.8322 +2023-12-30 00:58:04,654 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-30 00:59:58,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:59:59,981 - pyskl - INFO - +top1_acc 0.1656 +top5_acc 0.3833 +2023-12-30 00:59:59,982 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 01:00:00,023 - pyskl - INFO - +mean_acc 0.1654 +2023-12-30 01:00:00,034 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1656, top5_acc: 0.3833, mean_class_accuracy: 0.1654 +2023-12-30 01:03:24,668 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 3 days, 12:45:06, time: 2.046, data_time: 1.450, memory: 16180, top1_acc: 0.2475, top5_acc: 0.5062, loss_cls: 5.8092, loss: 5.8092 +2023-12-30 01:04:25,180 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 3 days, 12:43:44, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4947, loss_cls: 5.8522, loss: 5.8522 +2023-12-30 01:05:25,105 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 3 days, 12:42:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5081, loss_cls: 5.7990, loss: 5.7990 +2023-12-30 01:06:25,345 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 3 days, 12:40:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5052, loss_cls: 5.8074, loss: 5.8074 +2023-12-30 01:07:25,757 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 3 days, 12:39:33, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5044, loss_cls: 5.8275, loss: 5.8275 +2023-12-30 01:08:25,721 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 3 days, 12:38:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.5041, loss_cls: 5.8075, loss: 5.8075 +2023-12-30 01:09:25,503 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 3 days, 12:36:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.5033, loss_cls: 5.8527, loss: 5.8527 +2023-12-30 01:10:26,002 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 3 days, 12:35:21, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.5053, loss_cls: 5.8218, loss: 5.8218 +2023-12-30 01:11:27,204 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 3 days, 12:34:04, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.4973, loss_cls: 5.8541, loss: 5.8541 +2023-12-30 01:12:28,340 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 3 days, 12:32:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4848, loss_cls: 5.8927, loss: 5.8927 +2023-12-30 01:13:28,377 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 3 days, 12:31:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5083, loss_cls: 5.7851, loss: 5.7851 +2023-12-30 01:14:28,389 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 3 days, 12:29:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4969, loss_cls: 5.8629, loss: 5.8629 +2023-12-30 01:15:28,717 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 3 days, 12:28:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4922, loss_cls: 5.8802, loss: 5.8802 +2023-12-30 01:16:29,182 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 3 days, 12:27:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4970, loss_cls: 5.8594, loss: 5.8594 +2023-12-30 01:17:29,539 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 3 days, 12:25:52, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.4905, loss_cls: 5.8686, loss: 5.8686 +2023-12-30 01:18:29,682 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 3 days, 12:24:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5048, loss_cls: 5.8286, loss: 5.8286 +2023-12-30 01:19:29,680 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 3 days, 12:23:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4975, loss_cls: 5.8458, loss: 5.8458 +2023-12-30 01:20:30,197 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 3 days, 12:21:44, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4841, loss_cls: 5.8947, loss: 5.8947 +2023-12-30 01:21:31,724 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 3 days, 12:20:28, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4953, loss_cls: 5.8617, loss: 5.8617 +2023-12-30 01:22:32,616 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 3 days, 12:19:10, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.5044, loss_cls: 5.8167, loss: 5.8167 +2023-12-30 01:23:33,523 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 3 days, 12:17:51, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4867, loss_cls: 5.8855, loss: 5.8855 +2023-12-30 01:24:34,342 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 3 days, 12:16:32, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4895, loss_cls: 5.8336, loss: 5.8336 +2023-12-30 01:25:35,391 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 3 days, 12:15:14, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5066, loss_cls: 5.8406, loss: 5.8406 +2023-12-30 01:26:36,282 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 3 days, 12:13:56, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5109, loss_cls: 5.8143, loss: 5.8143 +2023-12-30 01:27:37,083 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 3 days, 12:12:36, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4889, loss_cls: 5.9003, loss: 5.9003 +2023-12-30 01:28:37,711 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 3 days, 12:11:17, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5088, loss_cls: 5.8105, loss: 5.8105 +2023-12-30 01:29:38,443 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 3 days, 12:09:57, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5100, loss_cls: 5.7917, loss: 5.7917 +2023-12-30 01:30:38,911 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 3 days, 12:08:36, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4988, loss_cls: 5.8263, loss: 5.8263 +2023-12-30 01:31:39,123 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 3 days, 12:07:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5027, loss_cls: 5.8589, loss: 5.8589 +2023-12-30 01:32:38,806 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 3 days, 12:05:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2402, top5_acc: 0.5005, loss_cls: 5.8756, loss: 5.8756 +2023-12-30 01:33:38,751 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 3 days, 12:04:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.5000, loss_cls: 5.8579, loss: 5.8579 +2023-12-30 01:34:38,760 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 3 days, 12:03:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4988, loss_cls: 5.8363, loss: 5.8363 +2023-12-30 01:35:39,634 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 3 days, 12:01:44, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4988, loss_cls: 5.8222, loss: 5.8222 +2023-12-30 01:36:40,883 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 3 days, 12:00:28, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.4992, loss_cls: 5.8401, loss: 5.8401 +2023-12-30 01:37:41,777 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 3 days, 11:59:10, time: 0.609, data_time: 0.001, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4939, loss_cls: 5.8564, loss: 5.8564 +2023-12-30 01:38:42,053 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 3 days, 11:57:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5081, loss_cls: 5.7691, loss: 5.7691 +2023-12-30 01:39:41,998 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 3 days, 11:56:25, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5019, loss_cls: 5.8416, loss: 5.8416 +2023-12-30 01:40:11,852 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-30 01:42:06,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:42:07,092 - pyskl - INFO - +top1_acc 0.1460 +top5_acc 0.3512 +2023-12-30 01:42:07,092 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 01:42:07,124 - pyskl - INFO - +mean_acc 0.1459 +2023-12-30 01:42:07,132 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1460, top5_acc: 0.3512, mean_class_accuracy: 0.1459 +2023-12-30 01:45:25,828 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 3 days, 12:04:37, time: 1.987, data_time: 1.382, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5067, loss_cls: 5.8166, loss: 5.8166 +2023-12-30 01:46:27,043 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 3 days, 12:03:20, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.5062, loss_cls: 5.8088, loss: 5.8088 +2023-12-30 01:47:27,489 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 3 days, 12:01:58, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5006, loss_cls: 5.8209, loss: 5.8209 +2023-12-30 01:48:27,497 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 3 days, 12:00:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5014, loss_cls: 5.8571, loss: 5.8571 +2023-12-30 01:49:27,428 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 3 days, 11:59:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4998, loss_cls: 5.8300, loss: 5.8300 +2023-12-30 01:50:27,256 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 3 days, 11:57:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5041, loss_cls: 5.8003, loss: 5.8003 +2023-12-30 01:51:26,824 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 3 days, 11:56:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.4909, loss_cls: 5.8642, loss: 5.8642 +2023-12-30 01:52:26,850 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 3 days, 11:54:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.5062, loss_cls: 5.8388, loss: 5.8388 +2023-12-30 01:53:27,363 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 3 days, 11:53:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.5005, loss_cls: 5.8252, loss: 5.8252 +2023-12-30 01:54:28,529 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 3 days, 11:52:20, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4989, loss_cls: 5.8539, loss: 5.8539 +2023-12-30 01:55:29,549 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 11:51:03, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4839, loss_cls: 5.8814, loss: 5.8814 +2023-12-30 01:56:29,860 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 11:49:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4989, loss_cls: 5.8340, loss: 5.8340 +2023-12-30 01:57:29,818 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 11:48:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4941, loss_cls: 5.8708, loss: 5.8708 +2023-12-30 01:58:29,831 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 11:46:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4995, loss_cls: 5.8231, loss: 5.8231 +2023-12-30 01:59:29,806 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 11:45:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.4998, loss_cls: 5.8177, loss: 5.8177 +2023-12-30 02:00:29,729 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 11:44:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5061, loss_cls: 5.8126, loss: 5.8126 +2023-12-30 02:01:29,600 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 11:42:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.4988, loss_cls: 5.8505, loss: 5.8505 +2023-12-30 02:02:29,546 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 11:41:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5031, loss_cls: 5.8274, loss: 5.8274 +2023-12-30 02:03:29,903 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 11:40:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5014, loss_cls: 5.8213, loss: 5.8213 +2023-12-30 02:04:29,662 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 11:38:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4995, loss_cls: 5.8236, loss: 5.8236 +2023-12-30 02:05:29,673 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 11:37:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4970, loss_cls: 5.8571, loss: 5.8571 +2023-12-30 02:06:30,041 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 11:35:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4930, loss_cls: 5.8790, loss: 5.8790 +2023-12-30 02:07:30,712 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 11:34:35, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4909, loss_cls: 5.8518, loss: 5.8518 +2023-12-30 02:08:30,998 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 11:33:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4816, loss_cls: 5.8832, loss: 5.8832 +2023-12-30 02:09:30,994 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 11:31:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.4930, loss_cls: 5.8603, loss: 5.8603 +2023-12-30 02:10:30,750 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 11:30:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4991, loss_cls: 5.8290, loss: 5.8290 +2023-12-30 02:11:30,600 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 11:29:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5027, loss_cls: 5.8112, loss: 5.8112 +2023-12-30 02:12:30,623 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 11:27:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.4956, loss_cls: 5.8379, loss: 5.8379 +2023-12-30 02:13:30,570 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 11:26:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.5016, loss_cls: 5.8356, loss: 5.8356 +2023-12-30 02:14:30,405 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 11:24:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.5017, loss_cls: 5.8388, loss: 5.8388 +2023-12-30 02:15:30,354 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 11:23:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.4986, loss_cls: 5.8236, loss: 5.8236 +2023-12-30 02:16:30,466 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 11:22:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4892, loss_cls: 5.8434, loss: 5.8434 +2023-12-30 02:17:30,950 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 11:20:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5031, loss_cls: 5.8247, loss: 5.8247 +2023-12-30 02:18:32,421 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 11:19:38, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5008, loss_cls: 5.8453, loss: 5.8453 +2023-12-30 02:19:32,792 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 11:18:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.5019, loss_cls: 5.8446, loss: 5.8446 +2023-12-30 02:20:33,595 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 11:17:01, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4963, loss_cls: 5.8333, loss: 5.8333 +2023-12-30 02:21:33,855 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 11:15:40, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4953, loss_cls: 5.8375, loss: 5.8375 +2023-12-30 02:22:03,482 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-30 02:23:57,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:23:58,252 - pyskl - INFO - +top1_acc 0.1859 +top5_acc 0.4131 +2023-12-30 02:23:58,252 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 02:23:58,295 - pyskl - INFO - +mean_acc 0.1856 +2023-12-30 02:23:58,305 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1859, top5_acc: 0.4131, mean_class_accuracy: 0.1856 +2023-12-30 02:27:14,018 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 11:23:07, time: 1.957, data_time: 1.360, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5064, loss_cls: 5.7995, loss: 5.7995 +2023-12-30 02:28:14,691 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 11:21:48, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5014, loss_cls: 5.8476, loss: 5.8476 +2023-12-30 02:29:15,214 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 11:20:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.5098, loss_cls: 5.8224, loss: 5.8224 +2023-12-30 02:30:15,458 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 11:19:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5091, loss_cls: 5.8060, loss: 5.8060 +2023-12-30 02:31:15,665 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 11:17:46, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5134, loss_cls: 5.7914, loss: 5.7914 +2023-12-30 02:32:15,816 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 11:16:25, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5111, loss_cls: 5.8025, loss: 5.8025 +2023-12-30 02:33:15,648 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 11:15:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5042, loss_cls: 5.8132, loss: 5.8132 +2023-12-30 02:34:15,223 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 11:13:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5070, loss_cls: 5.8012, loss: 5.8012 +2023-12-30 02:35:15,134 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 11:12:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.4981, loss_cls: 5.8162, loss: 5.8162 +2023-12-30 02:36:15,164 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 11:10:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4972, loss_cls: 5.8506, loss: 5.8506 +2023-12-30 02:37:15,191 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 11:09:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5002, loss_cls: 5.8396, loss: 5.8396 +2023-12-30 02:38:15,403 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 11:08:09, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.5086, loss_cls: 5.8059, loss: 5.8059 +2023-12-30 02:39:15,509 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 11:06:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4983, loss_cls: 5.8702, loss: 5.8702 +2023-12-30 02:40:15,475 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 11:05:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.5022, loss_cls: 5.8204, loss: 5.8204 +2023-12-30 02:41:15,927 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 11:04:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.4947, loss_cls: 5.8619, loss: 5.8619 +2023-12-30 02:42:16,797 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 11:02:49, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4952, loss_cls: 5.8421, loss: 5.8421 +2023-12-30 02:43:17,440 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 11:01:30, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.5061, loss_cls: 5.8355, loss: 5.8355 +2023-12-30 02:44:17,779 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 11:00:10, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4913, loss_cls: 5.8743, loss: 5.8743 +2023-12-30 02:45:18,447 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 10:58:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5056, loss_cls: 5.8177, loss: 5.8177 +2023-12-30 02:46:18,776 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 10:57:32, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4906, loss_cls: 5.8524, loss: 5.8524 +2023-12-30 02:47:18,671 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 10:56:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4945, loss_cls: 5.8298, loss: 5.8298 +2023-12-30 02:48:19,516 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 10:54:53, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5061, loss_cls: 5.8167, loss: 5.8167 +2023-12-30 02:49:20,149 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 10:53:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4983, loss_cls: 5.8413, loss: 5.8413 +2023-12-30 02:50:20,408 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 10:52:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5002, loss_cls: 5.8252, loss: 5.8252 +2023-12-30 02:51:20,707 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 10:50:54, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5088, loss_cls: 5.7924, loss: 5.7924 +2023-12-30 02:52:21,104 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 10:49:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5033, loss_cls: 5.8017, loss: 5.8017 +2023-12-30 02:53:21,141 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 10:48:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4941, loss_cls: 5.8801, loss: 5.8801 +2023-12-30 02:54:20,848 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 10:46:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5003, loss_cls: 5.8114, loss: 5.8114 +2023-12-30 02:55:20,840 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 10:45:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4964, loss_cls: 5.8519, loss: 5.8519 +2023-12-30 02:56:20,586 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 10:44:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4967, loss_cls: 5.8359, loss: 5.8359 +2023-12-30 02:57:20,348 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 10:42:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4941, loss_cls: 5.8402, loss: 5.8402 +2023-12-30 02:58:20,135 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 10:41:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.5002, loss_cls: 5.8184, loss: 5.8184 +2023-12-30 02:59:20,975 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 10:40:05, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4922, loss_cls: 5.8365, loss: 5.8365 +2023-12-30 03:00:22,204 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 10:38:50, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4938, loss_cls: 5.8573, loss: 5.8573 +2023-12-30 03:01:22,598 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 10:37:31, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5016, loss_cls: 5.8145, loss: 5.8145 +2023-12-30 03:02:22,948 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 10:36:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4983, loss_cls: 5.8425, loss: 5.8425 +2023-12-30 03:03:23,682 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 10:34:55, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.5066, loss_cls: 5.8380, loss: 5.8380 +2023-12-30 03:03:53,692 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-30 03:05:47,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:05:48,007 - pyskl - INFO - +top1_acc 0.1558 +top5_acc 0.3671 +2023-12-30 03:05:48,007 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:05:48,038 - pyskl - INFO - +mean_acc 0.1555 +2023-12-30 03:05:48,047 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1558, top5_acc: 0.3671, mean_class_accuracy: 0.1555 +2023-12-30 03:09:07,819 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 10:42:17, time: 1.998, data_time: 1.404, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5020, loss_cls: 5.8223, loss: 5.8223 +2023-12-30 03:10:07,945 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 10:40:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4975, loss_cls: 5.8092, loss: 5.8092 +2023-12-30 03:11:08,910 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 10:39:39, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.5000, loss_cls: 5.8216, loss: 5.8216 +2023-12-30 03:12:09,166 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 10:38:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4992, loss_cls: 5.8157, loss: 5.8157 +2023-12-30 03:13:09,048 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 10:36:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5064, loss_cls: 5.7956, loss: 5.7956 +2023-12-30 03:14:09,425 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 10:35:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.4963, loss_cls: 5.8485, loss: 5.8485 +2023-12-30 03:15:09,378 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 10:34:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.5045, loss_cls: 5.8078, loss: 5.8078 +2023-12-30 03:16:09,424 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 10:32:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4995, loss_cls: 5.8497, loss: 5.8497 +2023-12-30 03:17:09,739 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 10:31:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5083, loss_cls: 5.8094, loss: 5.8094 +2023-12-30 03:18:10,229 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 10:30:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2323, top5_acc: 0.4836, loss_cls: 5.8730, loss: 5.8730 +2023-12-30 03:19:09,983 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 10:28:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.4964, loss_cls: 5.8506, loss: 5.8506 +2023-12-30 03:20:09,975 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 10:27:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.4986, loss_cls: 5.8221, loss: 5.8221 +2023-12-30 03:21:10,041 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 10:26:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4944, loss_cls: 5.8486, loss: 5.8486 +2023-12-30 03:22:11,084 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 10:24:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.5039, loss_cls: 5.8433, loss: 5.8433 +2023-12-30 03:23:11,455 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 10:23:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.5019, loss_cls: 5.7929, loss: 5.7929 +2023-12-30 03:24:11,886 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 10:22:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5114, loss_cls: 5.8161, loss: 5.8161 +2023-12-30 03:25:12,646 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 10:21:01, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5047, loss_cls: 5.8125, loss: 5.8125 +2023-12-30 03:26:13,404 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 10:19:44, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5070, loss_cls: 5.8401, loss: 5.8401 +2023-12-30 03:27:13,594 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 10:18:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.4944, loss_cls: 5.8433, loss: 5.8433 +2023-12-30 03:28:13,436 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 10:17:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5011, loss_cls: 5.8422, loss: 5.8422 +2023-12-30 03:29:13,424 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 10:15:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5006, loss_cls: 5.8230, loss: 5.8230 +2023-12-30 03:30:13,344 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 10:14:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5005, loss_cls: 5.8333, loss: 5.8333 +2023-12-30 03:31:13,573 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 10:13:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5006, loss_cls: 5.8287, loss: 5.8287 +2023-12-30 03:32:13,595 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 10:11:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5038, loss_cls: 5.8295, loss: 5.8295 +2023-12-30 03:33:13,422 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 10:10:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5014, loss_cls: 5.8447, loss: 5.8447 +2023-12-30 03:34:13,374 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 10:08:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5031, loss_cls: 5.8106, loss: 5.8106 +2023-12-30 03:35:13,036 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 10:07:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2391, top5_acc: 0.4808, loss_cls: 5.9064, loss: 5.9064 +2023-12-30 03:36:13,127 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 10:06:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4936, loss_cls: 5.8558, loss: 5.8558 +2023-12-30 03:37:14,000 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 10:05:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4909, loss_cls: 5.8529, loss: 5.8529 +2023-12-30 03:38:14,237 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 10:03:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5039, loss_cls: 5.7940, loss: 5.7940 +2023-12-30 03:39:14,324 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 10:02:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5005, loss_cls: 5.8504, loss: 5.8504 +2023-12-30 03:40:14,793 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 10:01:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4925, loss_cls: 5.8257, loss: 5.8257 +2023-12-30 03:41:15,795 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 9:59:47, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.5036, loss_cls: 5.8186, loss: 5.8186 +2023-12-30 03:42:16,716 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 9:58:32, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5009, loss_cls: 5.8198, loss: 5.8198 +2023-12-30 03:43:16,750 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 9:57:12, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.4981, loss_cls: 5.8412, loss: 5.8412 +2023-12-30 03:44:17,223 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 9:55:54, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5042, loss_cls: 5.8508, loss: 5.8508 +2023-12-30 03:45:17,810 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 9:54:37, time: 0.606, data_time: 0.001, memory: 16180, top1_acc: 0.2489, top5_acc: 0.5020, loss_cls: 5.8466, loss: 5.8466 +2023-12-30 03:45:48,279 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-30 03:47:44,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:47:45,406 - pyskl - INFO - +top1_acc 0.1786 +top5_acc 0.4062 +2023-12-30 03:47:45,406 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:47:45,445 - pyskl - INFO - +mean_acc 0.1784 +2023-12-30 03:47:45,456 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1786, top5_acc: 0.4062, mean_class_accuracy: 0.1784 +2023-12-30 03:51:11,820 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 10:02:05, time: 2.064, data_time: 1.466, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5181, loss_cls: 5.7554, loss: 5.7554 +2023-12-30 03:52:11,812 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 10:00:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5120, loss_cls: 5.7906, loss: 5.7906 +2023-12-30 03:53:12,501 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 9:59:27, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5111, loss_cls: 5.7812, loss: 5.7812 +2023-12-30 03:54:12,630 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 9:58:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5117, loss_cls: 5.7814, loss: 5.7814 +2023-12-30 03:55:12,426 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 9:56:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5016, loss_cls: 5.8242, loss: 5.8242 +2023-12-30 03:56:12,713 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 9:55:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5100, loss_cls: 5.7801, loss: 5.7801 +2023-12-30 03:57:12,578 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 9:54:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.5078, loss_cls: 5.8089, loss: 5.8089 +2023-12-30 03:58:12,404 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 9:52:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5089, loss_cls: 5.8091, loss: 5.8091 +2023-12-30 03:59:12,177 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 9:51:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4938, loss_cls: 5.8413, loss: 5.8413 +2023-12-30 04:00:12,278 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 9:50:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.5055, loss_cls: 5.8499, loss: 5.8499 +2023-12-30 04:01:12,035 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 9:48:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2408, top5_acc: 0.5028, loss_cls: 5.8319, loss: 5.8319 +2023-12-30 04:02:11,865 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 9:47:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.4989, loss_cls: 5.8186, loss: 5.8186 +2023-12-30 04:03:11,798 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 9:46:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4947, loss_cls: 5.8694, loss: 5.8694 +2023-12-30 04:04:11,708 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 9:44:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.4975, loss_cls: 5.8251, loss: 5.8251 +2023-12-30 04:05:11,960 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 9:43:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.4936, loss_cls: 5.8302, loss: 5.8302 +2023-12-30 04:06:12,619 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 9:42:03, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4928, loss_cls: 5.8711, loss: 5.8711 +2023-12-30 04:07:12,891 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 9:40:44, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5139, loss_cls: 5.7880, loss: 5.7880 +2023-12-30 04:08:12,699 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 9:39:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.5033, loss_cls: 5.8371, loss: 5.8371 +2023-12-30 04:09:13,024 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 9:38:05, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.5014, loss_cls: 5.8479, loss: 5.8479 +2023-12-30 04:10:13,095 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 9:36:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5075, loss_cls: 5.8205, loss: 5.8205 +2023-12-30 04:11:12,933 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 9:35:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.4975, loss_cls: 5.8280, loss: 5.8280 +2023-12-30 04:12:12,951 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 9:34:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5002, loss_cls: 5.8425, loss: 5.8425 +2023-12-30 04:13:13,027 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 9:32:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5061, loss_cls: 5.7944, loss: 5.7944 +2023-12-30 04:14:13,026 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 9:31:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.5014, loss_cls: 5.8335, loss: 5.8335 +2023-12-30 04:15:12,875 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 9:30:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.5075, loss_cls: 5.8058, loss: 5.8058 +2023-12-30 04:16:12,984 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 9:28:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.5012, loss_cls: 5.8605, loss: 5.8605 +2023-12-30 04:17:13,436 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 9:27:28, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4861, loss_cls: 5.8802, loss: 5.8802 +2023-12-30 04:18:13,591 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 9:26:09, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.4991, loss_cls: 5.8394, loss: 5.8394 +2023-12-30 04:19:13,462 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 9:24:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.5077, loss_cls: 5.7958, loss: 5.7958 +2023-12-30 04:20:13,436 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 9:23:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.4983, loss_cls: 5.8531, loss: 5.8531 +2023-12-30 04:21:14,045 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 9:22:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.4994, loss_cls: 5.8101, loss: 5.8101 +2023-12-30 04:22:14,576 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 9:20:56, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5034, loss_cls: 5.8261, loss: 5.8261 +2023-12-30 04:23:16,643 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 9:19:46, time: 0.621, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5167, loss_cls: 5.7683, loss: 5.7683 +2023-12-30 04:24:17,505 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 9:18:30, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.4994, loss_cls: 5.8255, loss: 5.8255 +2023-12-30 04:25:17,175 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 9:17:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5016, loss_cls: 5.8351, loss: 5.8351 +2023-12-30 04:26:17,743 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 9:15:53, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4969, loss_cls: 5.8307, loss: 5.8307 +2023-12-30 04:27:18,601 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 9:14:37, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4897, loss_cls: 5.8698, loss: 5.8698 +2023-12-30 04:27:48,088 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-30 04:29:42,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:29:43,038 - pyskl - INFO - +top1_acc 0.1748 +top5_acc 0.3946 +2023-12-30 04:29:43,038 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 04:29:43,074 - pyskl - INFO - +mean_acc 0.1748 +2023-12-30 04:29:43,085 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1748, top5_acc: 0.3946, mean_class_accuracy: 0.1748 +2023-12-30 04:33:04,756 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 9:21:21, time: 2.017, data_time: 1.422, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5112, loss_cls: 5.7672, loss: 5.7672 +2023-12-30 04:34:04,745 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 9:20:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5131, loss_cls: 5.7564, loss: 5.7564 +2023-12-30 04:35:05,449 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 9:18:44, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5147, loss_cls: 5.7840, loss: 5.7840 +2023-12-30 04:36:05,965 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 9:17:27, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5047, loss_cls: 5.7925, loss: 5.7925 +2023-12-30 04:37:05,512 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 9:16:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4991, loss_cls: 5.8195, loss: 5.8195 +2023-12-30 04:38:05,596 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 9:14:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5097, loss_cls: 5.7953, loss: 5.7953 +2023-12-30 04:39:05,323 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 9:13:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.4991, loss_cls: 5.8431, loss: 5.8431 +2023-12-30 04:40:05,207 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 9:12:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.5025, loss_cls: 5.8538, loss: 5.8538 +2023-12-30 04:41:05,184 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 9:10:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.5027, loss_cls: 5.8287, loss: 5.8287 +2023-12-30 04:42:04,977 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 9:09:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5011, loss_cls: 5.8128, loss: 5.8128 +2023-12-30 04:43:04,943 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 9:08:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5156, loss_cls: 5.7638, loss: 5.7638 +2023-12-30 04:44:04,867 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 9:06:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4992, loss_cls: 5.8440, loss: 5.8440 +2023-12-30 04:45:05,187 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 9:05:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5075, loss_cls: 5.8149, loss: 5.8149 +2023-12-30 04:46:05,282 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 9:04:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.4998, loss_cls: 5.8260, loss: 5.8260 +2023-12-30 04:47:05,379 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 9:02:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5000, loss_cls: 5.7942, loss: 5.7942 +2023-12-30 04:48:06,240 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 9:01:33, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5028, loss_cls: 5.8112, loss: 5.8112 +2023-12-30 04:49:06,399 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 9:00:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5022, loss_cls: 5.7923, loss: 5.7923 +2023-12-30 04:50:06,341 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 8:58:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4984, loss_cls: 5.8078, loss: 5.8078 +2023-12-30 04:51:06,432 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 8:57:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4983, loss_cls: 5.8195, loss: 5.8195 +2023-12-30 04:52:06,418 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 8:56:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4919, loss_cls: 5.8493, loss: 5.8493 +2023-12-30 04:53:06,594 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 8:54:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5106, loss_cls: 5.7992, loss: 5.7992 +2023-12-30 04:54:06,645 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 8:53:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2364, top5_acc: 0.4916, loss_cls: 5.8914, loss: 5.8914 +2023-12-30 04:55:06,300 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 8:52:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.5114, loss_cls: 5.8239, loss: 5.8239 +2023-12-30 04:56:06,345 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 8:51:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5034, loss_cls: 5.8092, loss: 5.8092 +2023-12-30 04:57:06,237 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 8:49:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5120, loss_cls: 5.7989, loss: 5.7989 +2023-12-30 04:58:05,990 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 8:48:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4952, loss_cls: 5.8641, loss: 5.8641 +2023-12-30 04:59:05,991 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 8:47:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.5000, loss_cls: 5.8407, loss: 5.8407 +2023-12-30 05:00:06,012 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 8:45:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5119, loss_cls: 5.7643, loss: 5.7643 +2023-12-30 05:01:05,961 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 8:44:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.5045, loss_cls: 5.8210, loss: 5.8210 +2023-12-30 05:02:05,856 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 8:43:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.5005, loss_cls: 5.8401, loss: 5.8401 +2023-12-30 05:03:05,602 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 8:41:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.4980, loss_cls: 5.8401, loss: 5.8401 +2023-12-30 05:04:06,560 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 8:40:31, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5012, loss_cls: 5.8121, loss: 5.8121 +2023-12-30 05:05:08,360 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 8:39:20, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4975, loss_cls: 5.8712, loss: 5.8712 +2023-12-30 05:06:09,209 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 8:38:05, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5033, loss_cls: 5.8176, loss: 5.8176 +2023-12-30 05:07:09,524 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 8:36:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5109, loss_cls: 5.8096, loss: 5.8096 +2023-12-30 05:08:10,338 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 8:35:33, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5088, loss_cls: 5.8156, loss: 5.8156 +2023-12-30 05:09:10,724 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 8:34:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5078, loss_cls: 5.8053, loss: 5.8053 +2023-12-30 05:09:40,613 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-30 05:11:38,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:11:39,189 - pyskl - INFO - +top1_acc 0.1761 +top5_acc 0.3917 +2023-12-30 05:11:39,190 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:11:39,229 - pyskl - INFO - +mean_acc 0.1759 +2023-12-30 05:11:39,238 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1761, top5_acc: 0.3917, mean_class_accuracy: 0.1759 +2023-12-30 05:15:03,723 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 8:40:50, time: 2.045, data_time: 1.451, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5122, loss_cls: 5.7776, loss: 5.7776 +2023-12-30 05:16:03,425 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 8:39:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4956, loss_cls: 5.8479, loss: 5.8479 +2023-12-30 05:17:03,979 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 8:38:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5098, loss_cls: 5.7768, loss: 5.7768 +2023-12-30 05:18:05,329 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 8:37:00, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.5033, loss_cls: 5.8044, loss: 5.8044 +2023-12-30 05:19:05,340 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 8:35:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5027, loss_cls: 5.8027, loss: 5.8027 +2023-12-30 05:20:05,377 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 8:34:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5117, loss_cls: 5.7859, loss: 5.7859 +2023-12-30 05:21:05,346 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 8:33:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5031, loss_cls: 5.8133, loss: 5.8133 +2023-12-30 05:22:05,169 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 8:31:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4988, loss_cls: 5.8186, loss: 5.8186 +2023-12-30 05:23:05,724 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 8:30:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5072, loss_cls: 5.7995, loss: 5.7995 +2023-12-30 05:24:06,459 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 8:29:11, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5072, loss_cls: 5.7852, loss: 5.7852 +2023-12-30 05:25:06,535 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 8:27:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5166, loss_cls: 5.7552, loss: 5.7552 +2023-12-30 05:26:07,120 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 8:26:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5034, loss_cls: 5.7961, loss: 5.7961 +2023-12-30 05:27:07,149 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 8:25:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5070, loss_cls: 5.8293, loss: 5.8293 +2023-12-30 05:28:07,118 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 8:23:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5012, loss_cls: 5.8351, loss: 5.8351 +2023-12-30 05:29:07,746 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 8:22:43, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.5088, loss_cls: 5.7906, loss: 5.7906 +2023-12-30 05:30:08,204 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 8:21:27, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.5038, loss_cls: 5.8242, loss: 5.8242 +2023-12-30 05:31:08,153 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 8:20:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5072, loss_cls: 5.8030, loss: 5.8030 +2023-12-30 05:32:08,657 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 8:18:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5009, loss_cls: 5.8177, loss: 5.8177 +2023-12-30 05:33:09,583 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 8:17:37, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.5084, loss_cls: 5.7996, loss: 5.7996 +2023-12-30 05:34:10,093 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 8:16:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5027, loss_cls: 5.8236, loss: 5.8236 +2023-12-30 05:35:10,519 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 8:15:04, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.5077, loss_cls: 5.8339, loss: 5.8339 +2023-12-30 05:36:11,593 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 8:13:50, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.5083, loss_cls: 5.8433, loss: 5.8433 +2023-12-30 05:37:12,582 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 8:12:36, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.4936, loss_cls: 5.8385, loss: 5.8385 +2023-12-30 05:38:12,820 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 8:11:18, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5094, loss_cls: 5.8016, loss: 5.8016 +2023-12-30 05:39:13,735 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 8:10:04, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5030, loss_cls: 5.8413, loss: 5.8413 +2023-12-30 05:40:14,228 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 8:08:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.4995, loss_cls: 5.8348, loss: 5.8348 +2023-12-30 05:41:14,710 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 8:07:32, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5072, loss_cls: 5.8085, loss: 5.8085 +2023-12-30 05:42:15,481 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 8:06:17, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5056, loss_cls: 5.8135, loss: 5.8135 +2023-12-30 05:43:15,372 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 8:04:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.4986, loss_cls: 5.8352, loss: 5.8352 +2023-12-30 05:44:15,284 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 8:03:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5005, loss_cls: 5.8372, loss: 5.8372 +2023-12-30 05:45:15,228 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 8:02:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5148, loss_cls: 5.7594, loss: 5.7594 +2023-12-30 05:46:16,115 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 8:01:07, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4923, loss_cls: 5.8442, loss: 5.8442 +2023-12-30 05:47:17,095 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 7:59:53, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5075, loss_cls: 5.8206, loss: 5.8206 +2023-12-30 05:48:17,343 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 7:58:36, time: 0.602, data_time: 0.001, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5012, loss_cls: 5.8290, loss: 5.8290 +2023-12-30 05:49:17,832 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 7:57:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.5133, loss_cls: 5.7992, loss: 5.7992 +2023-12-30 05:50:18,555 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 7:56:05, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4873, loss_cls: 5.8737, loss: 5.8737 +2023-12-30 05:51:18,709 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 7:54:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5066, loss_cls: 5.8173, loss: 5.8173 +2023-12-30 05:51:48,953 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-30 05:53:44,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:53:45,461 - pyskl - INFO - +top1_acc 0.1616 +top5_acc 0.3844 +2023-12-30 05:53:45,462 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:53:45,501 - pyskl - INFO - +mean_acc 0.1614 +2023-12-30 05:53:45,510 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1616, top5_acc: 0.3844, mean_class_accuracy: 0.1614 +2023-12-30 05:57:03,384 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 8:00:33, time: 1.979, data_time: 1.381, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5069, loss_cls: 5.7815, loss: 5.7815 +2023-12-30 05:58:03,223 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 7:59:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5106, loss_cls: 5.7812, loss: 5.7812 +2023-12-30 05:59:03,859 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 7:57:59, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.4998, loss_cls: 5.8266, loss: 5.8266 +2023-12-30 06:00:04,199 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 7:56:42, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5089, loss_cls: 5.7847, loss: 5.7847 +2023-12-30 06:01:04,209 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 7:55:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.5109, loss_cls: 5.7923, loss: 5.7923 +2023-12-30 06:02:03,884 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 7:54:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5100, loss_cls: 5.8047, loss: 5.8047 +2023-12-30 06:03:03,955 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 7:52:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5111, loss_cls: 5.7749, loss: 5.7749 +2023-12-30 06:04:03,542 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 7:51:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.5039, loss_cls: 5.8113, loss: 5.8113 +2023-12-30 06:05:03,305 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 7:50:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5028, loss_cls: 5.7941, loss: 5.7941 +2023-12-30 06:06:03,837 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 7:48:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.4998, loss_cls: 5.8361, loss: 5.8361 +2023-12-30 06:07:05,029 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 7:47:38, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5066, loss_cls: 5.8266, loss: 5.8266 +2023-12-30 06:08:05,767 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 7:46:23, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5042, loss_cls: 5.8039, loss: 5.8039 +2023-12-30 06:09:06,045 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 7:45:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5111, loss_cls: 5.7959, loss: 5.7959 +2023-12-30 06:10:06,159 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 7:43:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5042, loss_cls: 5.8039, loss: 5.8039 +2023-12-30 06:11:06,517 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 7:42:32, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5134, loss_cls: 5.7572, loss: 5.7572 +2023-12-30 06:12:06,798 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 7:41:15, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.4983, loss_cls: 5.8167, loss: 5.8167 +2023-12-30 06:13:07,247 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 7:39:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5011, loss_cls: 5.8097, loss: 5.8097 +2023-12-30 06:14:07,196 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 7:38:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5041, loss_cls: 5.8124, loss: 5.8124 +2023-12-30 06:15:07,299 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 7:37:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5156, loss_cls: 5.7525, loss: 5.7525 +2023-12-30 06:16:07,422 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 7:36:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5069, loss_cls: 5.7935, loss: 5.7935 +2023-12-30 06:17:07,267 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 7:34:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5150, loss_cls: 5.7864, loss: 5.7864 +2023-12-30 06:18:07,081 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 7:33:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4952, loss_cls: 5.8552, loss: 5.8552 +2023-12-30 06:19:07,319 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 7:32:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5047, loss_cls: 5.8460, loss: 5.8460 +2023-12-30 06:20:07,235 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 7:30:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5019, loss_cls: 5.7858, loss: 5.7858 +2023-12-30 06:21:07,320 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 7:29:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5069, loss_cls: 5.8201, loss: 5.8201 +2023-12-30 06:22:06,896 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 7:28:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5038, loss_cls: 5.8113, loss: 5.8113 +2023-12-30 06:23:06,585 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 7:26:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4986, loss_cls: 5.8513, loss: 5.8513 +2023-12-30 06:24:06,505 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 7:25:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5088, loss_cls: 5.8056, loss: 5.8056 +2023-12-30 06:25:06,947 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 7:24:25, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5030, loss_cls: 5.8116, loss: 5.8116 +2023-12-30 06:26:07,958 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 7:23:12, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5072, loss_cls: 5.8179, loss: 5.8179 +2023-12-30 06:27:09,002 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 7:21:59, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4961, loss_cls: 5.8573, loss: 5.8573 +2023-12-30 06:28:10,378 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 7:20:47, time: 0.614, data_time: 0.001, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5072, loss_cls: 5.8000, loss: 5.8000 +2023-12-30 06:29:11,453 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 7:19:34, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.4978, loss_cls: 5.8496, loss: 5.8496 +2023-12-30 06:30:11,163 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 7:18:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5020, loss_cls: 5.8013, loss: 5.8013 +2023-12-30 06:31:11,458 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 7:16:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5091, loss_cls: 5.7975, loss: 5.7975 +2023-12-30 06:32:12,177 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 7:15:44, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5000, loss_cls: 5.8312, loss: 5.8312 +2023-12-30 06:33:12,838 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 7:14:30, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4984, loss_cls: 5.8367, loss: 5.8367 +2023-12-30 06:33:42,962 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-30 06:35:40,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:35:40,878 - pyskl - INFO - +top1_acc 0.1815 +top5_acc 0.4027 +2023-12-30 06:35:40,878 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 06:35:40,912 - pyskl - INFO - +mean_acc 0.1813 +2023-12-30 06:35:40,921 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1815, top5_acc: 0.4027, mean_class_accuracy: 0.1813 +2023-12-30 06:39:02,460 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 7:20:12, time: 2.015, data_time: 1.420, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5044, loss_cls: 5.7566, loss: 5.7566 +2023-12-30 06:40:02,420 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 7:18:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5050, loss_cls: 5.8049, loss: 5.8049 +2023-12-30 06:41:02,838 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 7:17:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.5047, loss_cls: 5.8234, loss: 5.8234 +2023-12-30 06:42:03,876 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 7:16:25, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5139, loss_cls: 5.7587, loss: 5.7587 +2023-12-30 06:43:04,075 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 7:15:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.4988, loss_cls: 5.8170, loss: 5.8170 +2023-12-30 06:44:04,187 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 7:13:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.4972, loss_cls: 5.8439, loss: 5.8439 +2023-12-30 06:45:04,813 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 7:12:36, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.5031, loss_cls: 5.7955, loss: 5.7955 +2023-12-30 06:46:04,776 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 7:11:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5184, loss_cls: 5.7719, loss: 5.7719 +2023-12-30 06:47:04,460 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 7:09:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5088, loss_cls: 5.8110, loss: 5.8110 +2023-12-30 06:48:04,581 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 7:08:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5112, loss_cls: 5.8095, loss: 5.8095 +2023-12-30 06:49:04,513 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 7:07:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5047, loss_cls: 5.7934, loss: 5.7934 +2023-12-30 06:50:04,238 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 7:06:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5072, loss_cls: 5.7939, loss: 5.7939 +2023-12-30 06:51:03,955 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 7:04:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5142, loss_cls: 5.7790, loss: 5.7790 +2023-12-30 06:52:03,910 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 7:03:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5048, loss_cls: 5.8087, loss: 5.8087 +2023-12-30 06:53:03,622 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 7:02:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.4992, loss_cls: 5.8138, loss: 5.8138 +2023-12-30 06:54:03,640 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 7:00:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4842, loss_cls: 5.8946, loss: 5.8946 +2023-12-30 06:55:03,743 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 6:59:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4944, loss_cls: 5.8493, loss: 5.8493 +2023-12-30 06:56:03,694 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 6:58:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4963, loss_cls: 5.8315, loss: 5.8315 +2023-12-30 06:57:03,612 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 6:57:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5077, loss_cls: 5.7767, loss: 5.7767 +2023-12-30 06:58:04,294 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 6:55:48, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5034, loss_cls: 5.8131, loss: 5.8131 +2023-12-30 06:59:05,421 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 6:54:35, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5016, loss_cls: 5.8314, loss: 5.8314 +2023-12-30 07:00:05,728 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 6:53:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5056, loss_cls: 5.7941, loss: 5.7941 +2023-12-30 07:01:06,447 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 6:52:05, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5094, loss_cls: 5.8044, loss: 5.8044 +2023-12-30 07:02:06,503 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 6:50:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5034, loss_cls: 5.7988, loss: 5.7988 +2023-12-30 07:03:06,554 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 6:49:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.5066, loss_cls: 5.8325, loss: 5.8325 +2023-12-30 07:04:06,537 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 6:48:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5048, loss_cls: 5.8137, loss: 5.8137 +2023-12-30 07:05:07,038 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 6:46:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5039, loss_cls: 5.8133, loss: 5.8133 +2023-12-30 07:06:06,856 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 6:45:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5138, loss_cls: 5.7875, loss: 5.7875 +2023-12-30 07:07:06,846 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 6:44:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.5025, loss_cls: 5.8148, loss: 5.8148 +2023-12-30 07:08:06,986 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 6:43:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5027, loss_cls: 5.8199, loss: 5.8199 +2023-12-30 07:09:07,639 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 6:41:54, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5083, loss_cls: 5.8068, loss: 5.8068 +2023-12-30 07:10:08,679 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 6:40:41, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5055, loss_cls: 5.7862, loss: 5.7862 +2023-12-30 07:11:09,724 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 6:39:28, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4994, loss_cls: 5.8438, loss: 5.8438 +2023-12-30 07:12:10,063 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 6:38:13, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5133, loss_cls: 5.7908, loss: 5.7908 +2023-12-30 07:13:10,589 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 6:36:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5108, loss_cls: 5.7965, loss: 5.7965 +2023-12-30 07:14:11,730 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 6:35:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5011, loss_cls: 5.7896, loss: 5.7896 +2023-12-30 07:15:12,009 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 6:34:30, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.2453, top5_acc: 0.5038, loss_cls: 5.8245, loss: 5.8245 +2023-12-30 07:15:42,286 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-30 07:17:36,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:17:37,882 - pyskl - INFO - +top1_acc 0.1540 +top5_acc 0.3522 +2023-12-30 07:17:37,882 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:17:37,930 - pyskl - INFO - +mean_acc 0.1539 +2023-12-30 07:17:37,941 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1540, top5_acc: 0.3522, mean_class_accuracy: 0.1539 +2023-12-30 07:21:02,516 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 6:40:06, time: 2.046, data_time: 1.447, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5128, loss_cls: 5.7520, loss: 5.7520 +2023-12-30 07:22:02,308 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 6:38:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5239, loss_cls: 5.7450, loss: 5.7450 +2023-12-30 07:23:02,443 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 6:37:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5055, loss_cls: 5.7893, loss: 5.7893 +2023-12-30 07:24:02,897 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 6:36:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5048, loss_cls: 5.8041, loss: 5.8041 +2023-12-30 07:25:03,068 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 6:35:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5061, loss_cls: 5.8255, loss: 5.8255 +2023-12-30 07:26:02,869 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 6:33:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5067, loss_cls: 5.8154, loss: 5.8154 +2023-12-30 07:27:02,915 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 6:32:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5050, loss_cls: 5.7982, loss: 5.7982 +2023-12-30 07:28:02,678 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 6:31:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.5078, loss_cls: 5.8199, loss: 5.8199 +2023-12-30 07:29:02,598 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 6:29:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5056, loss_cls: 5.8106, loss: 5.8106 +2023-12-30 07:30:02,253 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 6:28:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.5027, loss_cls: 5.8165, loss: 5.8165 +2023-12-30 07:31:01,905 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 6:27:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5081, loss_cls: 5.7718, loss: 5.7718 +2023-12-30 07:32:02,202 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 6:25:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5139, loss_cls: 5.7906, loss: 5.7906 +2023-12-30 07:33:02,087 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 6:24:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5103, loss_cls: 5.8240, loss: 5.8240 +2023-12-30 07:34:02,165 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 6:23:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5086, loss_cls: 5.7920, loss: 5.7920 +2023-12-30 07:35:02,757 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 6:22:10, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5078, loss_cls: 5.8185, loss: 5.8185 +2023-12-30 07:36:02,841 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 6:20:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5197, loss_cls: 5.7766, loss: 5.7766 +2023-12-30 07:37:03,067 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 6:19:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5086, loss_cls: 5.8008, loss: 5.8008 +2023-12-30 07:38:03,070 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 6:18:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.5017, loss_cls: 5.8401, loss: 5.8401 +2023-12-30 07:39:03,096 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 6:17:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5069, loss_cls: 5.7944, loss: 5.7944 +2023-12-30 07:40:03,431 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 6:15:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5020, loss_cls: 5.8449, loss: 5.8449 +2023-12-30 07:41:03,721 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 6:14:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5236, loss_cls: 5.7563, loss: 5.7563 +2023-12-30 07:42:03,592 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 6:13:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5012, loss_cls: 5.8173, loss: 5.8173 +2023-12-30 07:43:03,569 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 6:12:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5167, loss_cls: 5.7627, loss: 5.7627 +2023-12-30 07:44:03,930 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 6:10:45, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4969, loss_cls: 5.8228, loss: 5.8228 +2023-12-30 07:45:03,807 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 6:09:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.5003, loss_cls: 5.8463, loss: 5.8463 +2023-12-30 07:46:03,857 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 6:08:12, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5067, loss_cls: 5.7809, loss: 5.7809 +2023-12-30 07:47:03,917 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 6:06:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5080, loss_cls: 5.8007, loss: 5.8007 +2023-12-30 07:48:03,633 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 6:05:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5056, loss_cls: 5.8168, loss: 5.8168 +2023-12-30 07:49:03,505 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 6:04:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5148, loss_cls: 5.7822, loss: 5.7822 +2023-12-30 07:50:03,790 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 6:03:06, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.4975, loss_cls: 5.8244, loss: 5.8244 +2023-12-30 07:51:04,177 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 6:01:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5073, loss_cls: 5.7957, loss: 5.7957 +2023-12-30 07:52:04,913 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 6:00:38, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5083, loss_cls: 5.7850, loss: 5.7850 +2023-12-30 07:53:05,989 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 5:59:25, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.4961, loss_cls: 5.7916, loss: 5.7916 +2023-12-30 07:54:06,370 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 5:58:11, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5027, loss_cls: 5.8096, loss: 5.8096 +2023-12-30 07:55:07,064 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 5:56:57, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5158, loss_cls: 5.7639, loss: 5.7639 +2023-12-30 07:56:06,922 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 5:55:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5034, loss_cls: 5.7948, loss: 5.7948 +2023-12-30 07:57:07,040 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 5:54:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5002, loss_cls: 5.8054, loss: 5.8054 +2023-12-30 07:57:36,978 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-30 07:59:31,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:59:32,195 - pyskl - INFO - +top1_acc 0.1750 +top5_acc 0.3953 +2023-12-30 07:59:32,195 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:59:32,232 - pyskl - INFO - +mean_acc 0.1749 +2023-12-30 07:59:32,241 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1750, top5_acc: 0.3953, mean_class_accuracy: 0.1749 +2023-12-30 08:02:50,853 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 5:59:22, time: 1.986, data_time: 1.392, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5061, loss_cls: 5.7797, loss: 5.7797 +2023-12-30 08:03:50,330 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 5:58:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5059, loss_cls: 5.7895, loss: 5.7895 +2023-12-30 08:04:50,216 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 5:56:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5325, loss_cls: 5.6827, loss: 5.6827 +2023-12-30 08:05:50,560 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 5:55:32, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5162, loss_cls: 5.7529, loss: 5.7529 +2023-12-30 08:06:51,039 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 5:54:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4992, loss_cls: 5.8344, loss: 5.8344 +2023-12-30 08:07:51,067 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 5:53:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5172, loss_cls: 5.7554, loss: 5.7554 +2023-12-30 08:08:51,185 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 5:51:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5208, loss_cls: 5.7511, loss: 5.7511 +2023-12-30 08:09:51,175 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 5:50:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.5000, loss_cls: 5.8357, loss: 5.8357 +2023-12-30 08:10:50,884 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 5:49:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5070, loss_cls: 5.8127, loss: 5.8127 +2023-12-30 08:11:50,753 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 5:47:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4991, loss_cls: 5.8200, loss: 5.8200 +2023-12-30 08:12:50,874 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 5:46:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.5023, loss_cls: 5.8220, loss: 5.8220 +2023-12-30 08:13:50,723 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 5:45:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5142, loss_cls: 5.7401, loss: 5.7401 +2023-12-30 08:14:50,932 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 5:44:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5012, loss_cls: 5.7933, loss: 5.7933 +2023-12-30 08:15:50,954 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 5:42:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5219, loss_cls: 5.7379, loss: 5.7379 +2023-12-30 08:16:51,221 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 5:41:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5028, loss_cls: 5.8130, loss: 5.8130 +2023-12-30 08:17:51,387 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 5:40:19, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.5039, loss_cls: 5.8223, loss: 5.8223 +2023-12-30 08:18:51,513 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 5:39:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5067, loss_cls: 5.8026, loss: 5.8026 +2023-12-30 08:19:51,729 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 5:37:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5156, loss_cls: 5.7906, loss: 5.7906 +2023-12-30 08:20:51,892 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 5:36:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5195, loss_cls: 5.7726, loss: 5.7726 +2023-12-30 08:21:51,948 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 5:35:17, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2403, top5_acc: 0.4966, loss_cls: 5.8612, loss: 5.8612 +2023-12-30 08:22:51,819 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 5:34:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5091, loss_cls: 5.8037, loss: 5.8037 +2023-12-30 08:23:51,797 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 5:32:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5148, loss_cls: 5.7776, loss: 5.7776 +2023-12-30 08:24:52,026 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 5:31:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5044, loss_cls: 5.7756, loss: 5.7756 +2023-12-30 08:25:52,169 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 5:30:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5062, loss_cls: 5.8037, loss: 5.8037 +2023-12-30 08:26:52,173 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 5:28:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5111, loss_cls: 5.7579, loss: 5.7579 +2023-12-30 08:27:52,298 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 5:27:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5005, loss_cls: 5.8255, loss: 5.8255 +2023-12-30 08:28:52,192 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 5:26:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5067, loss_cls: 5.8157, loss: 5.8157 +2023-12-30 08:29:52,256 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 5:25:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5047, loss_cls: 5.8151, loss: 5.8151 +2023-12-30 08:30:52,503 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 5:23:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5105, loss_cls: 5.8019, loss: 5.8019 +2023-12-30 08:31:52,245 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 5:22:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5009, loss_cls: 5.8182, loss: 5.8182 +2023-12-30 08:32:52,521 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 5:21:24, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5097, loss_cls: 5.7810, loss: 5.7810 +2023-12-30 08:33:53,865 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 5:20:13, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.5002, loss_cls: 5.8188, loss: 5.8188 +2023-12-30 08:34:54,379 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 5:18:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5081, loss_cls: 5.8047, loss: 5.8047 +2023-12-30 08:35:54,427 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 5:17:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4873, loss_cls: 5.8422, loss: 5.8422 +2023-12-30 08:36:54,762 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 5:16:29, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5069, loss_cls: 5.8132, loss: 5.8132 +2023-12-30 08:37:54,797 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 5:15:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4947, loss_cls: 5.8421, loss: 5.8421 +2023-12-30 08:38:55,556 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 5:14:01, time: 0.608, data_time: 0.001, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5086, loss_cls: 5.7958, loss: 5.7958 +2023-12-30 08:39:25,842 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-30 08:41:20,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:41:21,733 - pyskl - INFO - +top1_acc 0.1733 +top5_acc 0.3864 +2023-12-30 08:41:21,733 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 08:41:21,778 - pyskl - INFO - +mean_acc 0.1731 +2023-12-30 08:41:21,789 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1733, top5_acc: 0.3864, mean_class_accuracy: 0.1731 +2023-12-30 08:44:39,886 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 5:18:42, time: 1.981, data_time: 1.386, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5178, loss_cls: 5.7565, loss: 5.7565 +2023-12-30 08:45:39,441 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 5:17:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5108, loss_cls: 5.7969, loss: 5.7969 +2023-12-30 08:46:39,257 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 5:16:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5134, loss_cls: 5.7780, loss: 5.7780 +2023-12-30 08:47:39,895 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 5:14:54, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.5034, loss_cls: 5.8345, loss: 5.8345 +2023-12-30 08:48:41,173 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 5:13:42, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5078, loss_cls: 5.8001, loss: 5.8001 +2023-12-30 08:49:40,957 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 5:12:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5059, loss_cls: 5.8142, loss: 5.8142 +2023-12-30 08:50:40,910 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 5:11:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5136, loss_cls: 5.7731, loss: 5.7731 +2023-12-30 08:51:41,086 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 5:09:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5119, loss_cls: 5.7546, loss: 5.7546 +2023-12-30 08:52:41,008 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 5:08:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.5066, loss_cls: 5.8073, loss: 5.8073 +2023-12-30 08:53:41,062 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 5:07:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5136, loss_cls: 5.7784, loss: 5.7784 +2023-12-30 08:54:41,393 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 5:06:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5153, loss_cls: 5.7482, loss: 5.7482 +2023-12-30 08:55:41,401 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 5:04:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4930, loss_cls: 5.8412, loss: 5.8412 +2023-12-30 08:56:41,489 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 5:03:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5100, loss_cls: 5.8039, loss: 5.8039 +2023-12-30 08:57:41,741 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 5:02:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5114, loss_cls: 5.7941, loss: 5.7941 +2023-12-30 08:58:42,111 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 5:01:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5080, loss_cls: 5.7678, loss: 5.7678 +2023-12-30 08:59:42,352 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 4:59:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.4966, loss_cls: 5.8141, loss: 5.8141 +2023-12-30 09:00:42,567 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 4:58:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5117, loss_cls: 5.8079, loss: 5.8079 +2023-12-30 09:01:42,903 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 4:57:24, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5052, loss_cls: 5.7868, loss: 5.7868 +2023-12-30 09:02:42,717 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 4:56:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.5067, loss_cls: 5.8148, loss: 5.8148 +2023-12-30 09:03:43,714 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 4:54:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5111, loss_cls: 5.7864, loss: 5.7864 +2023-12-30 09:04:44,453 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 4:53:43, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5073, loss_cls: 5.7918, loss: 5.7918 +2023-12-30 09:05:44,561 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 4:52:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5091, loss_cls: 5.8049, loss: 5.8049 +2023-12-30 09:06:44,643 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 4:51:13, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.4995, loss_cls: 5.8242, loss: 5.8242 +2023-12-30 09:07:44,464 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 4:49:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5092, loss_cls: 5.7697, loss: 5.7697 +2023-12-30 09:08:44,229 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 4:48:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5131, loss_cls: 5.7676, loss: 5.7676 +2023-12-30 09:09:44,295 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 4:47:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5155, loss_cls: 5.7918, loss: 5.7918 +2023-12-30 09:10:44,433 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 4:46:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5000, loss_cls: 5.8003, loss: 5.8003 +2023-12-30 09:11:45,503 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 4:44:59, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5112, loss_cls: 5.7711, loss: 5.7711 +2023-12-30 09:12:46,482 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 4:43:47, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5056, loss_cls: 5.7849, loss: 5.7849 +2023-12-30 09:13:46,793 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 4:42:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5198, loss_cls: 5.7627, loss: 5.7627 +2023-12-30 09:14:47,722 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 4:41:20, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.5045, loss_cls: 5.8120, loss: 5.8120 +2023-12-30 09:15:48,762 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 4:40:09, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.5098, loss_cls: 5.7842, loss: 5.7842 +2023-12-30 09:16:49,263 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 4:38:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5112, loss_cls: 5.8061, loss: 5.8061 +2023-12-30 09:17:49,432 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 4:37:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5061, loss_cls: 5.7716, loss: 5.7716 +2023-12-30 09:18:50,104 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 4:36:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5053, loss_cls: 5.8061, loss: 5.8061 +2023-12-30 09:19:50,072 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 4:35:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5008, loss_cls: 5.8223, loss: 5.8223 +2023-12-30 09:20:50,397 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 4:33:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5084, loss_cls: 5.7882, loss: 5.7882 +2023-12-30 09:21:20,149 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-30 09:23:15,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:23:16,652 - pyskl - INFO - +top1_acc 0.1611 +top5_acc 0.3734 +2023-12-30 09:23:16,652 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 09:23:16,689 - pyskl - INFO - +mean_acc 0.1610 +2023-12-30 09:23:16,699 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1611, top5_acc: 0.3734, mean_class_accuracy: 0.1610 +2023-12-30 09:26:34,073 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 4:38:23, time: 1.974, data_time: 1.380, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5012, loss_cls: 5.7888, loss: 5.7888 +2023-12-30 09:27:34,221 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 4:37:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2620, top5_acc: 0.5128, loss_cls: 5.7549, loss: 5.7549 +2023-12-30 09:28:34,100 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 4:35:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5125, loss_cls: 5.7638, loss: 5.7638 +2023-12-30 09:29:34,158 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 4:34:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5159, loss_cls: 5.7417, loss: 5.7417 +2023-12-30 09:30:35,066 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 4:33:25, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5016, loss_cls: 5.7946, loss: 5.7946 +2023-12-30 09:31:35,065 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 4:32:09, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5055, loss_cls: 5.8083, loss: 5.8083 +2023-12-30 09:32:35,500 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 4:30:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5048, loss_cls: 5.7806, loss: 5.7806 +2023-12-30 09:33:35,465 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 4:29:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5011, loss_cls: 5.8098, loss: 5.8098 +2023-12-30 09:34:35,438 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 4:28:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5030, loss_cls: 5.8224, loss: 5.8224 +2023-12-30 09:35:35,340 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 4:27:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5195, loss_cls: 5.7519, loss: 5.7519 +2023-12-30 09:36:35,280 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 4:25:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5098, loss_cls: 5.7839, loss: 5.7839 +2023-12-30 09:37:34,998 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 4:24:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5108, loss_cls: 5.7839, loss: 5.7839 +2023-12-30 09:38:35,036 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 4:23:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5006, loss_cls: 5.8137, loss: 5.8137 +2023-12-30 09:39:34,890 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 4:22:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5112, loss_cls: 5.7802, loss: 5.7802 +2023-12-30 09:40:34,591 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 4:20:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5016, loss_cls: 5.8119, loss: 5.8119 +2023-12-30 09:41:34,290 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 4:19:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5061, loss_cls: 5.8200, loss: 5.8200 +2023-12-30 09:42:34,026 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 4:18:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5248, loss_cls: 5.7450, loss: 5.7450 +2023-12-30 09:43:33,737 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 4:17:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5189, loss_cls: 5.7732, loss: 5.7732 +2023-12-30 09:44:33,834 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 4:15:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5167, loss_cls: 5.7643, loss: 5.7643 +2023-12-30 09:45:33,826 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 4:14:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5081, loss_cls: 5.8028, loss: 5.8028 +2023-12-30 09:46:33,866 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 4:13:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5147, loss_cls: 5.7622, loss: 5.7622 +2023-12-30 09:47:34,625 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 4:12:05, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5061, loss_cls: 5.7762, loss: 5.7762 +2023-12-30 09:48:34,783 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 4:10:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5175, loss_cls: 5.7823, loss: 5.7823 +2023-12-30 09:49:34,703 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 4:09:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5130, loss_cls: 5.7661, loss: 5.7661 +2023-12-30 09:50:34,400 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 4:08:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5027, loss_cls: 5.8185, loss: 5.8185 +2023-12-30 09:51:34,369 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 4:07:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5145, loss_cls: 5.7806, loss: 5.7806 +2023-12-30 09:52:35,214 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 4:05:53, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5023, loss_cls: 5.8179, loss: 5.8179 +2023-12-30 09:53:35,516 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 4:04:39, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5056, loss_cls: 5.7989, loss: 5.7989 +2023-12-30 09:54:35,645 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 4:03:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.4986, loss_cls: 5.8500, loss: 5.8500 +2023-12-30 09:55:35,527 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 4:02:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.5073, loss_cls: 5.7831, loss: 5.7831 +2023-12-30 09:56:35,860 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 4:00:55, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5089, loss_cls: 5.7813, loss: 5.7813 +2023-12-30 09:57:36,938 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 3:59:44, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5064, loss_cls: 5.8097, loss: 5.8097 +2023-12-30 09:58:37,440 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 3:58:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5122, loss_cls: 5.7940, loss: 5.7940 +2023-12-30 09:59:37,827 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 3:57:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5144, loss_cls: 5.7870, loss: 5.7870 +2023-12-30 10:00:38,575 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 3:56:05, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5128, loss_cls: 5.7886, loss: 5.7886 +2023-12-30 10:01:38,587 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 3:54:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5014, loss_cls: 5.7912, loss: 5.7912 +2023-12-30 10:02:38,588 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 3:53:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5164, loss_cls: 5.7718, loss: 5.7718 +2023-12-30 10:03:08,684 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-30 10:05:06,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:05:07,492 - pyskl - INFO - +top1_acc 0.2019 +top5_acc 0.4296 +2023-12-30 10:05:07,493 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 10:05:07,575 - pyskl - INFO - +mean_acc 0.2018 +2023-12-30 10:05:07,585 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_19.pth was removed +2023-12-30 10:05:07,891 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2023-12-30 10:05:07,892 - pyskl - INFO - Best top1_acc is 0.2019 at 35 epoch. +2023-12-30 10:05:07,916 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.2019, top5_acc: 0.4296, mean_class_accuracy: 0.2018 +2023-12-30 10:08:24,556 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 3:57:45, time: 1.966, data_time: 1.374, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5141, loss_cls: 5.7300, loss: 5.7300 +2023-12-30 10:09:24,307 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 3:56:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5108, loss_cls: 5.7731, loss: 5.7731 +2023-12-30 10:10:24,411 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 3:55:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5162, loss_cls: 5.7799, loss: 5.7799 +2023-12-30 10:11:24,940 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 3:54:02, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5106, loss_cls: 5.7770, loss: 5.7770 +2023-12-30 10:12:25,572 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 3:52:49, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5089, loss_cls: 5.7834, loss: 5.7834 +2023-12-30 10:13:26,424 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 3:51:37, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5103, loss_cls: 5.7502, loss: 5.7502 +2023-12-30 10:14:26,663 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 3:50:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5067, loss_cls: 5.8047, loss: 5.8047 +2023-12-30 10:15:27,026 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 3:49:09, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5167, loss_cls: 5.7611, loss: 5.7611 +2023-12-30 10:16:27,253 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 3:47:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5141, loss_cls: 5.7576, loss: 5.7576 +2023-12-30 10:17:26,978 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 3:46:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5116, loss_cls: 5.7506, loss: 5.7506 +2023-12-30 10:18:26,888 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 3:45:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5134, loss_cls: 5.7555, loss: 5.7555 +2023-12-30 10:19:26,947 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 3:44:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5092, loss_cls: 5.7911, loss: 5.7911 +2023-12-30 10:20:27,157 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 3:42:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5097, loss_cls: 5.7878, loss: 5.7878 +2023-12-30 10:21:27,202 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 3:41:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.4977, loss_cls: 5.7998, loss: 5.7998 +2023-12-30 10:22:27,202 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 3:40:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5208, loss_cls: 5.7523, loss: 5.7523 +2023-12-30 10:23:26,942 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 3:39:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5211, loss_cls: 5.7589, loss: 5.7589 +2023-12-30 10:24:27,416 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 3:37:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5088, loss_cls: 5.7922, loss: 5.7922 +2023-12-30 10:25:28,371 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 3:36:46, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5092, loss_cls: 5.7820, loss: 5.7820 +2023-12-30 10:26:28,839 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 3:35:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5123, loss_cls: 5.7510, loss: 5.7510 +2023-12-30 10:27:29,370 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 3:34:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5148, loss_cls: 5.7740, loss: 5.7740 +2023-12-30 10:28:30,356 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 3:33:09, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5050, loss_cls: 5.7926, loss: 5.7926 +2023-12-30 10:29:30,108 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 3:31:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5052, loss_cls: 5.7972, loss: 5.7972 +2023-12-30 10:30:30,188 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 3:30:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5189, loss_cls: 5.7461, loss: 5.7461 +2023-12-30 10:31:30,967 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 3:29:27, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.5039, loss_cls: 5.7982, loss: 5.7982 +2023-12-30 10:32:31,009 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 3:28:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5070, loss_cls: 5.7861, loss: 5.7861 +2023-12-30 10:33:30,884 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 3:26:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4995, loss_cls: 5.8324, loss: 5.8324 +2023-12-30 10:34:30,795 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 3:25:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5022, loss_cls: 5.8173, loss: 5.8173 +2023-12-30 10:35:30,740 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 3:24:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5022, loss_cls: 5.8255, loss: 5.8255 +2023-12-30 10:36:30,500 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 3:23:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5111, loss_cls: 5.7613, loss: 5.7613 +2023-12-30 10:37:30,533 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 3:21:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5023, loss_cls: 5.8323, loss: 5.8323 +2023-12-30 10:38:31,480 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 3:20:48, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5084, loss_cls: 5.7859, loss: 5.7859 +2023-12-30 10:39:32,551 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 3:19:37, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5117, loss_cls: 5.7780, loss: 5.7780 +2023-12-30 10:40:32,787 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 3:18:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5111, loss_cls: 5.8033, loss: 5.8033 +2023-12-30 10:41:32,551 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 3:17:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4906, loss_cls: 5.8394, loss: 5.8394 +2023-12-30 10:42:33,135 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 3:15:56, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5078, loss_cls: 5.7814, loss: 5.7814 +2023-12-30 10:43:32,950 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 3:14:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5155, loss_cls: 5.7874, loss: 5.7874 +2023-12-30 10:44:32,815 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 3:13:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5069, loss_cls: 5.7670, loss: 5.7670 +2023-12-30 10:45:03,230 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-30 10:46:58,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:46:59,852 - pyskl - INFO - +top1_acc 0.1920 +top5_acc 0.4256 +2023-12-30 10:46:59,853 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 10:46:59,894 - pyskl - INFO - +mean_acc 0.1917 +2023-12-30 10:46:59,904 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1920, top5_acc: 0.4256, mean_class_accuracy: 0.1917 +2023-12-30 10:50:22,559 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 3:17:42, time: 2.026, data_time: 1.431, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5273, loss_cls: 5.6752, loss: 5.6752 +2023-12-30 10:51:22,267 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 3:16:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5172, loss_cls: 5.7434, loss: 5.7434 +2023-12-30 10:52:22,181 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 3:15:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5067, loss_cls: 5.7958, loss: 5.7958 +2023-12-30 10:53:22,151 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 3:13:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5064, loss_cls: 5.7723, loss: 5.7723 +2023-12-30 10:54:23,173 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 3:12:46, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5217, loss_cls: 5.7276, loss: 5.7276 +2023-12-30 10:55:24,220 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 3:11:35, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5120, loss_cls: 5.7662, loss: 5.7662 +2023-12-30 10:56:23,902 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 3:10:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5123, loss_cls: 5.7530, loss: 5.7530 +2023-12-30 10:57:23,787 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 3:09:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5033, loss_cls: 5.7686, loss: 5.7686 +2023-12-30 10:58:23,598 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 3:07:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5139, loss_cls: 5.7471, loss: 5.7471 +2023-12-30 10:59:23,489 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 3:06:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5172, loss_cls: 5.7430, loss: 5.7430 +2023-12-30 11:00:23,129 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 3:05:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5297, loss_cls: 5.6966, loss: 5.6966 +2023-12-30 11:01:22,906 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 3:04:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5102, loss_cls: 5.7770, loss: 5.7770 +2023-12-30 11:02:22,759 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 3:02:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.5022, loss_cls: 5.8072, loss: 5.8072 +2023-12-30 11:03:22,520 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 3:01:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5055, loss_cls: 5.7988, loss: 5.7988 +2023-12-30 11:04:22,447 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 3:00:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5134, loss_cls: 5.7526, loss: 5.7526 +2023-12-30 11:05:22,310 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 2:59:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5131, loss_cls: 5.7872, loss: 5.7872 +2023-12-30 11:06:22,166 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 2:57:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5108, loss_cls: 5.7644, loss: 5.7644 +2023-12-30 11:07:22,345 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 2:56:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5081, loss_cls: 5.7835, loss: 5.7835 +2023-12-30 11:08:22,248 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 2:55:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5111, loss_cls: 5.7519, loss: 5.7519 +2023-12-30 11:09:22,775 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 2:54:11, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5108, loss_cls: 5.8001, loss: 5.8001 +2023-12-30 11:10:22,653 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 2:52:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5075, loss_cls: 5.7754, loss: 5.7754 +2023-12-30 11:11:22,432 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 2:51:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5152, loss_cls: 5.7936, loss: 5.7936 +2023-12-30 11:12:22,328 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 2:50:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5177, loss_cls: 5.7715, loss: 5.7715 +2023-12-30 11:13:22,553 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 2:49:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5102, loss_cls: 5.7903, loss: 5.7903 +2023-12-30 11:14:23,054 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 2:48:01, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.4998, loss_cls: 5.8256, loss: 5.8256 +2023-12-30 11:15:22,955 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 2:46:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.5134, loss_cls: 5.7830, loss: 5.7830 +2023-12-30 11:16:22,664 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 2:45:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2620, top5_acc: 0.5189, loss_cls: 5.7541, loss: 5.7541 +2023-12-30 11:17:22,571 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 2:44:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.4963, loss_cls: 5.8355, loss: 5.8355 +2023-12-30 11:18:22,550 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 2:43:04, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5106, loss_cls: 5.7841, loss: 5.7841 +2023-12-30 11:19:22,591 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 2:41:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5180, loss_cls: 5.7676, loss: 5.7676 +2023-12-30 11:20:23,900 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 2:40:40, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5141, loss_cls: 5.7553, loss: 5.7553 +2023-12-30 11:21:24,629 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 2:39:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5102, loss_cls: 5.7996, loss: 5.7996 +2023-12-30 11:22:24,596 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 2:38:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5047, loss_cls: 5.7804, loss: 5.7804 +2023-12-30 11:23:24,686 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 2:37:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.5023, loss_cls: 5.7993, loss: 5.7993 +2023-12-30 11:24:25,344 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 2:35:49, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.4977, loss_cls: 5.8328, loss: 5.8328 +2023-12-30 11:25:25,579 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 2:34:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5055, loss_cls: 5.7861, loss: 5.7861 +2023-12-30 11:26:26,249 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 2:33:24, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5003, loss_cls: 5.8134, loss: 5.8134 +2023-12-30 11:26:56,419 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-30 11:28:52,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:28:53,201 - pyskl - INFO - +top1_acc 0.1752 +top5_acc 0.3962 +2023-12-30 11:28:53,201 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 11:28:53,241 - pyskl - INFO - +mean_acc 0.1752 +2023-12-30 11:28:53,252 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.1752, top5_acc: 0.3962, mean_class_accuracy: 0.1752 +2023-12-30 11:32:15,229 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 2:37:25, time: 2.020, data_time: 1.426, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5266, loss_cls: 5.7208, loss: 5.7208 +2023-12-30 11:33:14,852 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 2:36:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5155, loss_cls: 5.7344, loss: 5.7344 +2023-12-30 11:34:14,781 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 2:34:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5159, loss_cls: 5.7468, loss: 5.7468 +2023-12-30 11:35:14,677 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 2:33:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5184, loss_cls: 5.7464, loss: 5.7464 +2023-12-30 11:36:14,946 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 2:32:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5130, loss_cls: 5.7881, loss: 5.7881 +2023-12-30 11:37:15,914 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 2:31:17, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5227, loss_cls: 5.7350, loss: 5.7350 +2023-12-30 11:38:15,755 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 2:30:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5150, loss_cls: 5.7383, loss: 5.7383 +2023-12-30 11:39:15,644 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 2:28:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5172, loss_cls: 5.7391, loss: 5.7391 +2023-12-30 11:40:15,594 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 2:27:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5042, loss_cls: 5.8079, loss: 5.8079 +2023-12-30 11:41:15,381 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 2:26:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5097, loss_cls: 5.7933, loss: 5.7933 +2023-12-30 11:42:15,033 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 2:25:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5111, loss_cls: 5.7884, loss: 5.7884 +2023-12-30 11:43:14,955 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 2:23:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5106, loss_cls: 5.7767, loss: 5.7767 +2023-12-30 11:44:15,307 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 2:22:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5123, loss_cls: 5.7727, loss: 5.7727 +2023-12-30 11:45:15,309 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 2:21:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5014, loss_cls: 5.8106, loss: 5.8106 +2023-12-30 11:46:15,292 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 2:20:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5130, loss_cls: 5.7772, loss: 5.7772 +2023-12-30 11:47:15,062 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 2:18:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5172, loss_cls: 5.7428, loss: 5.7428 +2023-12-30 11:48:14,918 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 2:17:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5084, loss_cls: 5.8043, loss: 5.8043 +2023-12-30 11:49:14,655 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 2:16:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5158, loss_cls: 5.7591, loss: 5.7591 +2023-12-30 11:50:14,710 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 2:15:13, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5106, loss_cls: 5.7682, loss: 5.7682 +2023-12-30 11:51:15,140 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 2:14:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5189, loss_cls: 5.7558, loss: 5.7558 +2023-12-30 11:52:15,386 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 2:12:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5158, loss_cls: 5.7714, loss: 5.7714 +2023-12-30 11:53:15,690 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 2:11:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5081, loss_cls: 5.7678, loss: 5.7678 +2023-12-30 11:54:15,503 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 2:10:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5186, loss_cls: 5.7461, loss: 5.7461 +2023-12-30 11:55:15,157 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 2:09:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5125, loss_cls: 5.7714, loss: 5.7714 +2023-12-30 11:56:15,116 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 2:07:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5011, loss_cls: 5.8296, loss: 5.8296 +2023-12-30 11:57:15,039 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 2:06:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5080, loss_cls: 5.7613, loss: 5.7613 +2023-12-30 11:58:15,379 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 2:05:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5109, loss_cls: 5.7815, loss: 5.7815 +2023-12-30 11:59:15,584 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 2:04:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4983, loss_cls: 5.8068, loss: 5.8068 +2023-12-30 12:00:16,146 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 2:03:01, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5136, loss_cls: 5.7978, loss: 5.7978 +2023-12-30 12:01:16,287 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 2:01:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5105, loss_cls: 5.8221, loss: 5.8221 +2023-12-30 12:02:17,077 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 2:00:37, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5084, loss_cls: 5.7987, loss: 5.7987 +2023-12-30 12:03:18,175 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 1:59:27, time: 0.611, data_time: 0.001, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5072, loss_cls: 5.7576, loss: 5.7576 +2023-12-30 12:04:18,194 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 1:58:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5064, loss_cls: 5.7839, loss: 5.7839 +2023-12-30 12:05:18,982 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 1:57:02, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5078, loss_cls: 5.7738, loss: 5.7738 +2023-12-30 12:06:20,016 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 1:55:52, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5209, loss_cls: 5.7158, loss: 5.7158 +2023-12-30 12:07:20,095 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 1:54:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5114, loss_cls: 5.7555, loss: 5.7555 +2023-12-30 12:08:20,616 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 1:53:26, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5167, loss_cls: 5.7676, loss: 5.7676 +2023-12-30 12:08:50,698 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-30 12:10:50,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:10:51,252 - pyskl - INFO - +top1_acc 0.1639 +top5_acc 0.3750 +2023-12-30 12:10:51,252 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:10:51,291 - pyskl - INFO - +mean_acc 0.1638 +2023-12-30 12:10:51,301 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1639, top5_acc: 0.3750, mean_class_accuracy: 0.1638 +2023-12-30 12:14:20,256 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 1:57:37, time: 2.089, data_time: 1.493, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5241, loss_cls: 5.7194, loss: 5.7194 +2023-12-30 12:15:20,248 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 1:56:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5125, loss_cls: 5.7662, loss: 5.7662 +2023-12-30 12:16:21,144 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 1:55:12, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5111, loss_cls: 5.7605, loss: 5.7605 +2023-12-30 12:17:21,277 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 1:53:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5173, loss_cls: 5.7540, loss: 5.7540 +2023-12-30 12:18:21,814 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 1:52:46, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5167, loss_cls: 5.7642, loss: 5.7642 +2023-12-30 12:19:22,795 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 1:51:36, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.5075, loss_cls: 5.7814, loss: 5.7814 +2023-12-30 12:20:22,741 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 1:50:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5156, loss_cls: 5.7469, loss: 5.7469 +2023-12-30 12:21:22,441 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 1:49:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5202, loss_cls: 5.7343, loss: 5.7343 +2023-12-30 12:22:22,324 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 1:47:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5145, loss_cls: 5.7557, loss: 5.7557 +2023-12-30 12:23:22,122 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 1:46:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5069, loss_cls: 5.7874, loss: 5.7874 +2023-12-30 12:24:22,004 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 1:45:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5127, loss_cls: 5.7580, loss: 5.7580 +2023-12-30 12:25:22,036 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 1:44:12, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5230, loss_cls: 5.7283, loss: 5.7283 +2023-12-30 12:26:22,934 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 1:43:01, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5133, loss_cls: 5.7595, loss: 5.7595 +2023-12-30 12:27:23,297 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 1:41:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5036, loss_cls: 5.7825, loss: 5.7825 +2023-12-30 12:28:23,281 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 1:40:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5148, loss_cls: 5.7543, loss: 5.7543 +2023-12-30 12:29:23,103 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 1:39:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5070, loss_cls: 5.7870, loss: 5.7870 +2023-12-30 12:30:22,970 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 1:38:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5175, loss_cls: 5.7537, loss: 5.7537 +2023-12-30 12:31:22,887 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 1:36:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5128, loss_cls: 5.7848, loss: 5.7848 +2023-12-30 12:32:22,716 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 1:35:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5181, loss_cls: 5.7313, loss: 5.7313 +2023-12-30 12:33:22,784 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 1:34:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5116, loss_cls: 5.7635, loss: 5.7635 +2023-12-30 12:34:22,909 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 1:33:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5305, loss_cls: 5.7187, loss: 5.7187 +2023-12-30 12:35:22,737 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 1:32:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5088, loss_cls: 5.7579, loss: 5.7579 +2023-12-30 12:36:22,605 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 1:30:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5147, loss_cls: 5.7626, loss: 5.7626 +2023-12-30 12:37:22,510 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 1:29:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5197, loss_cls: 5.7324, loss: 5.7324 +2023-12-30 12:38:23,277 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 1:28:21, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5148, loss_cls: 5.7523, loss: 5.7523 +2023-12-30 12:39:23,202 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 1:27:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5170, loss_cls: 5.7450, loss: 5.7450 +2023-12-30 12:40:22,997 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 1:25:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5142, loss_cls: 5.7407, loss: 5.7407 +2023-12-30 12:41:23,410 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 1:24:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5108, loss_cls: 5.7621, loss: 5.7621 +2023-12-30 12:42:23,385 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 1:23:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5059, loss_cls: 5.7551, loss: 5.7551 +2023-12-30 12:43:23,622 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 1:22:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5131, loss_cls: 5.7858, loss: 5.7858 +2023-12-30 12:44:25,045 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 1:21:07, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5205, loss_cls: 5.7640, loss: 5.7640 +2023-12-30 12:45:25,600 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 1:19:56, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5183, loss_cls: 5.7513, loss: 5.7513 +2023-12-30 12:46:25,550 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 1:18:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5103, loss_cls: 5.7619, loss: 5.7619 +2023-12-30 12:47:25,461 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 1:17:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5247, loss_cls: 5.7429, loss: 5.7429 +2023-12-30 12:48:25,993 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 1:16:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5131, loss_cls: 5.7827, loss: 5.7827 +2023-12-30 12:49:26,065 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 1:15:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5052, loss_cls: 5.8225, loss: 5.8225 +2023-12-30 12:50:26,707 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 1:13:53, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.5141, loss_cls: 5.7555, loss: 5.7555 +2023-12-30 12:50:56,849 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-30 12:52:52,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:52:53,586 - pyskl - INFO - +top1_acc 0.1849 +top5_acc 0.4058 +2023-12-30 12:52:53,586 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:52:53,630 - pyskl - INFO - +mean_acc 0.1848 +2023-12-30 12:52:53,640 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1849, top5_acc: 0.4058, mean_class_accuracy: 0.1848 +2023-12-30 12:56:18,020 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 1:17:39, time: 2.044, data_time: 1.451, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5302, loss_cls: 5.6847, loss: 5.6847 +2023-12-30 12:57:18,150 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 1:16:26, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5216, loss_cls: 5.7200, loss: 5.7200 +2023-12-30 12:58:18,069 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 1:15:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5172, loss_cls: 5.7551, loss: 5.7551 +2023-12-30 12:59:17,897 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 1:13:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5178, loss_cls: 5.7267, loss: 5.7267 +2023-12-30 13:00:17,993 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 1:12:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5172, loss_cls: 5.7336, loss: 5.7336 +2023-12-30 13:01:18,485 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 1:11:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5167, loss_cls: 5.7407, loss: 5.7407 +2023-12-30 13:02:19,237 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 1:10:22, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4973, loss_cls: 5.8128, loss: 5.8128 +2023-12-30 13:03:19,168 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 1:09:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5167, loss_cls: 5.7165, loss: 5.7165 +2023-12-30 13:04:19,011 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 1:07:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5198, loss_cls: 5.7406, loss: 5.7406 +2023-12-30 13:05:18,956 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 1:06:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5100, loss_cls: 5.7902, loss: 5.7902 +2023-12-30 13:06:18,726 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 1:05:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5100, loss_cls: 5.7495, loss: 5.7495 +2023-12-30 13:07:18,387 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 1:04:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5142, loss_cls: 5.7275, loss: 5.7275 +2023-12-30 13:08:18,365 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 1:03:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5120, loss_cls: 5.7593, loss: 5.7593 +2023-12-30 13:09:18,492 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 1:01:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5197, loss_cls: 5.7438, loss: 5.7438 +2023-12-30 13:10:18,953 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 1:00:36, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5097, loss_cls: 5.7936, loss: 5.7936 +2023-12-30 13:11:19,551 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 0:59:25, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5220, loss_cls: 5.7499, loss: 5.7499 +2023-12-30 13:12:19,703 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 0:58:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5092, loss_cls: 5.8016, loss: 5.8016 +2023-12-30 13:13:19,861 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 0:56:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5147, loss_cls: 5.7722, loss: 5.7722 +2023-12-30 13:14:20,362 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 0:55:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5086, loss_cls: 5.7918, loss: 5.7918 +2023-12-30 13:15:20,478 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 0:54:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5252, loss_cls: 5.7487, loss: 5.7487 +2023-12-30 13:16:20,398 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 0:53:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5161, loss_cls: 5.7535, loss: 5.7535 +2023-12-30 13:17:20,352 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 0:52:09, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5145, loss_cls: 5.7766, loss: 5.7766 +2023-12-30 13:18:20,640 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 0:50:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5103, loss_cls: 5.7617, loss: 5.7617 +2023-12-30 13:19:21,281 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 0:49:45, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5130, loss_cls: 5.7602, loss: 5.7602 +2023-12-30 13:20:21,851 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 0:48:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5231, loss_cls: 5.7240, loss: 5.7240 +2023-12-30 13:21:22,551 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 0:47:23, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5127, loss_cls: 5.7712, loss: 5.7712 +2023-12-30 13:22:23,086 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 0:46:12, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5070, loss_cls: 5.7904, loss: 5.7904 +2023-12-30 13:23:23,058 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 0:44:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5150, loss_cls: 5.7530, loss: 5.7530 +2023-12-30 13:24:23,306 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 0:43:46, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5066, loss_cls: 5.7635, loss: 5.7635 +2023-12-30 13:25:23,623 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 0:42:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5211, loss_cls: 5.7281, loss: 5.7281 +2023-12-30 13:26:24,853 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 0:41:25, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5122, loss_cls: 5.7700, loss: 5.7700 +2023-12-30 13:27:25,294 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 0:40:13, time: 0.605, data_time: 0.001, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5144, loss_cls: 5.7511, loss: 5.7511 +2023-12-30 13:28:25,538 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 0:39:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5191, loss_cls: 5.7553, loss: 5.7553 +2023-12-30 13:29:26,105 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 0:37:50, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5189, loss_cls: 5.7426, loss: 5.7426 +2023-12-30 13:30:26,890 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 0:36:39, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5141, loss_cls: 5.7781, loss: 5.7781 +2023-12-30 13:31:27,500 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 0:35:28, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5022, loss_cls: 5.8069, loss: 5.8069 +2023-12-30 13:32:28,221 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 0:34:18, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5222, loss_cls: 5.7255, loss: 5.7255 +2023-12-30 13:32:58,702 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-30 13:34:54,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:34:56,036 - pyskl - INFO - +top1_acc 0.1743 +top5_acc 0.3942 +2023-12-30 13:34:56,036 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 13:34:56,093 - pyskl - INFO - +mean_acc 0.1743 +2023-12-30 13:34:56,108 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.1743, top5_acc: 0.3942, mean_class_accuracy: 0.1743 +2023-12-30 13:38:24,068 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 0:38:02, time: 2.079, data_time: 1.485, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5259, loss_cls: 5.7067, loss: 5.7067 +2023-12-30 13:39:23,699 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 0:36:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5219, loss_cls: 5.7191, loss: 5.7191 +2023-12-30 13:40:23,595 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 0:35:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5188, loss_cls: 5.7297, loss: 5.7297 +2023-12-30 13:41:23,673 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 0:34:22, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5106, loss_cls: 5.7792, loss: 5.7792 +2023-12-30 13:42:23,575 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 0:33:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5162, loss_cls: 5.7714, loss: 5.7714 +2023-12-30 13:43:24,499 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 0:31:58, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2627, top5_acc: 0.5225, loss_cls: 5.7080, loss: 5.7080 +2023-12-30 13:44:24,791 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 0:30:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5091, loss_cls: 5.7599, loss: 5.7599 +2023-12-30 13:45:24,609 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 0:29:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5173, loss_cls: 5.7319, loss: 5.7319 +2023-12-30 13:46:24,522 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 0:28:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5195, loss_cls: 5.7121, loss: 5.7121 +2023-12-30 13:47:25,129 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 0:27:09, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5153, loss_cls: 5.7790, loss: 5.7790 +2023-12-30 13:48:25,031 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 0:25:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5134, loss_cls: 5.7580, loss: 5.7580 +2023-12-30 13:49:24,968 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 0:24:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5219, loss_cls: 5.7178, loss: 5.7178 +2023-12-30 13:50:25,009 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 0:23:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5052, loss_cls: 5.7643, loss: 5.7643 +2023-12-30 13:51:25,758 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 0:22:19, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.5116, loss_cls: 5.7688, loss: 5.7688 +2023-12-30 13:52:25,898 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 0:21:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5134, loss_cls: 5.7269, loss: 5.7269 +2023-12-30 13:53:26,388 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 0:19:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5217, loss_cls: 5.7199, loss: 5.7199 +2023-12-30 13:54:26,682 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 0:18:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5152, loss_cls: 5.7371, loss: 5.7371 +2023-12-30 13:55:26,696 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 0:17:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5089, loss_cls: 5.7525, loss: 5.7525 +2023-12-30 13:56:26,849 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 3 days, 0:16:18, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5181, loss_cls: 5.7417, loss: 5.7417 +2023-12-30 13:57:26,720 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 3 days, 0:15:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5245, loss_cls: 5.7244, loss: 5.7244 +2023-12-30 13:58:26,514 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 3 days, 0:13:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5181, loss_cls: 5.7848, loss: 5.7848 +2023-12-30 13:59:26,119 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 3 days, 0:12:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5180, loss_cls: 5.7767, loss: 5.7767 +2023-12-30 14:00:25,903 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 3 days, 0:11:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5123, loss_cls: 5.7620, loss: 5.7620 +2023-12-30 14:01:25,831 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 3 days, 0:10:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5155, loss_cls: 5.7620, loss: 5.7620 +2023-12-30 14:02:25,930 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 3 days, 0:09:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5136, loss_cls: 5.7829, loss: 5.7829 +2023-12-30 14:03:25,766 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 3 days, 0:07:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5108, loss_cls: 5.7836, loss: 5.7836 +2023-12-30 14:04:25,512 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 3 days, 0:06:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5233, loss_cls: 5.7396, loss: 5.7396 +2023-12-30 14:05:25,795 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 3 days, 0:05:21, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5112, loss_cls: 5.7706, loss: 5.7706 +2023-12-30 14:06:26,874 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 3 days, 0:04:12, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5120, loss_cls: 5.7738, loss: 5.7738 +2023-12-30 14:07:27,809 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 3 days, 0:03:02, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5128, loss_cls: 5.7549, loss: 5.7549 +2023-12-30 14:08:29,537 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 3 days, 0:01:54, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5112, loss_cls: 5.7818, loss: 5.7818 +2023-12-30 14:09:29,939 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 3 days, 0:00:42, time: 0.604, data_time: 0.001, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5188, loss_cls: 5.7388, loss: 5.7388 +2023-12-30 14:10:29,922 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 2 days, 23:59:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5138, loss_cls: 5.7908, loss: 5.7908 +2023-12-30 14:11:30,859 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 2 days, 23:58:20, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5188, loss_cls: 5.7560, loss: 5.7560 +2023-12-30 14:12:31,584 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 2 days, 23:57:09, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5200, loss_cls: 5.7627, loss: 5.7627 +2023-12-30 14:13:31,738 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 2 days, 23:55:57, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5248, loss_cls: 5.6679, loss: 5.6679 +2023-12-30 14:14:32,304 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 2 days, 23:54:46, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5105, loss_cls: 5.7927, loss: 5.7927 +2023-12-30 14:15:01,867 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-30 14:16:56,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:16:57,392 - pyskl - INFO - +top1_acc 0.1793 +top5_acc 0.3998 +2023-12-30 14:16:57,392 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:16:57,424 - pyskl - INFO - +mean_acc 0.1792 +2023-12-30 14:16:57,433 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1793, top5_acc: 0.3998, mean_class_accuracy: 0.1792 +2023-12-30 14:20:13,727 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 2 days, 23:57:49, time: 1.963, data_time: 1.370, memory: 16180, top1_acc: 0.2733, top5_acc: 0.5278, loss_cls: 5.6861, loss: 5.6861 +2023-12-30 14:21:13,570 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 2 days, 23:56:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2627, top5_acc: 0.5247, loss_cls: 5.7271, loss: 5.7271 +2023-12-30 14:22:13,247 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 2 days, 23:55:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5178, loss_cls: 5.7322, loss: 5.7322 +2023-12-30 14:23:13,216 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 2 days, 23:54:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5303, loss_cls: 5.6771, loss: 5.6771 +2023-12-30 14:24:13,176 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 2 days, 23:52:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5198, loss_cls: 5.7199, loss: 5.7199 +2023-12-30 14:25:13,409 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 2 days, 23:51:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5234, loss_cls: 5.7231, loss: 5.7231 +2023-12-30 14:26:14,023 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 2 days, 23:50:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5133, loss_cls: 5.7724, loss: 5.7724 +2023-12-30 14:27:13,735 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 2 days, 23:49:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5127, loss_cls: 5.7720, loss: 5.7720 +2023-12-30 14:28:13,809 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 2 days, 23:48:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5133, loss_cls: 5.7746, loss: 5.7746 +2023-12-30 14:29:13,888 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 2 days, 23:46:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5172, loss_cls: 5.7445, loss: 5.7445 +2023-12-30 14:30:13,549 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 2 days, 23:45:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5156, loss_cls: 5.7277, loss: 5.7277 +2023-12-30 14:31:13,182 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 2 days, 23:44:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5205, loss_cls: 5.7467, loss: 5.7467 +2023-12-30 14:32:12,909 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 2 days, 23:43:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5170, loss_cls: 5.7234, loss: 5.7234 +2023-12-30 14:33:13,490 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 2 days, 23:42:05, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5162, loss_cls: 5.7457, loss: 5.7457 +2023-12-30 14:34:14,488 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 2 days, 23:40:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5222, loss_cls: 5.7387, loss: 5.7387 +2023-12-30 14:35:15,142 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 2 days, 23:39:45, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5139, loss_cls: 5.7586, loss: 5.7586 +2023-12-30 14:36:15,411 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 2 days, 23:38:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5205, loss_cls: 5.7650, loss: 5.7650 +2023-12-30 14:37:15,879 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 2 days, 23:37:22, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5162, loss_cls: 5.7332, loss: 5.7332 +2023-12-30 14:38:16,115 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 2 days, 23:36:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5136, loss_cls: 5.7595, loss: 5.7595 +2023-12-30 14:39:16,062 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 2 days, 23:34:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5180, loss_cls: 5.7473, loss: 5.7473 +2023-12-30 14:40:16,073 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 2 days, 23:33:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5216, loss_cls: 5.7326, loss: 5.7326 +2023-12-30 14:41:15,895 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 2 days, 23:32:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5170, loss_cls: 5.7565, loss: 5.7565 +2023-12-30 14:42:16,380 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 2 days, 23:31:21, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5116, loss_cls: 5.7788, loss: 5.7788 +2023-12-30 14:43:16,361 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 2 days, 23:30:09, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5139, loss_cls: 5.7354, loss: 5.7354 +2023-12-30 14:44:16,703 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 2 days, 23:28:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5302, loss_cls: 5.7080, loss: 5.7080 +2023-12-30 14:45:16,979 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 2 days, 23:27:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5114, loss_cls: 5.7554, loss: 5.7554 +2023-12-30 14:46:17,225 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 2 days, 23:26:35, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5209, loss_cls: 5.7555, loss: 5.7555 +2023-12-30 14:47:17,534 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 2 days, 23:25:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5150, loss_cls: 5.7467, loss: 5.7467 +2023-12-30 14:48:17,440 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 2 days, 23:24:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5198, loss_cls: 5.7411, loss: 5.7411 +2023-12-30 14:49:18,486 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 2 days, 23:23:01, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5178, loss_cls: 5.7739, loss: 5.7739 +2023-12-30 14:50:18,928 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 2 days, 23:21:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5116, loss_cls: 5.7559, loss: 5.7559 +2023-12-30 14:51:18,913 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 2 days, 23:20:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5155, loss_cls: 5.7376, loss: 5.7376 +2023-12-30 14:52:19,103 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 2 days, 23:19:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5125, loss_cls: 5.7670, loss: 5.7670 +2023-12-30 14:53:19,576 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 2 days, 23:18:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5142, loss_cls: 5.7495, loss: 5.7495 +2023-12-30 14:54:20,110 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 2 days, 23:17:04, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5183, loss_cls: 5.7526, loss: 5.7526 +2023-12-30 14:55:20,366 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 2 days, 23:15:53, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5220, loss_cls: 5.7137, loss: 5.7137 +2023-12-30 14:56:20,635 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 2 days, 23:14:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5128, loss_cls: 5.7757, loss: 5.7757 +2023-12-30 14:56:51,473 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-30 14:58:47,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:58:48,831 - pyskl - INFO - +top1_acc 0.2011 +top5_acc 0.4371 +2023-12-30 14:58:48,832 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:58:48,885 - pyskl - INFO - +mean_acc 0.2009 +2023-12-30 14:58:48,898 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.2011, top5_acc: 0.4371, mean_class_accuracy: 0.2009 +2023-12-30 15:02:04,151 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 2 days, 23:17:33, time: 1.952, data_time: 1.360, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5288, loss_cls: 5.6897, loss: 5.6897 +2023-12-30 15:03:03,883 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 2 days, 23:16:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5178, loss_cls: 5.7519, loss: 5.7519 +2023-12-30 15:04:04,014 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 2 days, 23:15:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5172, loss_cls: 5.7445, loss: 5.7445 +2023-12-30 15:05:03,928 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 2 days, 23:13:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5333, loss_cls: 5.6611, loss: 5.6611 +2023-12-30 15:06:03,811 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 2 days, 23:12:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5278, loss_cls: 5.6878, loss: 5.6878 +2023-12-30 15:07:03,811 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 2 days, 23:11:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2789, top5_acc: 0.5322, loss_cls: 5.6850, loss: 5.6850 +2023-12-30 15:08:04,264 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 2 days, 23:10:19, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5088, loss_cls: 5.7820, loss: 5.7820 +2023-12-30 15:09:05,166 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 2 days, 23:09:09, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5206, loss_cls: 5.7238, loss: 5.7238 +2023-12-30 15:10:04,661 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 2 days, 23:07:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5156, loss_cls: 5.7425, loss: 5.7425 +2023-12-30 15:11:04,754 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 2 days, 23:06:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5170, loss_cls: 5.7123, loss: 5.7123 +2023-12-30 15:12:05,071 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 2 days, 23:05:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5228, loss_cls: 5.7311, loss: 5.7311 +2023-12-30 15:13:05,087 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 2 days, 23:04:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5162, loss_cls: 5.7756, loss: 5.7756 +2023-12-30 15:14:05,204 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 2 days, 23:03:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5142, loss_cls: 5.7419, loss: 5.7419 +2023-12-30 15:15:05,027 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 2 days, 23:01:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5206, loss_cls: 5.7133, loss: 5.7133 +2023-12-30 15:16:05,933 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 2 days, 23:00:46, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5311, loss_cls: 5.6758, loss: 5.6758 +2023-12-30 15:17:07,009 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 2 days, 22:59:37, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5217, loss_cls: 5.7398, loss: 5.7398 +2023-12-30 15:18:07,487 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 2 days, 22:58:26, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5234, loss_cls: 5.7158, loss: 5.7158 +2023-12-30 15:19:07,478 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 2 days, 22:57:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5023, loss_cls: 5.8120, loss: 5.8120 +2023-12-30 15:20:07,867 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 2 days, 22:56:03, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5230, loss_cls: 5.6935, loss: 5.6935 +2023-12-30 15:21:07,826 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 2 days, 22:54:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5178, loss_cls: 5.7356, loss: 5.7356 +2023-12-30 15:22:07,664 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 2 days, 22:53:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5128, loss_cls: 5.7323, loss: 5.7323 +2023-12-30 15:23:07,577 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 2 days, 22:52:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5083, loss_cls: 5.7834, loss: 5.7834 +2023-12-30 15:24:07,391 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 2 days, 22:51:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.5188, loss_cls: 5.7757, loss: 5.7757 +2023-12-30 15:25:07,543 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 2 days, 22:50:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5095, loss_cls: 5.7598, loss: 5.7598 +2023-12-30 15:26:07,561 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 2 days, 22:48:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5252, loss_cls: 5.6973, loss: 5.6973 +2023-12-30 15:27:08,283 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 2 days, 22:47:40, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5117, loss_cls: 5.7845, loss: 5.7845 +2023-12-30 15:28:08,261 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 2 days, 22:46:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5166, loss_cls: 5.7596, loss: 5.7596 +2023-12-30 15:29:07,898 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 2 days, 22:45:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5202, loss_cls: 5.6946, loss: 5.6946 +2023-12-30 15:30:08,258 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 2 days, 22:44:04, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.4936, loss_cls: 5.8304, loss: 5.8304 +2023-12-30 15:31:08,853 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 2 days, 22:42:53, time: 0.606, data_time: 0.001, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5092, loss_cls: 5.7758, loss: 5.7758 +2023-12-30 15:32:09,708 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 2 days, 22:41:44, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5220, loss_cls: 5.7288, loss: 5.7288 +2023-12-30 15:33:09,802 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 2 days, 22:40:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5216, loss_cls: 5.7317, loss: 5.7317 +2023-12-30 15:34:09,641 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 2 days, 22:39:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5259, loss_cls: 5.6861, loss: 5.6861 +2023-12-30 15:35:10,037 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 2 days, 22:38:09, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5127, loss_cls: 5.7722, loss: 5.7722 +2023-12-30 15:36:11,095 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 2 days, 22:37:00, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5197, loss_cls: 5.7322, loss: 5.7322 +2023-12-30 15:37:11,429 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 2 days, 22:35:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5242, loss_cls: 5.7246, loss: 5.7246 +2023-12-30 15:38:12,048 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 2 days, 22:34:38, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5264, loss_cls: 5.7052, loss: 5.7052 +2023-12-30 15:38:42,271 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-30 15:40:36,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:40:37,264 - pyskl - INFO - +top1_acc 0.2040 +top5_acc 0.4403 +2023-12-30 15:40:37,264 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 15:40:37,313 - pyskl - INFO - +mean_acc 0.2038 +2023-12-30 15:40:37,324 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_35.pth was removed +2023-12-30 15:40:37,670 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2023-12-30 15:40:37,671 - pyskl - INFO - Best top1_acc is 0.2040 at 43 epoch. +2023-12-30 15:40:37,681 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.2040, top5_acc: 0.4403, mean_class_accuracy: 0.2038 +2023-12-30 15:44:03,813 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 2 days, 22:37:48, time: 2.061, data_time: 1.464, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5320, loss_cls: 5.6594, loss: 5.6594 +2023-12-30 15:45:03,471 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 2 days, 22:36:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5267, loss_cls: 5.6916, loss: 5.6916 +2023-12-30 15:46:03,244 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 2 days, 22:35:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5258, loss_cls: 5.7092, loss: 5.7092 +2023-12-30 15:47:03,522 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 2 days, 22:34:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5156, loss_cls: 5.7402, loss: 5.7402 +2023-12-30 15:48:03,872 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 2 days, 22:33:00, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5214, loss_cls: 5.7009, loss: 5.7009 +2023-12-30 15:49:04,066 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 2 days, 22:31:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5239, loss_cls: 5.7323, loss: 5.7323 +2023-12-30 15:50:04,437 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 2 days, 22:30:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5292, loss_cls: 5.6841, loss: 5.6841 +2023-12-30 15:51:04,852 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 2 days, 22:29:27, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5219, loss_cls: 5.7248, loss: 5.7248 +2023-12-30 15:52:04,407 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 2 days, 22:28:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5228, loss_cls: 5.7496, loss: 5.7496 +2023-12-30 15:53:04,617 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 2 days, 22:27:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5211, loss_cls: 5.7211, loss: 5.7211 +2023-12-30 15:54:04,252 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 2 days, 22:25:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5258, loss_cls: 5.7027, loss: 5.7027 +2023-12-30 15:55:04,005 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 2 days, 22:24:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5161, loss_cls: 5.7603, loss: 5.7603 +2023-12-30 15:56:04,050 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 2 days, 22:23:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5291, loss_cls: 5.7192, loss: 5.7192 +2023-12-30 15:57:04,111 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 2 days, 22:22:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5069, loss_cls: 5.7719, loss: 5.7719 +2023-12-30 15:58:03,994 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 2 days, 22:21:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5094, loss_cls: 5.7432, loss: 5.7432 +2023-12-30 15:59:04,222 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 2 days, 22:19:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5288, loss_cls: 5.6891, loss: 5.6891 +2023-12-30 16:00:04,229 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 2 days, 22:18:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5206, loss_cls: 5.7106, loss: 5.7106 +2023-12-30 16:01:04,340 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 2 days, 22:17:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5138, loss_cls: 5.7620, loss: 5.7620 +2023-12-30 16:02:04,211 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 2 days, 22:16:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5255, loss_cls: 5.7163, loss: 5.7163 +2023-12-30 16:03:04,144 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 2 days, 22:15:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5122, loss_cls: 5.7489, loss: 5.7489 +2023-12-30 16:04:04,023 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 2 days, 22:13:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5184, loss_cls: 5.7223, loss: 5.7223 +2023-12-30 16:05:03,911 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 2 days, 22:12:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5169, loss_cls: 5.7684, loss: 5.7684 +2023-12-30 16:06:04,330 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 2 days, 22:11:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5244, loss_cls: 5.7166, loss: 5.7166 +2023-12-30 16:07:04,339 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 2 days, 22:10:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5223, loss_cls: 5.7375, loss: 5.7375 +2023-12-30 16:08:04,571 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 2 days, 22:09:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5138, loss_cls: 5.7560, loss: 5.7560 +2023-12-30 16:09:05,036 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 2 days, 22:07:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5181, loss_cls: 5.7379, loss: 5.7379 +2023-12-30 16:10:05,057 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 2 days, 22:06:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5161, loss_cls: 5.7173, loss: 5.7173 +2023-12-30 16:11:05,445 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 2 days, 22:05:32, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5228, loss_cls: 5.7259, loss: 5.7259 +2023-12-30 16:12:06,003 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 2 days, 22:04:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5127, loss_cls: 5.7576, loss: 5.7576 +2023-12-30 16:13:07,273 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 2 days, 22:03:14, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5247, loss_cls: 5.7116, loss: 5.7116 +2023-12-30 16:14:07,620 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 2 days, 22:02:03, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5209, loss_cls: 5.7240, loss: 5.7240 +2023-12-30 16:15:07,436 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 2 days, 22:00:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5209, loss_cls: 5.7113, loss: 5.7113 +2023-12-30 16:16:07,491 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 2 days, 21:59:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5120, loss_cls: 5.7627, loss: 5.7627 +2023-12-30 16:17:07,541 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 2 days, 21:58:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5150, loss_cls: 5.7469, loss: 5.7469 +2023-12-30 16:18:08,320 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 2 days, 21:57:18, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5272, loss_cls: 5.7566, loss: 5.7566 +2023-12-30 16:19:08,438 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 2 days, 21:56:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5112, loss_cls: 5.7286, loss: 5.7286 +2023-12-30 16:20:08,624 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 2 days, 21:54:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5094, loss_cls: 5.7683, loss: 5.7683 +2023-12-30 16:20:38,149 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-30 16:22:34,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:22:34,820 - pyskl - INFO - +top1_acc 0.2148 +top5_acc 0.4531 +2023-12-30 16:22:34,820 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 16:22:34,852 - pyskl - INFO - +mean_acc 0.2148 +2023-12-30 16:22:34,858 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_43.pth was removed +2023-12-30 16:22:35,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-30 16:22:35,082 - pyskl - INFO - Best top1_acc is 0.2148 at 44 epoch. +2023-12-30 16:22:35,090 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.2148, top5_acc: 0.4531, mean_class_accuracy: 0.2148 +2023-12-30 16:25:56,592 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 2 days, 21:57:46, time: 2.015, data_time: 1.417, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5309, loss_cls: 5.7064, loss: 5.7064 +2023-12-30 16:26:56,392 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 2 days, 21:56:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5284, loss_cls: 5.6967, loss: 5.6967 +2023-12-30 16:27:56,301 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 2 days, 21:55:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5239, loss_cls: 5.6992, loss: 5.6992 +2023-12-30 16:28:56,243 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 2 days, 21:54:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5231, loss_cls: 5.6978, loss: 5.6978 +2023-12-30 16:29:56,643 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 2 days, 21:52:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5184, loss_cls: 5.7158, loss: 5.7158 +2023-12-30 16:30:56,863 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 2 days, 21:51:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5202, loss_cls: 5.7155, loss: 5.7155 +2023-12-30 16:31:57,645 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 2 days, 21:50:38, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5253, loss_cls: 5.7201, loss: 5.7201 +2023-12-30 16:32:58,862 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 2 days, 21:49:29, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5206, loss_cls: 5.7362, loss: 5.7362 +2023-12-30 16:33:58,894 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 2 days, 21:48:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5247, loss_cls: 5.7032, loss: 5.7032 +2023-12-30 16:34:58,982 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 2 days, 21:47:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5191, loss_cls: 5.7180, loss: 5.7180 +2023-12-30 16:35:59,178 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 2 days, 21:45:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5289, loss_cls: 5.6887, loss: 5.6887 +2023-12-30 16:36:59,283 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 2 days, 21:44:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5161, loss_cls: 5.7154, loss: 5.7154 +2023-12-30 16:37:59,489 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 2 days, 21:43:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5084, loss_cls: 5.7440, loss: 5.7440 +2023-12-30 16:38:59,413 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 2 days, 21:42:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5242, loss_cls: 5.7319, loss: 5.7319 +2023-12-30 16:39:59,612 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 2 days, 21:41:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5180, loss_cls: 5.7443, loss: 5.7443 +2023-12-30 16:40:59,688 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 2 days, 21:39:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5147, loss_cls: 5.7385, loss: 5.7385 +2023-12-30 16:41:59,462 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 2 days, 21:38:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5352, loss_cls: 5.6823, loss: 5.6823 +2023-12-30 16:42:59,399 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 2 days, 21:37:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5178, loss_cls: 5.7298, loss: 5.7298 +2023-12-30 16:43:59,183 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 2 days, 21:36:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5247, loss_cls: 5.6606, loss: 5.6606 +2023-12-30 16:44:59,110 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 2 days, 21:35:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5017, loss_cls: 5.7673, loss: 5.7673 +2023-12-30 16:45:59,224 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 2 days, 21:34:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5075, loss_cls: 5.7794, loss: 5.7794 +2023-12-30 16:46:59,980 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 2 days, 21:32:50, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5322, loss_cls: 5.6807, loss: 5.6807 +2023-12-30 16:48:00,812 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 2 days, 21:31:41, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5283, loss_cls: 5.6816, loss: 5.6816 +2023-12-30 16:49:01,536 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 2 days, 21:30:31, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5289, loss_cls: 5.7196, loss: 5.7196 +2023-12-30 16:50:02,110 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 2 days, 21:29:21, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5200, loss_cls: 5.7350, loss: 5.7350 +2023-12-30 16:51:02,763 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 2 days, 21:28:11, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5267, loss_cls: 5.7111, loss: 5.7111 +2023-12-30 16:52:02,938 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 2 days, 21:27:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5139, loss_cls: 5.7616, loss: 5.7616 +2023-12-30 16:53:03,351 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 2 days, 21:25:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5127, loss_cls: 5.7755, loss: 5.7755 +2023-12-30 16:54:03,965 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 2 days, 21:24:40, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5136, loss_cls: 5.7614, loss: 5.7614 +2023-12-30 16:55:04,942 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 2 days, 21:23:31, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5180, loss_cls: 5.7516, loss: 5.7516 +2023-12-30 16:56:05,410 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 2 days, 21:22:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5164, loss_cls: 5.7722, loss: 5.7722 +2023-12-30 16:57:05,466 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 2 days, 21:21:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5212, loss_cls: 5.7427, loss: 5.7427 +2023-12-30 16:58:05,475 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 2 days, 21:19:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5144, loss_cls: 5.7677, loss: 5.7677 +2023-12-30 16:59:05,845 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 2 days, 21:18:47, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5159, loss_cls: 5.7378, loss: 5.7378 +2023-12-30 17:00:06,440 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 2 days, 21:17:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5184, loss_cls: 5.7068, loss: 5.7068 +2023-12-30 17:01:06,365 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 2 days, 21:16:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5269, loss_cls: 5.7204, loss: 5.7204 +2023-12-30 17:02:06,746 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 2 days, 21:15:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5270, loss_cls: 5.7065, loss: 5.7065 +2023-12-30 17:02:36,815 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-30 17:04:29,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:04:30,557 - pyskl - INFO - +top1_acc 0.1710 +top5_acc 0.3936 +2023-12-30 17:04:30,557 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 17:04:30,595 - pyskl - INFO - +mean_acc 0.1708 +2023-12-30 17:04:30,604 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.1710, top5_acc: 0.3936, mean_class_accuracy: 0.1708 +2023-12-30 17:07:54,043 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 2 days, 21:18:02, time: 2.034, data_time: 1.439, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5305, loss_cls: 5.6781, loss: 5.6781 +2023-12-30 17:08:53,708 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 2 days, 21:16:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5250, loss_cls: 5.7106, loss: 5.7106 +2023-12-30 17:09:53,461 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 2 days, 21:15:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5236, loss_cls: 5.7014, loss: 5.7014 +2023-12-30 17:10:53,301 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 2 days, 21:14:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5216, loss_cls: 5.6892, loss: 5.6892 +2023-12-30 17:11:53,470 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 2 days, 21:13:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5261, loss_cls: 5.7077, loss: 5.7077 +2023-12-30 17:12:53,638 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 2 days, 21:12:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5208, loss_cls: 5.7222, loss: 5.7222 +2023-12-30 17:13:53,848 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 2 days, 21:10:52, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5273, loss_cls: 5.6978, loss: 5.6978 +2023-12-30 17:14:54,607 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 2 days, 21:09:43, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5242, loss_cls: 5.7239, loss: 5.7239 +2023-12-30 17:15:54,749 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 2 days, 21:08:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5266, loss_cls: 5.7205, loss: 5.7205 +2023-12-30 17:16:54,775 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 2 days, 21:07:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5217, loss_cls: 5.7294, loss: 5.7294 +2023-12-30 17:17:54,650 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 2 days, 21:06:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5320, loss_cls: 5.6741, loss: 5.6741 +2023-12-30 17:18:54,863 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 2 days, 21:04:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5353, loss_cls: 5.6760, loss: 5.6760 +2023-12-30 17:19:55,369 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 2 days, 21:03:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5192, loss_cls: 5.7361, loss: 5.7361 +2023-12-30 17:20:56,131 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 2 days, 21:02:38, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5156, loss_cls: 5.7218, loss: 5.7218 +2023-12-30 17:21:56,060 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 2 days, 21:01:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5345, loss_cls: 5.6777, loss: 5.6777 +2023-12-30 17:22:56,184 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 2 days, 21:00:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5212, loss_cls: 5.7214, loss: 5.7214 +2023-12-30 17:23:56,490 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 2 days, 20:59:05, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5228, loss_cls: 5.7157, loss: 5.7157 +2023-12-30 17:24:56,498 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 2 days, 20:57:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5227, loss_cls: 5.7128, loss: 5.7128 +2023-12-30 17:25:56,753 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 2 days, 20:56:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5162, loss_cls: 5.7192, loss: 5.7192 +2023-12-30 17:26:56,507 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 2 days, 20:55:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5231, loss_cls: 5.7214, loss: 5.7214 +2023-12-30 17:27:56,793 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 2 days, 20:54:21, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5158, loss_cls: 5.7618, loss: 5.7618 +2023-12-30 17:28:56,712 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 2 days, 20:53:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5138, loss_cls: 5.7595, loss: 5.7595 +2023-12-30 17:29:56,782 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 2 days, 20:51:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5181, loss_cls: 5.7614, loss: 5.7614 +2023-12-30 17:30:56,790 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 2 days, 20:50:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5247, loss_cls: 5.6960, loss: 5.6960 +2023-12-30 17:31:57,022 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 2 days, 20:49:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5308, loss_cls: 5.6854, loss: 5.6854 +2023-12-30 17:32:57,059 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 2 days, 20:48:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5133, loss_cls: 5.7436, loss: 5.7436 +2023-12-30 17:33:57,344 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 2 days, 20:47:15, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5230, loss_cls: 5.6979, loss: 5.6979 +2023-12-30 17:34:57,635 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 2 days, 20:46:05, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5219, loss_cls: 5.7230, loss: 5.7230 +2023-12-30 17:35:58,577 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 2 days, 20:44:56, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5112, loss_cls: 5.7341, loss: 5.7341 +2023-12-30 17:37:00,238 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 2 days, 20:43:48, time: 0.617, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5122, loss_cls: 5.7495, loss: 5.7495 +2023-12-30 17:38:00,705 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 2 days, 20:42:38, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5214, loss_cls: 5.7399, loss: 5.7399 +2023-12-30 17:39:00,477 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 2 days, 20:41:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5192, loss_cls: 5.7735, loss: 5.7735 +2023-12-30 17:40:00,930 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 2 days, 20:40:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5211, loss_cls: 5.7341, loss: 5.7341 +2023-12-30 17:41:01,628 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 2 days, 20:39:07, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5116, loss_cls: 5.7266, loss: 5.7266 +2023-12-30 17:42:02,371 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 2 days, 20:37:58, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5234, loss_cls: 5.7466, loss: 5.7466 +2023-12-30 17:43:02,879 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 2 days, 20:36:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5166, loss_cls: 5.7366, loss: 5.7366 +2023-12-30 17:44:03,616 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 2 days, 20:35:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5283, loss_cls: 5.7114, loss: 5.7114 +2023-12-30 17:44:33,932 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-30 17:46:30,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:46:31,449 - pyskl - INFO - +top1_acc 0.1899 +top5_acc 0.4185 +2023-12-30 17:46:31,449 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 17:46:31,488 - pyskl - INFO - +mean_acc 0.1897 +2023-12-30 17:46:31,497 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1899, top5_acc: 0.4185, mean_class_accuracy: 0.1897 +2023-12-30 17:49:52,181 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 2 days, 20:38:10, time: 2.007, data_time: 1.409, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5267, loss_cls: 5.7022, loss: 5.7022 +2023-12-30 17:50:52,400 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 2 days, 20:37:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5330, loss_cls: 5.6703, loss: 5.6703 +2023-12-30 17:51:53,463 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 2 days, 20:35:51, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5308, loss_cls: 5.6915, loss: 5.6915 +2023-12-30 17:52:53,959 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 2 days, 20:34:41, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5317, loss_cls: 5.6855, loss: 5.6855 +2023-12-30 17:53:54,200 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 2 days, 20:33:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5247, loss_cls: 5.7101, loss: 5.7101 +2023-12-30 17:54:54,718 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 2 days, 20:32:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5262, loss_cls: 5.6934, loss: 5.6934 +2023-12-30 17:55:55,721 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 2 days, 20:31:11, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5158, loss_cls: 5.7137, loss: 5.7137 +2023-12-30 17:56:56,886 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 2 days, 20:30:03, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5169, loss_cls: 5.7407, loss: 5.7407 +2023-12-30 17:57:57,321 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 2 days, 20:28:53, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5250, loss_cls: 5.6943, loss: 5.6943 +2023-12-30 17:58:57,818 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 2 days, 20:27:43, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5166, loss_cls: 5.7437, loss: 5.7437 +2023-12-30 17:59:58,123 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 2 days, 20:26:32, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.5019, loss_cls: 5.8055, loss: 5.8055 +2023-12-30 18:00:58,436 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 2 days, 20:25:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5336, loss_cls: 5.6663, loss: 5.6663 +2023-12-30 18:01:59,247 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 2 days, 20:24:13, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5281, loss_cls: 5.6845, loss: 5.6845 +2023-12-30 18:03:00,243 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 2 days, 20:23:04, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5270, loss_cls: 5.7124, loss: 5.7124 +2023-12-30 18:04:00,695 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 2 days, 20:21:54, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5325, loss_cls: 5.6621, loss: 5.6621 +2023-12-30 18:05:01,531 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 2 days, 20:20:45, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5189, loss_cls: 5.7215, loss: 5.7215 +2023-12-30 18:06:01,615 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 2 days, 20:19:34, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5261, loss_cls: 5.6984, loss: 5.6984 +2023-12-30 18:07:01,688 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 2 days, 20:18:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5219, loss_cls: 5.7095, loss: 5.7095 +2023-12-30 18:08:01,630 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 2 days, 20:17:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5261, loss_cls: 5.6904, loss: 5.6904 +2023-12-30 18:09:01,461 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 2 days, 20:16:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5108, loss_cls: 5.7620, loss: 5.7620 +2023-12-30 18:10:01,362 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 2 days, 20:14:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5202, loss_cls: 5.7299, loss: 5.7299 +2023-12-30 18:11:01,136 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 2 days, 20:13:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5223, loss_cls: 5.7072, loss: 5.7072 +2023-12-30 18:12:00,783 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 2 days, 20:12:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5117, loss_cls: 5.7423, loss: 5.7423 +2023-12-30 18:13:00,563 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 2 days, 20:11:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5300, loss_cls: 5.6893, loss: 5.6893 +2023-12-30 18:14:00,751 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 2 days, 20:10:04, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5236, loss_cls: 5.7327, loss: 5.7327 +2023-12-30 18:15:01,546 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 2 days, 20:08:55, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5203, loss_cls: 5.7310, loss: 5.7310 +2023-12-30 18:16:02,490 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 2 days, 20:07:46, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5230, loss_cls: 5.7253, loss: 5.7253 +2023-12-30 18:17:03,406 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 2 days, 20:06:37, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5216, loss_cls: 5.7062, loss: 5.7062 +2023-12-30 18:18:03,926 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 2 days, 20:05:27, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5123, loss_cls: 5.7431, loss: 5.7431 +2023-12-30 18:19:04,878 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 2 days, 20:04:19, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5228, loss_cls: 5.7099, loss: 5.7099 +2023-12-30 18:20:05,321 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 2 days, 20:03:09, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5097, loss_cls: 5.7636, loss: 5.7636 +2023-12-30 18:21:05,135 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 2 days, 20:01:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5288, loss_cls: 5.7022, loss: 5.7022 +2023-12-30 18:22:05,091 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 2 days, 20:00:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5195, loss_cls: 5.7269, loss: 5.7269 +2023-12-30 18:23:05,301 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 2 days, 19:59:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5173, loss_cls: 5.7396, loss: 5.7396 +2023-12-30 18:24:05,951 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 2 days, 19:58:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5233, loss_cls: 5.7096, loss: 5.7096 +2023-12-30 18:25:06,063 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 2 days, 19:57:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5325, loss_cls: 5.6927, loss: 5.6927 +2023-12-30 18:26:06,828 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 2 days, 19:56:07, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5173, loss_cls: 5.7197, loss: 5.7197 +2023-12-30 18:26:36,947 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-30 18:28:31,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:28:32,446 - pyskl - INFO - +top1_acc 0.2066 +top5_acc 0.4314 +2023-12-30 18:28:32,446 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 18:28:32,483 - pyskl - INFO - +mean_acc 0.2065 +2023-12-30 18:28:32,492 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.2066, top5_acc: 0.4314, mean_class_accuracy: 0.2065 +2023-12-30 18:31:59,199 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 2 days, 19:58:45, time: 2.067, data_time: 1.469, memory: 16180, top1_acc: 0.2759, top5_acc: 0.5378, loss_cls: 5.6407, loss: 5.6407 +2023-12-30 18:32:58,791 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 2 days, 19:57:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5173, loss_cls: 5.7180, loss: 5.7180 +2023-12-30 18:33:59,028 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 2 days, 19:56:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2709, top5_acc: 0.5252, loss_cls: 5.6947, loss: 5.6947 +2023-12-30 18:34:58,844 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 2 days, 19:55:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5303, loss_cls: 5.6824, loss: 5.6824 +2023-12-30 18:35:58,707 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 2 days, 19:54:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5162, loss_cls: 5.7748, loss: 5.7748 +2023-12-30 18:36:58,641 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 2 days, 19:52:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5250, loss_cls: 5.6859, loss: 5.6859 +2023-12-30 18:37:59,111 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 2 days, 19:51:39, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5292, loss_cls: 5.6869, loss: 5.6869 +2023-12-30 18:38:59,566 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 2 days, 19:50:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5300, loss_cls: 5.6812, loss: 5.6812 +2023-12-30 18:39:59,933 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 2 days, 19:49:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5178, loss_cls: 5.7038, loss: 5.7038 +2023-12-30 18:40:59,734 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 2 days, 19:48:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5330, loss_cls: 5.6957, loss: 5.6957 +2023-12-30 18:41:59,679 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 2 days, 19:46:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5273, loss_cls: 5.7024, loss: 5.7024 +2023-12-30 18:42:59,782 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 2 days, 19:45:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5208, loss_cls: 5.7235, loss: 5.7235 +2023-12-30 18:43:59,595 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 2 days, 19:44:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5305, loss_cls: 5.7019, loss: 5.7019 +2023-12-30 18:44:59,467 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 2 days, 19:43:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5184, loss_cls: 5.7346, loss: 5.7346 +2023-12-30 18:45:59,632 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 2 days, 19:42:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5198, loss_cls: 5.7176, loss: 5.7176 +2023-12-30 18:46:59,552 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 2 days, 19:41:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5231, loss_cls: 5.7039, loss: 5.7039 +2023-12-30 18:47:59,588 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 2 days, 19:39:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5198, loss_cls: 5.7334, loss: 5.7334 +2023-12-30 18:48:59,765 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 2 days, 19:38:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5328, loss_cls: 5.6892, loss: 5.6892 +2023-12-30 18:49:59,617 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 2 days, 19:37:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5238, loss_cls: 5.6952, loss: 5.6952 +2023-12-30 18:50:59,661 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 2 days, 19:36:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5197, loss_cls: 5.7468, loss: 5.7468 +2023-12-30 18:52:00,419 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 2 days, 19:35:10, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5161, loss_cls: 5.7503, loss: 5.7503 +2023-12-30 18:53:01,087 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 2 days, 19:34:01, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5311, loss_cls: 5.7183, loss: 5.7183 +2023-12-30 18:54:01,433 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 2 days, 19:32:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5195, loss_cls: 5.7241, loss: 5.7241 +2023-12-30 18:55:01,406 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 2 days, 19:31:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5258, loss_cls: 5.6913, loss: 5.6913 +2023-12-30 18:56:01,341 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 2 days, 19:30:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5116, loss_cls: 5.7414, loss: 5.7414 +2023-12-30 18:57:01,360 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 2 days, 19:29:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5219, loss_cls: 5.7119, loss: 5.7119 +2023-12-30 18:58:01,345 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 2 days, 19:28:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5141, loss_cls: 5.7378, loss: 5.7378 +2023-12-30 18:59:01,638 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 2 days, 19:26:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5158, loss_cls: 5.7354, loss: 5.7354 +2023-12-30 19:00:03,190 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 2 days, 19:25:50, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5206, loss_cls: 5.7401, loss: 5.7401 +2023-12-30 19:01:04,012 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 2 days, 19:24:41, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5220, loss_cls: 5.7031, loss: 5.7031 +2023-12-30 19:02:04,194 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 2 days, 19:23:31, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5361, loss_cls: 5.6796, loss: 5.6796 +2023-12-30 19:03:04,875 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 2 days, 19:22:22, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5152, loss_cls: 5.7039, loss: 5.7039 +2023-12-30 19:04:05,011 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 2 days, 19:21:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5267, loss_cls: 5.7066, loss: 5.7066 +2023-12-30 19:05:05,680 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 2 days, 19:20:02, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5244, loss_cls: 5.7233, loss: 5.7233 +2023-12-30 19:06:06,140 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 2 days, 19:18:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5305, loss_cls: 5.6717, loss: 5.6717 +2023-12-30 19:07:06,206 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 2 days, 19:17:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5339, loss_cls: 5.6894, loss: 5.6894 +2023-12-30 19:08:07,195 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 2 days, 19:16:34, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5208, loss_cls: 5.6978, loss: 5.6978 +2023-12-30 19:08:37,358 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-30 19:10:33,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:10:34,505 - pyskl - INFO - +top1_acc 0.1846 +top5_acc 0.4049 +2023-12-30 19:10:34,505 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:10:34,546 - pyskl - INFO - +mean_acc 0.1846 +2023-12-30 19:10:34,556 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.1846, top5_acc: 0.4049, mean_class_accuracy: 0.1846 +2023-12-30 19:13:59,466 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 2 days, 19:19:00, time: 2.049, data_time: 1.455, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5344, loss_cls: 5.6480, loss: 5.6480 +2023-12-30 19:14:59,308 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 2 days, 19:17:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5277, loss_cls: 5.6776, loss: 5.6776 +2023-12-30 19:15:59,213 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 2 days, 19:16:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5312, loss_cls: 5.6747, loss: 5.6747 +2023-12-30 19:16:59,211 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 2 days, 19:15:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5266, loss_cls: 5.6941, loss: 5.6941 +2023-12-30 19:17:59,234 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 2 days, 19:14:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5194, loss_cls: 5.7419, loss: 5.7419 +2023-12-30 19:18:58,984 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 2 days, 19:13:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5288, loss_cls: 5.6540, loss: 5.6540 +2023-12-30 19:19:59,020 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 2 days, 19:11:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5355, loss_cls: 5.6290, loss: 5.6290 +2023-12-30 19:21:00,114 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 2 days, 19:10:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5205, loss_cls: 5.7337, loss: 5.7337 +2023-12-30 19:22:00,350 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 2 days, 19:09:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5292, loss_cls: 5.7146, loss: 5.7146 +2023-12-30 19:23:00,091 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 2 days, 19:08:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5277, loss_cls: 5.7063, loss: 5.7063 +2023-12-30 19:24:00,032 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 2 days, 19:07:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5320, loss_cls: 5.7042, loss: 5.7042 +2023-12-30 19:25:00,046 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 2 days, 19:06:04, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5280, loss_cls: 5.6906, loss: 5.6906 +2023-12-30 19:26:00,045 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 2 days, 19:04:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5208, loss_cls: 5.7106, loss: 5.7106 +2023-12-30 19:26:59,848 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 2 days, 19:03:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5180, loss_cls: 5.7178, loss: 5.7178 +2023-12-30 19:27:59,891 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 2 days, 19:02:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5234, loss_cls: 5.7169, loss: 5.7169 +2023-12-30 19:28:59,620 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 2 days, 19:01:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5186, loss_cls: 5.6873, loss: 5.6873 +2023-12-30 19:29:59,262 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 2 days, 19:00:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5341, loss_cls: 5.6843, loss: 5.6843 +2023-12-30 19:30:59,509 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 2 days, 18:58:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5216, loss_cls: 5.7372, loss: 5.7372 +2023-12-30 19:32:00,628 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 2 days, 18:57:51, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5288, loss_cls: 5.7050, loss: 5.7050 +2023-12-30 19:33:01,192 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 2 days, 18:56:41, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5275, loss_cls: 5.6977, loss: 5.6977 +2023-12-30 19:34:01,213 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 2 days, 18:55:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5258, loss_cls: 5.6967, loss: 5.6967 +2023-12-30 19:35:01,000 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 2 days, 18:54:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5341, loss_cls: 5.6886, loss: 5.6886 +2023-12-30 19:36:01,534 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 2 days, 18:53:11, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5109, loss_cls: 5.7872, loss: 5.7872 +2023-12-30 19:37:02,292 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 2 days, 18:52:02, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5248, loss_cls: 5.6938, loss: 5.6938 +2023-12-30 19:38:03,353 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 2 days, 18:50:53, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5320, loss_cls: 5.6765, loss: 5.6765 +2023-12-30 19:39:03,861 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 2 days, 18:49:44, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5317, loss_cls: 5.6637, loss: 5.6637 +2023-12-30 19:40:03,990 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 2 days, 18:48:34, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5286, loss_cls: 5.6615, loss: 5.6615 +2023-12-30 19:41:04,633 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 2 days, 18:47:25, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5212, loss_cls: 5.7291, loss: 5.7291 +2023-12-30 19:42:05,656 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 2 days, 18:46:16, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5294, loss_cls: 5.6994, loss: 5.6994 +2023-12-30 19:43:06,454 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 2 days, 18:45:08, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5233, loss_cls: 5.7139, loss: 5.7139 +2023-12-30 19:44:07,042 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 2 days, 18:43:58, time: 0.606, data_time: 0.001, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5131, loss_cls: 5.7652, loss: 5.7652 +2023-12-30 19:45:06,855 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 2 days, 18:42:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5306, loss_cls: 5.6994, loss: 5.6994 +2023-12-30 19:46:07,061 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 2 days, 18:41:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5170, loss_cls: 5.7108, loss: 5.7108 +2023-12-30 19:47:07,073 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 2 days, 18:40:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5266, loss_cls: 5.6874, loss: 5.6874 +2023-12-30 19:48:07,590 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 2 days, 18:39:18, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5261, loss_cls: 5.6905, loss: 5.6905 +2023-12-30 19:49:07,384 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 2 days, 18:38:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5267, loss_cls: 5.6942, loss: 5.6942 +2023-12-30 19:50:08,265 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 2 days, 18:36:59, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5214, loss_cls: 5.7157, loss: 5.7157 +2023-12-30 19:50:38,377 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-30 19:52:36,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:52:37,517 - pyskl - INFO - +top1_acc 0.1990 +top5_acc 0.4316 +2023-12-30 19:52:37,517 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:52:37,553 - pyskl - INFO - +mean_acc 0.1990 +2023-12-30 19:52:37,563 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1990, top5_acc: 0.4316, mean_class_accuracy: 0.1990 +2023-12-30 19:56:08,757 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 2 days, 18:39:31, time: 2.112, data_time: 1.513, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5291, loss_cls: 5.6757, loss: 5.6757 +2023-12-30 19:57:08,518 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 2 days, 18:38:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5347, loss_cls: 5.6379, loss: 5.6379 +2023-12-30 19:58:08,195 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 2 days, 18:37:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5355, loss_cls: 5.6763, loss: 5.6763 +2023-12-30 19:59:07,851 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 2 days, 18:35:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5336, loss_cls: 5.6866, loss: 5.6866 +2023-12-30 20:00:07,723 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 2 days, 18:34:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5291, loss_cls: 5.6348, loss: 5.6348 +2023-12-30 20:01:07,838 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 2 days, 18:33:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5303, loss_cls: 5.6619, loss: 5.6619 +2023-12-30 20:02:07,854 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 2 days, 18:32:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5128, loss_cls: 5.7328, loss: 5.7328 +2023-12-30 20:03:08,379 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 2 days, 18:31:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5214, loss_cls: 5.7105, loss: 5.7105 +2023-12-30 20:04:09,671 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 2 days, 18:30:09, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5294, loss_cls: 5.6847, loss: 5.6847 +2023-12-30 20:05:09,925 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 2 days, 18:28:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5319, loss_cls: 5.6786, loss: 5.6786 +2023-12-30 20:06:09,998 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 2 days, 18:27:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5280, loss_cls: 5.7152, loss: 5.7152 +2023-12-30 20:07:10,010 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 2 days, 18:26:38, time: 0.600, data_time: 0.001, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5297, loss_cls: 5.6783, loss: 5.6783 +2023-12-30 20:08:09,787 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 2 days, 18:25:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5119, loss_cls: 5.7572, loss: 5.7572 +2023-12-30 20:09:09,740 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 2 days, 18:24:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5314, loss_cls: 5.6493, loss: 5.6493 +2023-12-30 20:10:10,161 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 2 days, 18:23:07, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5178, loss_cls: 5.7260, loss: 5.7260 +2023-12-30 20:11:09,743 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 2 days, 18:21:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5289, loss_cls: 5.6881, loss: 5.6881 +2023-12-30 20:12:09,363 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 2 days, 18:20:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5333, loss_cls: 5.6847, loss: 5.6847 +2023-12-30 20:13:09,314 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 2 days, 18:19:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5173, loss_cls: 5.7078, loss: 5.7078 +2023-12-30 20:14:09,006 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 2 days, 18:18:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5336, loss_cls: 5.6476, loss: 5.6476 +2023-12-30 20:15:08,575 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 2 days, 18:17:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5120, loss_cls: 5.7409, loss: 5.7409 +2023-12-30 20:16:08,388 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 2 days, 18:16:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5269, loss_cls: 5.6910, loss: 5.6910 +2023-12-30 20:17:08,366 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 2 days, 18:14:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5277, loss_cls: 5.6990, loss: 5.6990 +2023-12-30 20:18:08,094 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 2 days, 18:13:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5317, loss_cls: 5.6733, loss: 5.6733 +2023-12-30 20:19:08,470 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 2 days, 18:12:31, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5288, loss_cls: 5.7043, loss: 5.7043 +2023-12-30 20:20:09,126 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 2 days, 18:11:22, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5250, loss_cls: 5.6874, loss: 5.6874 +2023-12-30 20:21:10,032 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 2 days, 18:10:13, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5167, loss_cls: 5.7594, loss: 5.7594 +2023-12-30 20:22:10,914 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 2 days, 18:09:05, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5286, loss_cls: 5.6863, loss: 5.6863 +2023-12-30 20:23:11,588 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 2 days, 18:07:56, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5144, loss_cls: 5.7275, loss: 5.7275 +2023-12-30 20:24:12,748 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 2 days, 18:06:48, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5166, loss_cls: 5.7250, loss: 5.7250 +2023-12-30 20:25:12,880 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 2 days, 18:05:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5277, loss_cls: 5.6893, loss: 5.6893 +2023-12-30 20:26:12,818 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 2 days, 18:04:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5291, loss_cls: 5.6935, loss: 5.6935 +2023-12-30 20:27:12,953 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 2 days, 18:03:18, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5164, loss_cls: 5.7303, loss: 5.7303 +2023-12-30 20:28:13,318 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 2 days, 18:02:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5378, loss_cls: 5.6559, loss: 5.6559 +2023-12-30 20:29:13,831 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 2 days, 18:00:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5142, loss_cls: 5.7266, loss: 5.7266 +2023-12-30 20:30:15,148 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 2 days, 17:59:52, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5292, loss_cls: 5.6866, loss: 5.6866 +2023-12-30 20:31:15,816 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 2 days, 17:58:43, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5361, loss_cls: 5.6549, loss: 5.6549 +2023-12-30 20:32:16,419 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 2 days, 17:57:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5253, loss_cls: 5.7080, loss: 5.7080 +2023-12-30 20:32:46,512 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-30 20:34:41,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:34:43,024 - pyskl - INFO - +top1_acc 0.1915 +top5_acc 0.4239 +2023-12-30 20:34:43,025 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 20:34:43,068 - pyskl - INFO - +mean_acc 0.1914 +2023-12-30 20:34:43,090 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.1915, top5_acc: 0.4239, mean_class_accuracy: 0.1914 +2023-12-30 20:38:11,935 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 2 days, 17:59:54, time: 2.088, data_time: 1.492, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5364, loss_cls: 5.6167, loss: 5.6167 +2023-12-30 20:39:11,910 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 2 days, 17:58:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5316, loss_cls: 5.6853, loss: 5.6853 +2023-12-30 20:40:11,819 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 2 days, 17:57:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5389, loss_cls: 5.6288, loss: 5.6288 +2023-12-30 20:41:11,655 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 2 days, 17:56:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5353, loss_cls: 5.6506, loss: 5.6506 +2023-12-30 20:42:11,434 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 2 days, 17:55:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2733, top5_acc: 0.5319, loss_cls: 5.6555, loss: 5.6555 +2023-12-30 20:43:11,414 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 2 days, 17:54:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5344, loss_cls: 5.6625, loss: 5.6625 +2023-12-30 20:44:11,182 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 2 days, 17:52:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5250, loss_cls: 5.6989, loss: 5.6989 +2023-12-30 20:45:11,564 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 2 days, 17:51:41, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5286, loss_cls: 5.6910, loss: 5.6910 +2023-12-30 20:46:13,331 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 2 days, 17:50:34, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5255, loss_cls: 5.7067, loss: 5.7067 +2023-12-30 20:47:13,314 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 2 days, 17:49:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5284, loss_cls: 5.6738, loss: 5.6738 +2023-12-30 20:48:12,860 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 2 days, 17:48:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5247, loss_cls: 5.6627, loss: 5.6627 +2023-12-30 20:49:12,991 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 2 days, 17:47:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5220, loss_cls: 5.7211, loss: 5.7211 +2023-12-30 20:50:12,794 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 2 days, 17:45:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5130, loss_cls: 5.7577, loss: 5.7577 +2023-12-30 20:51:12,595 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 2 days, 17:44:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5194, loss_cls: 5.7357, loss: 5.7357 +2023-12-30 20:52:12,322 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 2 days, 17:43:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5300, loss_cls: 5.6990, loss: 5.6990 +2023-12-30 20:53:12,397 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 2 days, 17:42:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5205, loss_cls: 5.7226, loss: 5.7226 +2023-12-30 20:54:12,257 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 2 days, 17:41:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5186, loss_cls: 5.7189, loss: 5.7189 +2023-12-30 20:55:12,236 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 2 days, 17:40:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5255, loss_cls: 5.7135, loss: 5.7135 +2023-12-30 20:56:13,321 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 2 days, 17:38:52, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5413, loss_cls: 5.6418, loss: 5.6418 +2023-12-30 20:57:13,479 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 2 days, 17:37:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5275, loss_cls: 5.7000, loss: 5.7000 +2023-12-30 20:58:13,715 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 2 days, 17:36:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5291, loss_cls: 5.6904, loss: 5.6904 +2023-12-30 20:59:13,754 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 2 days, 17:35:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5356, loss_cls: 5.6579, loss: 5.6579 +2023-12-30 21:00:13,463 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 2 days, 17:34:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5291, loss_cls: 5.6965, loss: 5.6965 +2023-12-30 21:01:13,387 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 2 days, 17:33:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5292, loss_cls: 5.6881, loss: 5.6881 +2023-12-30 21:02:13,332 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 2 days, 17:31:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5219, loss_cls: 5.6937, loss: 5.6937 +2023-12-30 21:03:13,154 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 2 days, 17:30:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5272, loss_cls: 5.7038, loss: 5.7038 +2023-12-30 21:04:13,106 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 2 days, 17:29:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5255, loss_cls: 5.7017, loss: 5.7017 +2023-12-30 21:05:14,746 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 2 days, 17:28:24, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5220, loss_cls: 5.7286, loss: 5.7286 +2023-12-30 21:06:16,114 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 2 days, 17:27:17, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5330, loss_cls: 5.6726, loss: 5.6726 +2023-12-30 21:07:16,318 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 2 days, 17:26:07, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5303, loss_cls: 5.6551, loss: 5.6551 +2023-12-30 21:08:16,218 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 2 days, 17:24:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2789, top5_acc: 0.5328, loss_cls: 5.6672, loss: 5.6672 +2023-12-30 21:09:15,869 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 2 days, 17:23:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5266, loss_cls: 5.7074, loss: 5.7074 +2023-12-30 21:10:15,730 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 2 days, 17:22:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5327, loss_cls: 5.6655, loss: 5.6655 +2023-12-30 21:11:15,686 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 2 days, 17:21:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5222, loss_cls: 5.7062, loss: 5.7062 +2023-12-30 21:12:15,749 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 2 days, 17:20:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5219, loss_cls: 5.6868, loss: 5.6868 +2023-12-30 21:13:15,745 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 2 days, 17:19:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5387, loss_cls: 5.6612, loss: 5.6612 +2023-12-30 21:14:16,117 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 2 days, 17:17:57, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5312, loss_cls: 5.6695, loss: 5.6695 +2023-12-30 21:14:46,364 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-30 21:16:42,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:16:43,191 - pyskl - INFO - +top1_acc 0.1804 +top5_acc 0.4033 +2023-12-30 21:16:43,191 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:16:43,233 - pyskl - INFO - +mean_acc 0.1801 +2023-12-30 21:16:43,244 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.1804, top5_acc: 0.4033, mean_class_accuracy: 0.1801 +2023-12-30 21:20:06,456 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 2 days, 17:19:59, time: 2.032, data_time: 1.434, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5303, loss_cls: 5.6578, loss: 5.6578 +2023-12-30 21:21:06,329 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 2 days, 17:18:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5358, loss_cls: 5.6410, loss: 5.6410 +2023-12-30 21:22:06,390 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 2 days, 17:17:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5375, loss_cls: 5.6531, loss: 5.6531 +2023-12-30 21:23:06,819 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 2 days, 17:16:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5297, loss_cls: 5.6736, loss: 5.6736 +2023-12-30 21:24:06,892 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 2 days, 17:15:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5262, loss_cls: 5.7168, loss: 5.7168 +2023-12-30 21:25:06,793 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 2 days, 17:14:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5405, loss_cls: 5.6437, loss: 5.6437 +2023-12-30 21:26:06,735 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 2 days, 17:12:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5417, loss_cls: 5.6401, loss: 5.6401 +2023-12-30 21:27:07,436 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 2 days, 17:11:51, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5275, loss_cls: 5.6715, loss: 5.6715 +2023-12-30 21:28:08,980 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 2 days, 17:10:44, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5286, loss_cls: 5.6892, loss: 5.6892 +2023-12-30 21:29:09,202 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 2 days, 17:09:34, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5262, loss_cls: 5.6759, loss: 5.6759 +2023-12-30 21:30:09,251 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 2 days, 17:08:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5227, loss_cls: 5.7095, loss: 5.7095 +2023-12-30 21:31:09,426 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 2 days, 17:07:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5239, loss_cls: 5.6907, loss: 5.6907 +2023-12-30 21:32:09,261 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 2 days, 17:06:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5266, loss_cls: 5.6966, loss: 5.6966 +2023-12-30 21:33:08,961 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 2 days, 17:04:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5311, loss_cls: 5.6701, loss: 5.6701 +2023-12-30 21:34:08,724 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 2 days, 17:03:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2709, top5_acc: 0.5383, loss_cls: 5.6526, loss: 5.6526 +2023-12-30 21:35:08,607 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 2 days, 17:02:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5272, loss_cls: 5.6777, loss: 5.6777 +2023-12-30 21:36:08,302 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 2 days, 17:01:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5192, loss_cls: 5.7283, loss: 5.7283 +2023-12-30 21:37:07,987 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 2 days, 17:00:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5370, loss_cls: 5.6517, loss: 5.6517 +2023-12-30 21:38:08,148 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 2 days, 16:59:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5269, loss_cls: 5.7086, loss: 5.7086 +2023-12-30 21:39:08,900 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 2 days, 16:57:54, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5356, loss_cls: 5.5993, loss: 5.5993 +2023-12-30 21:40:09,134 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 2 days, 16:56:44, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5262, loss_cls: 5.6749, loss: 5.6749 +2023-12-30 21:41:09,023 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 2 days, 16:55:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5275, loss_cls: 5.6501, loss: 5.6501 +2023-12-30 21:42:08,772 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 2 days, 16:54:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5336, loss_cls: 5.6273, loss: 5.6273 +2023-12-30 21:43:09,421 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 2 days, 16:53:15, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5356, loss_cls: 5.6478, loss: 5.6478 +2023-12-30 21:44:09,328 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 2 days, 16:52:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5258, loss_cls: 5.6943, loss: 5.6943 +2023-12-30 21:45:09,259 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 2 days, 16:50:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5161, loss_cls: 5.7417, loss: 5.7417 +2023-12-30 21:46:09,354 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 2 days, 16:49:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5425, loss_cls: 5.6663, loss: 5.6663 +2023-12-30 21:47:10,960 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 2 days, 16:48:39, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5222, loss_cls: 5.7095, loss: 5.7095 +2023-12-30 21:48:11,765 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 2 days, 16:47:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5320, loss_cls: 5.7027, loss: 5.7027 +2023-12-30 21:49:12,071 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 2 days, 16:46:21, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5270, loss_cls: 5.6942, loss: 5.6942 +2023-12-30 21:50:12,104 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 2 days, 16:45:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5233, loss_cls: 5.6847, loss: 5.6847 +2023-12-30 21:51:12,115 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 2 days, 16:44:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5202, loss_cls: 5.6948, loss: 5.6948 +2023-12-30 21:52:12,167 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 2 days, 16:42:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5231, loss_cls: 5.7315, loss: 5.7315 +2023-12-30 21:53:12,506 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 2 days, 16:41:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5275, loss_cls: 5.6756, loss: 5.6756 +2023-12-30 21:54:13,332 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 2 days, 16:40:35, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5267, loss_cls: 5.6798, loss: 5.6798 +2023-12-30 21:55:13,765 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 2 days, 16:39:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5227, loss_cls: 5.6894, loss: 5.6894 +2023-12-30 21:56:14,550 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 2 days, 16:38:17, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5244, loss_cls: 5.7106, loss: 5.7106 +2023-12-30 21:56:44,361 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-30 21:58:39,500 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:58:40,332 - pyskl - INFO - +top1_acc 0.1936 +top5_acc 0.4270 +2023-12-30 21:58:40,332 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:58:40,366 - pyskl - INFO - +mean_acc 0.1934 +2023-12-30 21:58:40,375 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.1936, top5_acc: 0.4270, mean_class_accuracy: 0.1934 +2023-12-30 22:02:04,568 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 2 days, 16:40:15, time: 2.042, data_time: 1.445, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5419, loss_cls: 5.6145, loss: 5.6145 +2023-12-30 22:03:04,241 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 2 days, 16:39:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5389, loss_cls: 5.6110, loss: 5.6110 +2023-12-30 22:04:04,347 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 2 days, 16:37:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5314, loss_cls: 5.6651, loss: 5.6651 +2023-12-30 22:05:04,941 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 2 days, 16:36:46, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5244, loss_cls: 5.7143, loss: 5.7143 +2023-12-30 22:06:05,206 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 2 days, 16:35:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5423, loss_cls: 5.6094, loss: 5.6094 +2023-12-30 22:07:05,023 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 2 days, 16:34:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5230, loss_cls: 5.6977, loss: 5.6977 +2023-12-30 22:08:04,747 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 2 days, 16:33:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5378, loss_cls: 5.6472, loss: 5.6472 +2023-12-30 22:09:04,724 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 2 days, 16:32:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5288, loss_cls: 5.6619, loss: 5.6619 +2023-12-30 22:10:05,298 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 2 days, 16:30:57, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5178, loss_cls: 5.7295, loss: 5.7295 +2023-12-30 22:11:06,010 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 2 days, 16:29:49, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5244, loss_cls: 5.7001, loss: 5.7001 +2023-12-30 22:12:06,116 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 2 days, 16:28:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5277, loss_cls: 5.6898, loss: 5.6898 +2023-12-30 22:13:06,377 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 2 days, 16:27:30, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5261, loss_cls: 5.7049, loss: 5.7049 +2023-12-30 22:14:06,478 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 2 days, 16:26:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5334, loss_cls: 5.6562, loss: 5.6562 +2023-12-30 22:15:06,237 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 2 days, 16:25:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5252, loss_cls: 5.6969, loss: 5.6969 +2023-12-30 22:16:05,783 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 2 days, 16:24:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5342, loss_cls: 5.6434, loss: 5.6434 +2023-12-30 22:17:05,692 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 2 days, 16:22:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5370, loss_cls: 5.6640, loss: 5.6640 +2023-12-30 22:18:05,441 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 2 days, 16:21:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5286, loss_cls: 5.6867, loss: 5.6867 +2023-12-30 22:19:05,249 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 2 days, 16:20:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5312, loss_cls: 5.6559, loss: 5.6559 +2023-12-30 22:20:05,406 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 2 days, 16:19:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5334, loss_cls: 5.6782, loss: 5.6782 +2023-12-30 22:21:05,132 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 2 days, 16:18:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5208, loss_cls: 5.7257, loss: 5.7257 +2023-12-30 22:22:04,859 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 2 days, 16:16:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5378, loss_cls: 5.6680, loss: 5.6680 +2023-12-30 22:23:04,991 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 2 days, 16:15:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5258, loss_cls: 5.7160, loss: 5.7160 +2023-12-30 22:24:05,315 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 2 days, 16:14:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5347, loss_cls: 5.6492, loss: 5.6492 +2023-12-30 22:25:05,346 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 2 days, 16:13:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5203, loss_cls: 5.7152, loss: 5.7152 +2023-12-30 22:26:05,593 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 2 days, 16:12:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5291, loss_cls: 5.6917, loss: 5.6917 +2023-12-30 22:27:05,693 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 2 days, 16:11:13, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5312, loss_cls: 5.6838, loss: 5.6838 +2023-12-30 22:28:05,901 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 2 days, 16:10:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5350, loss_cls: 5.6515, loss: 5.6515 +2023-12-30 22:29:06,863 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 2 days, 16:08:55, time: 0.610, data_time: 0.001, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5398, loss_cls: 5.6391, loss: 5.6391 +2023-12-30 22:30:07,156 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 2 days, 16:07:46, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5406, loss_cls: 5.6363, loss: 5.6363 +2023-12-30 22:31:06,954 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 2 days, 16:06:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5328, loss_cls: 5.6716, loss: 5.6716 +2023-12-30 22:32:07,113 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 2 days, 16:05:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5270, loss_cls: 5.6642, loss: 5.6642 +2023-12-30 22:33:06,525 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 2 days, 16:04:16, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5286, loss_cls: 5.6685, loss: 5.6685 +2023-12-30 22:34:06,316 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 2 days, 16:03:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5244, loss_cls: 5.7006, loss: 5.7006 +2023-12-30 22:35:06,785 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 2 days, 16:01:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5367, loss_cls: 5.6670, loss: 5.6670 +2023-12-30 22:36:07,967 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 2 days, 16:00:50, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5320, loss_cls: 5.6566, loss: 5.6566 +2023-12-30 22:37:08,216 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 2 days, 15:59:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5322, loss_cls: 5.7032, loss: 5.7032 +2023-12-30 22:38:08,430 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 2 days, 15:58:32, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5392, loss_cls: 5.6711, loss: 5.6711 +2023-12-30 22:38:38,724 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-30 22:40:36,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 22:40:37,400 - pyskl - INFO - +top1_acc 0.2106 +top5_acc 0.4425 +2023-12-30 22:40:37,400 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 22:40:37,439 - pyskl - INFO - +mean_acc 0.2102 +2023-12-30 22:40:37,448 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2106, top5_acc: 0.4425, mean_class_accuracy: 0.2102 +2023-12-30 22:43:59,979 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 2 days, 16:00:20, time: 2.025, data_time: 1.429, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5466, loss_cls: 5.6337, loss: 5.6337 +2023-12-30 22:44:59,499 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 2 days, 15:59:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5539, loss_cls: 5.5856, loss: 5.5856 +2023-12-30 22:45:59,379 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 2 days, 15:58:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5334, loss_cls: 5.6574, loss: 5.6574 +2023-12-30 22:46:59,090 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 2 days, 15:56:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5352, loss_cls: 5.6406, loss: 5.6406 +2023-12-30 22:47:59,065 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 2 days, 15:55:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5344, loss_cls: 5.6505, loss: 5.6505 +2023-12-30 22:48:59,234 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 2 days, 15:54:31, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5369, loss_cls: 5.6429, loss: 5.6429 +2023-12-30 22:49:59,116 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 2 days, 15:53:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5342, loss_cls: 5.6619, loss: 5.6619 +2023-12-30 22:50:59,769 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 2 days, 15:52:12, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5383, loss_cls: 5.6284, loss: 5.6284 +2023-12-30 22:52:00,141 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 2 days, 15:51:03, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5328, loss_cls: 5.6332, loss: 5.6332 +2023-12-30 22:53:01,088 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 2 days, 15:49:55, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5272, loss_cls: 5.6849, loss: 5.6849 +2023-12-30 22:54:00,868 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 2 days, 15:48:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5334, loss_cls: 5.6434, loss: 5.6434 +2023-12-30 22:55:00,581 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 2 days, 15:47:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5300, loss_cls: 5.6542, loss: 5.6542 +2023-12-30 22:56:00,283 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 2 days, 15:46:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5394, loss_cls: 5.6673, loss: 5.6673 +2023-12-30 22:57:00,106 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 2 days, 15:45:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5197, loss_cls: 5.7144, loss: 5.7144 +2023-12-30 22:58:00,239 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 2 days, 15:44:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5400, loss_cls: 5.6634, loss: 5.6634 +2023-12-30 22:58:59,799 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 2 days, 15:42:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5223, loss_cls: 5.6786, loss: 5.6786 +2023-12-30 23:00:00,731 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 2 days, 15:41:48, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5330, loss_cls: 5.6595, loss: 5.6595 +2023-12-30 23:01:01,509 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 2 days, 15:40:40, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5277, loss_cls: 5.6603, loss: 5.6603 +2023-12-30 23:02:02,116 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 2 days, 15:39:31, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5323, loss_cls: 5.6754, loss: 5.6754 +2023-12-30 23:03:02,415 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 2 days, 15:38:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5278, loss_cls: 5.6892, loss: 5.6892 +2023-12-30 23:04:02,246 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 2 days, 15:37:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5262, loss_cls: 5.6883, loss: 5.6883 +2023-12-30 23:05:03,177 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 2 days, 15:36:04, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5327, loss_cls: 5.6513, loss: 5.6513 +2023-12-30 23:06:03,796 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 2 days, 15:34:56, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5348, loss_cls: 5.6843, loss: 5.6843 +2023-12-30 23:07:04,037 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 2 days, 15:33:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5405, loss_cls: 5.6386, loss: 5.6386 +2023-12-30 23:08:04,316 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 2 days, 15:32:38, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5378, loss_cls: 5.6558, loss: 5.6558 +2023-12-30 23:09:04,752 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 2 days, 15:31:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5359, loss_cls: 5.6511, loss: 5.6511 +2023-12-30 23:10:05,492 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 2 days, 15:30:21, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5361, loss_cls: 5.6702, loss: 5.6702 +2023-12-30 23:11:06,605 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 2 days, 15:29:14, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5205, loss_cls: 5.7379, loss: 5.7379 +2023-12-30 23:12:07,578 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 2 days, 15:28:06, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5316, loss_cls: 5.6689, loss: 5.6689 +2023-12-30 23:13:08,008 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 2 days, 15:26:57, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5186, loss_cls: 5.7286, loss: 5.7286 +2023-12-30 23:14:07,731 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 2 days, 15:25:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5463, loss_cls: 5.6215, loss: 5.6215 +2023-12-30 23:15:07,576 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 2 days, 15:24:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5330, loss_cls: 5.6470, loss: 5.6470 +2023-12-30 23:16:07,329 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 2 days, 15:23:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5389, loss_cls: 5.6607, loss: 5.6607 +2023-12-30 23:17:07,955 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 2 days, 15:22:20, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5273, loss_cls: 5.6733, loss: 5.6733 +2023-12-30 23:18:08,525 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 2 days, 15:21:11, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5267, loss_cls: 5.6783, loss: 5.6783 +2023-12-30 23:19:08,818 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 2 days, 15:20:02, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5252, loss_cls: 5.6908, loss: 5.6908 +2023-12-30 23:20:09,389 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 2 days, 15:18:54, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5359, loss_cls: 5.6461, loss: 5.6461 +2023-12-30 23:20:39,547 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-30 23:22:39,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 23:22:40,036 - pyskl - INFO - +top1_acc 0.2089 +top5_acc 0.4522 +2023-12-30 23:22:40,036 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 23:22:40,074 - pyskl - INFO - +mean_acc 0.2086 +2023-12-30 23:22:40,084 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.2089, top5_acc: 0.4522, mean_class_accuracy: 0.2086 +2023-12-30 23:26:06,313 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 2 days, 15:20:43, time: 2.062, data_time: 1.464, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5442, loss_cls: 5.6276, loss: 5.6276 +2023-12-30 23:27:06,048 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 2 days, 15:19:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5398, loss_cls: 5.6368, loss: 5.6368 +2023-12-30 23:28:05,820 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 2 days, 15:18:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5278, loss_cls: 5.6653, loss: 5.6653 +2023-12-30 23:29:05,682 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 2 days, 15:17:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5320, loss_cls: 5.6343, loss: 5.6343 +2023-12-30 23:30:05,737 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 2 days, 15:16:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5333, loss_cls: 5.6585, loss: 5.6585 +2023-12-30 23:31:05,612 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 2 days, 15:14:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2855, top5_acc: 0.5377, loss_cls: 5.6231, loss: 5.6231 +2023-12-30 23:32:05,435 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 2 days, 15:13:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5348, loss_cls: 5.6436, loss: 5.6436 +2023-12-30 23:33:05,187 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 2 days, 15:12:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5311, loss_cls: 5.6652, loss: 5.6652 +2023-12-30 23:34:05,611 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 2 days, 15:11:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5516, loss_cls: 5.5925, loss: 5.5925 +2023-12-30 23:35:06,408 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 2 days, 15:10:18, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5350, loss_cls: 5.6577, loss: 5.6577 +2023-12-30 23:36:06,039 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 2 days, 15:09:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5384, loss_cls: 5.6676, loss: 5.6676 +2023-12-30 23:37:05,842 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 2 days, 15:07:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5411, loss_cls: 5.6305, loss: 5.6305 +2023-12-30 23:38:05,962 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 2 days, 15:06:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5305, loss_cls: 5.6756, loss: 5.6756 +2023-12-30 23:39:05,701 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 2 days, 15:05:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5328, loss_cls: 5.6645, loss: 5.6645 +2023-12-30 23:40:05,474 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 2 days, 15:04:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5275, loss_cls: 5.6883, loss: 5.6883 +2023-12-30 23:41:05,141 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 2 days, 15:03:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5373, loss_cls: 5.6179, loss: 5.6179 +2023-12-30 23:42:05,841 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 2 days, 15:02:11, time: 0.607, data_time: 0.001, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5303, loss_cls: 5.6444, loss: 5.6444 +2023-12-30 23:43:06,797 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 2 days, 15:01:04, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5363, loss_cls: 5.6791, loss: 5.6791 +2023-12-30 23:44:07,404 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 2 days, 14:59:55, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5358, loss_cls: 5.6188, loss: 5.6188 +2023-12-30 23:45:07,974 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 2 days, 14:58:47, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5284, loss_cls: 5.6697, loss: 5.6697 +2023-12-30 23:46:08,868 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 2 days, 14:57:39, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5364, loss_cls: 5.6312, loss: 5.6312 +2023-12-30 23:47:09,246 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 2 days, 14:56:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5370, loss_cls: 5.6447, loss: 5.6447 +2023-12-30 23:48:09,465 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 2 days, 14:55:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5428, loss_cls: 5.6402, loss: 5.6402 +2023-12-30 23:49:10,307 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 2 days, 14:54:14, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5242, loss_cls: 5.7124, loss: 5.7124 +2023-12-30 23:50:10,384 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 2 days, 14:53:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5487, loss_cls: 5.6145, loss: 5.6145 +2023-12-30 23:51:10,518 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 2 days, 14:51:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5353, loss_cls: 5.6602, loss: 5.6602 +2023-12-30 23:52:11,239 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 2 days, 14:50:47, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5269, loss_cls: 5.6983, loss: 5.6983 +2023-12-30 23:53:11,930 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 2 days, 14:49:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5305, loss_cls: 5.6732, loss: 5.6732 +2023-12-30 23:54:12,267 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 2 days, 14:48:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5364, loss_cls: 5.6633, loss: 5.6633 +2023-12-30 23:55:11,985 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 2 days, 14:47:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5455, loss_cls: 5.6232, loss: 5.6232 +2023-12-30 23:56:11,802 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 2 days, 14:46:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5323, loss_cls: 5.6614, loss: 5.6614 +2023-12-30 23:57:11,797 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 2 days, 14:45:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5341, loss_cls: 5.6498, loss: 5.6498 +2023-12-30 23:58:11,834 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 2 days, 14:43:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5214, loss_cls: 5.7095, loss: 5.7095 +2023-12-30 23:59:12,031 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 2 days, 14:42:44, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5258, loss_cls: 5.7200, loss: 5.7200 +2023-12-31 00:00:12,352 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 2 days, 14:41:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5284, loss_cls: 5.6919, loss: 5.6919 +2023-12-31 00:01:12,712 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 2 days, 14:40:27, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5455, loss_cls: 5.6025, loss: 5.6025 +2023-12-31 00:02:12,919 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 2 days, 14:39:18, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5419, loss_cls: 5.6355, loss: 5.6355 +2023-12-31 00:02:43,105 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-31 00:04:39,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 00:04:40,769 - pyskl - INFO - +top1_acc 0.2091 +top5_acc 0.4476 +2023-12-31 00:04:40,769 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 00:04:40,808 - pyskl - INFO - +mean_acc 0.2090 +2023-12-31 00:04:40,817 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.2091, top5_acc: 0.4476, mean_class_accuracy: 0.2090 +2023-12-31 00:07:59,310 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 2 days, 14:40:48, time: 1.985, data_time: 1.391, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5511, loss_cls: 5.5704, loss: 5.5704 +2023-12-31 00:08:58,992 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 2 days, 14:39:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5520, loss_cls: 5.5880, loss: 5.5880 +2023-12-31 00:09:58,858 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 2 days, 14:38:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5384, loss_cls: 5.6602, loss: 5.6602 +2023-12-31 00:10:59,685 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 2 days, 14:37:21, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5386, loss_cls: 5.6110, loss: 5.6110 +2023-12-31 00:11:59,867 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 2 days, 14:36:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5386, loss_cls: 5.6269, loss: 5.6269 +2023-12-31 00:13:00,090 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 2 days, 14:35:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5402, loss_cls: 5.6224, loss: 5.6224 +2023-12-31 00:14:00,214 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 2 days, 14:33:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5330, loss_cls: 5.6245, loss: 5.6245 +2023-12-31 00:15:00,435 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 2 days, 14:32:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5452, loss_cls: 5.6224, loss: 5.6224 +2023-12-31 00:16:01,030 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 2 days, 14:31:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5448, loss_cls: 5.6225, loss: 5.6225 +2023-12-31 00:17:02,079 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 2 days, 14:30:29, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5167, loss_cls: 5.7119, loss: 5.7119 +2023-12-31 00:18:02,274 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 2 days, 14:29:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5370, loss_cls: 5.5936, loss: 5.5936 +2023-12-31 00:19:02,418 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 2 days, 14:28:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5322, loss_cls: 5.6632, loss: 5.6632 +2023-12-31 00:20:02,463 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 2 days, 14:27:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5352, loss_cls: 5.6591, loss: 5.6591 +2023-12-31 00:21:02,345 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 2 days, 14:25:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5325, loss_cls: 5.6384, loss: 5.6384 +2023-12-31 00:22:02,209 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 2 days, 14:24:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5345, loss_cls: 5.6437, loss: 5.6437 +2023-12-31 00:23:02,063 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 2 days, 14:23:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5387, loss_cls: 5.6503, loss: 5.6503 +2023-12-31 00:24:01,828 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 2 days, 14:22:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5298, loss_cls: 5.6925, loss: 5.6925 +2023-12-31 00:25:01,791 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 2 days, 14:21:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5445, loss_cls: 5.6381, loss: 5.6381 +2023-12-31 00:26:01,737 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 2 days, 14:20:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5347, loss_cls: 5.6689, loss: 5.6689 +2023-12-31 00:27:02,524 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 2 days, 14:18:58, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5298, loss_cls: 5.6711, loss: 5.6711 +2023-12-31 00:28:02,867 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 2 days, 14:17:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2786, top5_acc: 0.5359, loss_cls: 5.6471, loss: 5.6471 +2023-12-31 00:29:03,455 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 2 days, 14:16:41, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5345, loss_cls: 5.6687, loss: 5.6687 +2023-12-31 00:30:04,250 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 2 days, 14:15:33, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5434, loss_cls: 5.5843, loss: 5.5843 +2023-12-31 00:31:05,110 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 2 days, 14:14:26, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2733, top5_acc: 0.5359, loss_cls: 5.6414, loss: 5.6414 +2023-12-31 00:32:05,916 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 2 days, 14:13:18, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5409, loss_cls: 5.6380, loss: 5.6380 +2023-12-31 00:33:06,909 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 2 days, 14:12:10, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5286, loss_cls: 5.6710, loss: 5.6710 +2023-12-31 00:34:07,198 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 2 days, 14:11:02, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5411, loss_cls: 5.6242, loss: 5.6242 +2023-12-31 00:35:08,174 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 2 days, 14:09:54, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5328, loss_cls: 5.6691, loss: 5.6691 +2023-12-31 00:36:08,372 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 2 days, 14:08:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5414, loss_cls: 5.6081, loss: 5.6081 +2023-12-31 00:37:08,087 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 2 days, 14:07:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5381, loss_cls: 5.6236, loss: 5.6236 +2023-12-31 00:38:07,957 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 2 days, 14:06:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5433, loss_cls: 5.6330, loss: 5.6330 +2023-12-31 00:39:07,981 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 2 days, 14:05:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5331, loss_cls: 5.6851, loss: 5.6851 +2023-12-31 00:40:07,440 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 2 days, 14:04:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5217, loss_cls: 5.7141, loss: 5.7141 +2023-12-31 00:41:07,573 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 2 days, 14:02:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5345, loss_cls: 5.6657, loss: 5.6657 +2023-12-31 00:42:08,124 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 2 days, 14:01:51, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5341, loss_cls: 5.6577, loss: 5.6577 +2023-12-31 00:43:08,105 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 2 days, 14:00:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5323, loss_cls: 5.6529, loss: 5.6529 +2023-12-31 00:44:08,755 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 2 days, 13:59:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5202, loss_cls: 5.7114, loss: 5.7114 +2023-12-31 00:44:39,284 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-31 00:46:35,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 00:46:36,134 - pyskl - INFO - +top1_acc 0.1954 +top5_acc 0.4259 +2023-12-31 00:46:36,135 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 00:46:36,167 - pyskl - INFO - +mean_acc 0.1953 +2023-12-31 00:46:36,177 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.1954, top5_acc: 0.4259, mean_class_accuracy: 0.1953 +2023-12-31 00:49:54,443 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 2 days, 14:00:58, time: 1.983, data_time: 1.390, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5492, loss_cls: 5.5638, loss: 5.5638 +2023-12-31 00:50:54,038 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 2 days, 13:59:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5530, loss_cls: 5.6035, loss: 5.6035 +2023-12-31 00:51:53,737 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 2 days, 13:58:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5397, loss_cls: 5.6265, loss: 5.6265 +2023-12-31 00:52:53,556 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 2 days, 13:57:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5395, loss_cls: 5.6027, loss: 5.6027 +2023-12-31 00:53:53,591 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 2 days, 13:56:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5322, loss_cls: 5.6533, loss: 5.6533 +2023-12-31 00:54:53,438 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 2 days, 13:55:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5350, loss_cls: 5.6479, loss: 5.6479 +2023-12-31 00:55:53,431 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 2 days, 13:54:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5425, loss_cls: 5.5982, loss: 5.5982 +2023-12-31 00:56:53,553 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 2 days, 13:52:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5389, loss_cls: 5.6430, loss: 5.6430 +2023-12-31 00:57:54,358 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 2 days, 13:51:45, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2759, top5_acc: 0.5373, loss_cls: 5.6416, loss: 5.6416 +2023-12-31 00:58:55,008 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 2 days, 13:50:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5375, loss_cls: 5.6239, loss: 5.6239 +2023-12-31 00:59:54,891 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 2 days, 13:49:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2858, top5_acc: 0.5422, loss_cls: 5.6260, loss: 5.6260 +2023-12-31 01:00:54,972 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 2 days, 13:48:19, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5430, loss_cls: 5.6029, loss: 5.6029 +2023-12-31 01:01:55,311 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 2 days, 13:47:10, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5352, loss_cls: 5.6288, loss: 5.6288 +2023-12-31 01:02:55,042 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 2 days, 13:46:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5273, loss_cls: 5.6388, loss: 5.6388 +2023-12-31 01:03:55,107 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 2 days, 13:44:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5228, loss_cls: 5.6822, loss: 5.6822 +2023-12-31 01:04:56,161 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 2 days, 13:43:45, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5397, loss_cls: 5.6188, loss: 5.6188 +2023-12-31 01:05:56,669 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 2 days, 13:42:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5456, loss_cls: 5.6182, loss: 5.6182 +2023-12-31 01:06:57,461 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 2 days, 13:41:29, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5400, loss_cls: 5.6274, loss: 5.6274 +2023-12-31 01:07:57,921 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 2 days, 13:40:21, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5378, loss_cls: 5.6504, loss: 5.6504 +2023-12-31 01:08:58,199 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 2 days, 13:39:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5359, loss_cls: 5.6346, loss: 5.6346 +2023-12-31 01:09:58,100 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 2 days, 13:38:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5411, loss_cls: 5.6267, loss: 5.6267 +2023-12-31 01:10:59,016 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 2 days, 13:36:55, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5381, loss_cls: 5.6384, loss: 5.6384 +2023-12-31 01:11:58,932 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 2 days, 13:35:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5289, loss_cls: 5.6912, loss: 5.6912 +2023-12-31 01:12:59,345 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 2 days, 13:34:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5363, loss_cls: 5.6537, loss: 5.6537 +2023-12-31 01:13:59,815 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 2 days, 13:33:30, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5391, loss_cls: 5.6283, loss: 5.6283 +2023-12-31 01:15:00,366 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 2 days, 13:32:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5389, loss_cls: 5.6579, loss: 5.6579 +2023-12-31 01:16:00,913 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 2 days, 13:31:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5252, loss_cls: 5.6974, loss: 5.6974 +2023-12-31 01:17:01,651 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 2 days, 13:30:06, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5284, loss_cls: 5.6953, loss: 5.6953 +2023-12-31 01:18:01,152 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 2 days, 13:28:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5397, loss_cls: 5.6331, loss: 5.6331 +2023-12-31 01:19:01,319 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 2 days, 13:27:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5378, loss_cls: 5.6622, loss: 5.6622 +2023-12-31 01:20:00,830 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 2 days, 13:26:38, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5322, loss_cls: 5.6908, loss: 5.6908 +2023-12-31 01:21:00,748 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 2 days, 13:25:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5291, loss_cls: 5.6709, loss: 5.6709 +2023-12-31 01:22:00,904 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 2 days, 13:24:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5244, loss_cls: 5.6672, loss: 5.6672 +2023-12-31 01:23:01,824 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 2 days, 13:23:13, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5331, loss_cls: 5.6327, loss: 5.6327 +2023-12-31 01:24:02,174 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 2 days, 13:22:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5353, loss_cls: 5.6636, loss: 5.6636 +2023-12-31 01:25:02,454 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 2 days, 13:20:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5391, loss_cls: 5.6544, loss: 5.6544 +2023-12-31 01:26:02,966 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 2 days, 13:19:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5316, loss_cls: 5.6441, loss: 5.6441 +2023-12-31 01:26:33,325 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-31 01:28:28,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 01:28:28,903 - pyskl - INFO - +top1_acc 0.1960 +top5_acc 0.4300 +2023-12-31 01:28:28,903 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 01:28:28,939 - pyskl - INFO - +mean_acc 0.1959 +2023-12-31 01:28:28,949 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.1960, top5_acc: 0.4300, mean_class_accuracy: 0.1959 +2023-12-31 01:31:54,267 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 2 days, 13:21:19, time: 2.053, data_time: 1.457, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5537, loss_cls: 5.5763, loss: 5.5763 +2023-12-31 01:32:54,347 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 2 days, 13:20:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5466, loss_cls: 5.5998, loss: 5.5998 +2023-12-31 01:33:54,175 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 2 days, 13:19:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5413, loss_cls: 5.5969, loss: 5.5969 +2023-12-31 01:34:54,335 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 2 days, 13:17:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5439, loss_cls: 5.6093, loss: 5.6093 +2023-12-31 01:35:54,203 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 2 days, 13:16:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5316, loss_cls: 5.6656, loss: 5.6656 +2023-12-31 01:36:54,076 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 2 days, 13:15:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5372, loss_cls: 5.6469, loss: 5.6469 +2023-12-31 01:37:54,229 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 2 days, 13:14:25, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5430, loss_cls: 5.6147, loss: 5.6147 +2023-12-31 01:38:53,956 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 2 days, 13:13:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5484, loss_cls: 5.6244, loss: 5.6244 +2023-12-31 01:39:54,341 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 2 days, 13:12:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5406, loss_cls: 5.6166, loss: 5.6166 +2023-12-31 01:40:55,261 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 2 days, 13:11:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5386, loss_cls: 5.6529, loss: 5.6529 +2023-12-31 01:41:55,270 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 2 days, 13:09:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5348, loss_cls: 5.6424, loss: 5.6424 +2023-12-31 01:42:54,860 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 2 days, 13:08:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5364, loss_cls: 5.6386, loss: 5.6386 +2023-12-31 01:43:54,741 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 2 days, 13:07:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5445, loss_cls: 5.6220, loss: 5.6220 +2023-12-31 01:44:54,779 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 2 days, 13:06:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5386, loss_cls: 5.6462, loss: 5.6462 +2023-12-31 01:45:54,648 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 2 days, 13:05:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5333, loss_cls: 5.6476, loss: 5.6476 +2023-12-31 01:46:55,460 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 2 days, 13:04:07, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5369, loss_cls: 5.6402, loss: 5.6402 +2023-12-31 01:47:55,352 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 2 days, 13:02:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5337, loss_cls: 5.6400, loss: 5.6400 +2023-12-31 01:48:55,323 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 2 days, 13:01:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5387, loss_cls: 5.6591, loss: 5.6591 +2023-12-31 01:49:55,616 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 2 days, 13:00:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5356, loss_cls: 5.6589, loss: 5.6589 +2023-12-31 01:50:55,734 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 2 days, 12:59:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5400, loss_cls: 5.6261, loss: 5.6261 +2023-12-31 01:51:55,661 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 2 days, 12:58:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5423, loss_cls: 5.6473, loss: 5.6473 +2023-12-31 01:52:56,415 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 2 days, 12:57:16, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5342, loss_cls: 5.6233, loss: 5.6233 +2023-12-31 01:53:57,110 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 2 days, 12:56:08, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5281, loss_cls: 5.6679, loss: 5.6679 +2023-12-31 01:54:57,553 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 2 days, 12:55:00, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5408, loss_cls: 5.6012, loss: 5.6012 +2023-12-31 01:55:58,063 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 2 days, 12:53:52, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5353, loss_cls: 5.6434, loss: 5.6434 +2023-12-31 01:56:58,558 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 2 days, 12:52:44, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5425, loss_cls: 5.6002, loss: 5.6002 +2023-12-31 01:57:59,141 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 2 days, 12:51:36, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5372, loss_cls: 5.6547, loss: 5.6547 +2023-12-31 01:58:59,506 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 2 days, 12:50:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5294, loss_cls: 5.6712, loss: 5.6712 +2023-12-31 01:59:59,354 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 2 days, 12:49:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5508, loss_cls: 5.6033, loss: 5.6033 +2023-12-31 02:00:59,333 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 2 days, 12:48:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5355, loss_cls: 5.6613, loss: 5.6613 +2023-12-31 02:01:58,991 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 2 days, 12:47:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5392, loss_cls: 5.6147, loss: 5.6147 +2023-12-31 02:02:58,742 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 2 days, 12:45:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5381, loss_cls: 5.6176, loss: 5.6176 +2023-12-31 02:03:58,349 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 2 days, 12:44:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5353, loss_cls: 5.6572, loss: 5.6572 +2023-12-31 02:04:58,478 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 2 days, 12:43:34, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5277, loss_cls: 5.6939, loss: 5.6939 +2023-12-31 02:05:58,803 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 2 days, 12:42:25, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5325, loss_cls: 5.6418, loss: 5.6418 +2023-12-31 02:06:58,593 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 2 days, 12:41:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5280, loss_cls: 5.6959, loss: 5.6959 +2023-12-31 02:07:58,482 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 2 days, 12:40:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5408, loss_cls: 5.6398, loss: 5.6398 +2023-12-31 02:08:28,566 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-31 02:10:26,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 02:10:27,668 - pyskl - INFO - +top1_acc 0.2186 +top5_acc 0.4554 +2023-12-31 02:10:27,668 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 02:10:27,700 - pyskl - INFO - +mean_acc 0.2184 +2023-12-31 02:10:27,706 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_44.pth was removed +2023-12-31 02:10:27,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-31 02:10:27,944 - pyskl - INFO - Best top1_acc is 0.2186 at 58 epoch. +2023-12-31 02:10:27,953 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.2186, top5_acc: 0.4554, mean_class_accuracy: 0.2184 +2023-12-31 02:13:50,872 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 2 days, 12:41:30, time: 2.029, data_time: 1.434, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5342, loss_cls: 5.6216, loss: 5.6216 +2023-12-31 02:14:50,717 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 2 days, 12:40:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5480, loss_cls: 5.6110, loss: 5.6110 +2023-12-31 02:15:51,231 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 2 days, 12:39:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5505, loss_cls: 5.6076, loss: 5.6076 +2023-12-31 02:16:51,776 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 2 days, 12:38:05, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5470, loss_cls: 5.5923, loss: 5.5923 +2023-12-31 02:17:52,019 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 2 days, 12:36:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5495, loss_cls: 5.5939, loss: 5.5939 +2023-12-31 02:18:52,105 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 2 days, 12:35:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5470, loss_cls: 5.5845, loss: 5.5845 +2023-12-31 02:19:51,876 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 2 days, 12:34:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5367, loss_cls: 5.6257, loss: 5.6257 +2023-12-31 02:20:51,824 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 2 days, 12:33:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5483, loss_cls: 5.6151, loss: 5.6151 +2023-12-31 02:21:51,501 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 2 days, 12:32:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5322, loss_cls: 5.6527, loss: 5.6527 +2023-12-31 02:22:51,995 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 2 days, 12:31:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2883, top5_acc: 0.5308, loss_cls: 5.6321, loss: 5.6321 +2023-12-31 02:23:52,883 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 2 days, 12:30:05, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5381, loss_cls: 5.6003, loss: 5.6003 +2023-12-31 02:24:52,939 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 2 days, 12:28:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5389, loss_cls: 5.6165, loss: 5.6165 +2023-12-31 02:25:52,741 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 2 days, 12:27:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5387, loss_cls: 5.6383, loss: 5.6383 +2023-12-31 02:26:52,662 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 2 days, 12:26:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5311, loss_cls: 5.6628, loss: 5.6628 +2023-12-31 02:27:52,227 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 2 days, 12:25:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5373, loss_cls: 5.6426, loss: 5.6426 +2023-12-31 02:28:51,840 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 2 days, 12:24:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5356, loss_cls: 5.6417, loss: 5.6417 +2023-12-31 02:29:51,423 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 2 days, 12:23:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5437, loss_cls: 5.6444, loss: 5.6444 +2023-12-31 02:30:50,862 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 2 days, 12:22:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5306, loss_cls: 5.6448, loss: 5.6448 +2023-12-31 02:31:51,029 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 2 days, 12:20:52, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5355, loss_cls: 5.6463, loss: 5.6463 +2023-12-31 02:32:50,773 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 2 days, 12:19:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5519, loss_cls: 5.5921, loss: 5.5921 +2023-12-31 02:33:50,421 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 2 days, 12:18:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5414, loss_cls: 5.6221, loss: 5.6221 +2023-12-31 02:34:50,361 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 2 days, 12:17:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5378, loss_cls: 5.6203, loss: 5.6203 +2023-12-31 02:35:49,766 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 2 days, 12:16:16, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5481, loss_cls: 5.5908, loss: 5.5908 +2023-12-31 02:36:49,428 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 2 days, 12:15:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5383, loss_cls: 5.6192, loss: 5.6192 +2023-12-31 02:37:49,115 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 2 days, 12:13:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5486, loss_cls: 5.5895, loss: 5.5895 +2023-12-31 02:38:49,730 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 2 days, 12:12:50, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5466, loss_cls: 5.6023, loss: 5.6023 +2023-12-31 02:39:50,442 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 2 days, 12:11:42, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5386, loss_cls: 5.6470, loss: 5.6470 +2023-12-31 02:40:50,712 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 2 days, 12:10:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5344, loss_cls: 5.6679, loss: 5.6679 +2023-12-31 02:41:50,618 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 2 days, 12:09:25, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5289, loss_cls: 5.6608, loss: 5.6608 +2023-12-31 02:42:50,566 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 2 days, 12:08:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5350, loss_cls: 5.6661, loss: 5.6661 +2023-12-31 02:43:50,113 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 2 days, 12:07:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2789, top5_acc: 0.5316, loss_cls: 5.6843, loss: 5.6843 +2023-12-31 02:44:50,049 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 2 days, 12:05:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5398, loss_cls: 5.6332, loss: 5.6332 +2023-12-31 02:45:49,705 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 2 days, 12:04:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5420, loss_cls: 5.6221, loss: 5.6221 +2023-12-31 02:46:50,318 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 2 days, 12:03:42, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5372, loss_cls: 5.6118, loss: 5.6118 +2023-12-31 02:47:50,859 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 2 days, 12:02:34, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2855, top5_acc: 0.5467, loss_cls: 5.5859, loss: 5.5859 +2023-12-31 02:48:50,606 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 2 days, 12:01:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5364, loss_cls: 5.6271, loss: 5.6271 +2023-12-31 02:49:51,141 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 2 days, 12:00:18, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5375, loss_cls: 5.6642, loss: 5.6642 +2023-12-31 02:50:20,909 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-31 02:52:17,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 02:52:18,016 - pyskl - INFO - +top1_acc 0.2144 +top5_acc 0.4468 +2023-12-31 02:52:18,016 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 02:52:18,047 - pyskl - INFO - +mean_acc 0.2141 +2023-12-31 02:52:18,055 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.2144, top5_acc: 0.4468, mean_class_accuracy: 0.2141 +2023-12-31 02:55:41,885 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 2 days, 12:01:37, time: 2.038, data_time: 1.443, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5455, loss_cls: 5.5855, loss: 5.5855 +2023-12-31 02:56:41,409 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 2 days, 12:00:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5433, loss_cls: 5.5936, loss: 5.5936 +2023-12-31 02:57:41,445 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 2 days, 11:59:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5459, loss_cls: 5.5872, loss: 5.5872 +2023-12-31 02:58:41,301 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 2 days, 11:58:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5384, loss_cls: 5.6220, loss: 5.6220 +2023-12-31 02:59:41,417 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 2 days, 11:57:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5634, loss_cls: 5.5464, loss: 5.5464 +2023-12-31 03:00:41,272 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 2 days, 11:55:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5384, loss_cls: 5.6057, loss: 5.6057 +2023-12-31 03:01:41,151 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 2 days, 11:54:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5300, loss_cls: 5.6498, loss: 5.6498 +2023-12-31 03:02:41,124 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 2 days, 11:53:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5427, loss_cls: 5.6306, loss: 5.6306 +2023-12-31 03:03:40,952 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 2 days, 11:52:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5475, loss_cls: 5.6036, loss: 5.6036 +2023-12-31 03:04:42,068 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 2 days, 11:51:19, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5480, loss_cls: 5.6011, loss: 5.6011 +2023-12-31 03:05:42,728 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 2 days, 11:50:12, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5384, loss_cls: 5.6152, loss: 5.6152 +2023-12-31 03:06:42,433 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 2 days, 11:49:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5448, loss_cls: 5.5974, loss: 5.5974 +2023-12-31 03:07:42,785 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 2 days, 11:47:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2883, top5_acc: 0.5402, loss_cls: 5.6104, loss: 5.6104 +2023-12-31 03:08:43,081 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 2 days, 11:46:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5411, loss_cls: 5.6031, loss: 5.6031 +2023-12-31 03:09:42,928 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 2 days, 11:45:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5378, loss_cls: 5.6186, loss: 5.6186 +2023-12-31 03:10:42,761 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 2 days, 11:44:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5456, loss_cls: 5.6079, loss: 5.6079 +2023-12-31 03:11:42,548 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 2 days, 11:43:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5441, loss_cls: 5.6102, loss: 5.6102 +2023-12-31 03:12:42,288 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 2 days, 11:42:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5441, loss_cls: 5.6093, loss: 5.6093 +2023-12-31 03:13:42,565 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 2 days, 11:41:03, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5423, loss_cls: 5.5972, loss: 5.5972 +2023-12-31 03:14:42,929 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 2 days, 11:39:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5389, loss_cls: 5.6409, loss: 5.6409 +2023-12-31 03:15:43,280 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 2 days, 11:38:47, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5395, loss_cls: 5.6551, loss: 5.6551 +2023-12-31 03:16:44,034 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 2 days, 11:37:39, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5444, loss_cls: 5.6477, loss: 5.6477 +2023-12-31 03:17:44,397 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 2 days, 11:36:32, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5447, loss_cls: 5.6189, loss: 5.6189 +2023-12-31 03:18:44,261 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 2 days, 11:35:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5452, loss_cls: 5.6143, loss: 5.6143 +2023-12-31 03:19:44,015 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 2 days, 11:34:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5255, loss_cls: 5.6828, loss: 5.6828 +2023-12-31 03:20:44,218 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 2 days, 11:33:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5380, loss_cls: 5.6375, loss: 5.6375 +2023-12-31 03:21:44,754 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 2 days, 11:31:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5486, loss_cls: 5.5801, loss: 5.5801 +2023-12-31 03:22:45,087 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 2 days, 11:30:50, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5463, loss_cls: 5.6107, loss: 5.6107 +2023-12-31 03:23:45,295 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 2 days, 11:29:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5464, loss_cls: 5.6043, loss: 5.6043 +2023-12-31 03:24:45,613 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 2 days, 11:28:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5448, loss_cls: 5.6003, loss: 5.6003 +2023-12-31 03:25:45,586 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 2 days, 11:27:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5367, loss_cls: 5.5958, loss: 5.5958 +2023-12-31 03:26:45,301 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 2 days, 11:26:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5363, loss_cls: 5.6518, loss: 5.6518 +2023-12-31 03:27:44,995 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 2 days, 11:25:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5467, loss_cls: 5.6204, loss: 5.6204 +2023-12-31 03:28:45,873 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 2 days, 11:24:01, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5394, loss_cls: 5.6308, loss: 5.6308 +2023-12-31 03:29:46,534 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 2 days, 11:22:53, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5353, loss_cls: 5.6340, loss: 5.6340 +2023-12-31 03:30:46,839 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 2 days, 11:21:45, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5480, loss_cls: 5.5940, loss: 5.5940 +2023-12-31 03:31:47,883 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 2 days, 11:20:38, time: 0.610, data_time: 0.001, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5473, loss_cls: 5.6082, loss: 5.6082 +2023-12-31 03:32:18,613 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-31 03:34:12,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 03:34:12,922 - pyskl - INFO - +top1_acc 0.2306 +top5_acc 0.4735 +2023-12-31 03:34:12,922 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 03:34:12,955 - pyskl - INFO - +mean_acc 0.2305 +2023-12-31 03:34:12,961 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_58.pth was removed +2023-12-31 03:34:13,192 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2023-12-31 03:34:13,193 - pyskl - INFO - Best top1_acc is 0.2306 at 60 epoch. +2023-12-31 03:34:13,201 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2306, top5_acc: 0.4735, mean_class_accuracy: 0.2305 +2023-12-31 03:37:35,182 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 2 days, 11:21:50, time: 2.020, data_time: 1.421, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5519, loss_cls: 5.5841, loss: 5.5841 +2023-12-31 03:38:35,154 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 2 days, 11:20:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2963, top5_acc: 0.5511, loss_cls: 5.5690, loss: 5.5690 +2023-12-31 03:39:35,064 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 2 days, 11:19:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5552, loss_cls: 5.5817, loss: 5.5817 +2023-12-31 03:40:35,072 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 2 days, 11:18:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5448, loss_cls: 5.6044, loss: 5.6044 +2023-12-31 03:41:34,817 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 2 days, 11:17:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2927, top5_acc: 0.5414, loss_cls: 5.5997, loss: 5.5997 +2023-12-31 03:42:34,789 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 2 days, 11:16:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5433, loss_cls: 5.5845, loss: 5.5845 +2023-12-31 03:43:35,782 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 2 days, 11:15:00, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5483, loss_cls: 5.5971, loss: 5.5971 +2023-12-31 03:44:36,327 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 2 days, 11:13:52, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5480, loss_cls: 5.6068, loss: 5.6068 +2023-12-31 03:45:36,141 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 2 days, 11:12:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5295, loss_cls: 5.6069, loss: 5.6069 +2023-12-31 03:46:36,807 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 2 days, 11:11:36, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5506, loss_cls: 5.5920, loss: 5.5920 +2023-12-31 03:47:37,230 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 2 days, 11:10:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5300, loss_cls: 5.6744, loss: 5.6744 +2023-12-31 03:48:37,207 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 2 days, 11:09:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5387, loss_cls: 5.6179, loss: 5.6179 +2023-12-31 03:49:36,958 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 2 days, 11:08:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5470, loss_cls: 5.6038, loss: 5.6038 +2023-12-31 03:50:36,802 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 2 days, 11:07:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5406, loss_cls: 5.6189, loss: 5.6189 +2023-12-31 03:51:36,708 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 2 days, 11:05:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5491, loss_cls: 5.5887, loss: 5.5887 +2023-12-31 03:52:36,475 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 2 days, 11:04:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5375, loss_cls: 5.6144, loss: 5.6144 +2023-12-31 03:53:36,285 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 2 days, 11:03:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5470, loss_cls: 5.5822, loss: 5.5822 +2023-12-31 03:54:36,807 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 2 days, 11:02:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5348, loss_cls: 5.6444, loss: 5.6444 +2023-12-31 03:55:37,248 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 2 days, 11:01:21, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5445, loss_cls: 5.6096, loss: 5.6096 +2023-12-31 03:56:37,753 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 2 days, 11:00:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5436, loss_cls: 5.6060, loss: 5.6060 +2023-12-31 03:57:37,970 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 2 days, 10:59:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5550, loss_cls: 5.5700, loss: 5.5700 +2023-12-31 03:58:37,946 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 2 days, 10:57:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5483, loss_cls: 5.5972, loss: 5.5972 +2023-12-31 03:59:38,770 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 2 days, 10:56:50, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5358, loss_cls: 5.6177, loss: 5.6177 +2023-12-31 04:00:39,015 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 2 days, 10:55:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5520, loss_cls: 5.5545, loss: 5.5545 +2023-12-31 04:01:39,985 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 2 days, 10:54:35, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5420, loss_cls: 5.6219, loss: 5.6219 +2023-12-31 04:02:40,617 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 2 days, 10:53:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5400, loss_cls: 5.6229, loss: 5.6229 +2023-12-31 04:03:41,440 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 2 days, 10:52:20, time: 0.608, data_time: 0.001, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5380, loss_cls: 5.6167, loss: 5.6167 +2023-12-31 04:04:41,940 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 2 days, 10:51:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5367, loss_cls: 5.6287, loss: 5.6287 +2023-12-31 04:05:41,832 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 2 days, 10:50:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5403, loss_cls: 5.6193, loss: 5.6193 +2023-12-31 04:06:41,873 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 2 days, 10:48:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2858, top5_acc: 0.5439, loss_cls: 5.5874, loss: 5.5874 +2023-12-31 04:07:41,839 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 2 days, 10:47:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5378, loss_cls: 5.6457, loss: 5.6457 +2023-12-31 04:08:41,463 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 2 days, 10:46:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5434, loss_cls: 5.6015, loss: 5.6015 +2023-12-31 04:09:41,462 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 2 days, 10:45:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5403, loss_cls: 5.6130, loss: 5.6130 +2023-12-31 04:10:41,742 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 2 days, 10:44:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5450, loss_cls: 5.5759, loss: 5.5759 +2023-12-31 04:11:42,450 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 2 days, 10:43:15, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5419, loss_cls: 5.6014, loss: 5.6014 +2023-12-31 04:12:42,319 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 2 days, 10:42:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5436, loss_cls: 5.6296, loss: 5.6296 +2023-12-31 04:13:42,763 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 2 days, 10:40:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5369, loss_cls: 5.6594, loss: 5.6594 +2023-12-31 04:14:12,680 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-31 04:16:07,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:16:08,174 - pyskl - INFO - +top1_acc 0.1995 +top5_acc 0.4284 +2023-12-31 04:16:08,174 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:16:08,215 - pyskl - INFO - +mean_acc 0.1993 +2023-12-31 04:16:08,227 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.1995, top5_acc: 0.4284, mean_class_accuracy: 0.1993 +2023-12-31 04:19:32,247 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 2 days, 10:42:09, time: 2.040, data_time: 1.445, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5461, loss_cls: 5.5822, loss: 5.5822 +2023-12-31 04:20:31,734 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 2 days, 10:41:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5327, loss_cls: 5.6362, loss: 5.6362 +2023-12-31 04:21:31,553 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 2 days, 10:39:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5569, loss_cls: 5.5394, loss: 5.5394 +2023-12-31 04:22:31,501 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 2 days, 10:38:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5503, loss_cls: 5.5896, loss: 5.5896 +2023-12-31 04:23:31,174 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 2 days, 10:37:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5442, loss_cls: 5.5842, loss: 5.5842 +2023-12-31 04:24:31,117 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 2 days, 10:36:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5387, loss_cls: 5.6236, loss: 5.6236 +2023-12-31 04:25:30,728 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 2 days, 10:35:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5466, loss_cls: 5.6034, loss: 5.6034 +2023-12-31 04:26:30,500 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 2 days, 10:34:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5486, loss_cls: 5.5561, loss: 5.5561 +2023-12-31 04:27:30,375 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 2 days, 10:33:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5434, loss_cls: 5.6064, loss: 5.6064 +2023-12-31 04:28:30,884 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 2 days, 10:31:52, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5391, loss_cls: 5.6413, loss: 5.6413 +2023-12-31 04:29:31,564 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 2 days, 10:30:45, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5458, loss_cls: 5.6046, loss: 5.6046 +2023-12-31 04:30:31,483 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 2 days, 10:29:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5481, loss_cls: 5.5894, loss: 5.5894 +2023-12-31 04:31:31,271 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 2 days, 10:28:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2853, top5_acc: 0.5478, loss_cls: 5.5657, loss: 5.5657 +2023-12-31 04:32:31,039 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 2 days, 10:27:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5484, loss_cls: 5.5879, loss: 5.5879 +2023-12-31 04:33:30,552 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 2 days, 10:26:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5511, loss_cls: 5.5772, loss: 5.5772 +2023-12-31 04:34:29,951 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 2 days, 10:25:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5397, loss_cls: 5.6159, loss: 5.6159 +2023-12-31 04:35:29,676 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 2 days, 10:23:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5437, loss_cls: 5.5957, loss: 5.5957 +2023-12-31 04:36:29,690 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 2 days, 10:22:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5389, loss_cls: 5.6018, loss: 5.6018 +2023-12-31 04:37:29,812 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 2 days, 10:21:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5470, loss_cls: 5.5764, loss: 5.5764 +2023-12-31 04:38:30,461 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 2 days, 10:20:29, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5381, loss_cls: 5.6227, loss: 5.6227 +2023-12-31 04:39:30,304 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 2 days, 10:19:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5398, loss_cls: 5.6103, loss: 5.6103 +2023-12-31 04:40:30,424 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 2 days, 10:18:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5563, loss_cls: 5.5710, loss: 5.5710 +2023-12-31 04:41:30,501 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 2 days, 10:17:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5345, loss_cls: 5.6617, loss: 5.6617 +2023-12-31 04:42:30,293 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 2 days, 10:15:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5439, loss_cls: 5.6141, loss: 5.6141 +2023-12-31 04:43:30,968 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 2 days, 10:14:49, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5433, loss_cls: 5.6316, loss: 5.6316 +2023-12-31 04:44:31,502 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 2 days, 10:13:41, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5452, loss_cls: 5.6065, loss: 5.6065 +2023-12-31 04:45:33,062 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 2 days, 10:12:35, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5406, loss_cls: 5.6169, loss: 5.6169 +2023-12-31 04:46:33,177 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 2 days, 10:11:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5425, loss_cls: 5.6023, loss: 5.6023 +2023-12-31 04:47:32,912 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 2 days, 10:10:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5394, loss_cls: 5.6423, loss: 5.6423 +2023-12-31 04:48:33,074 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 2 days, 10:09:11, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5402, loss_cls: 5.6008, loss: 5.6008 +2023-12-31 04:49:32,740 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 2 days, 10:08:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2975, top5_acc: 0.5523, loss_cls: 5.5904, loss: 5.5904 +2023-12-31 04:50:32,232 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 2 days, 10:06:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5408, loss_cls: 5.6339, loss: 5.6339 +2023-12-31 04:51:31,839 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 2 days, 10:05:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5498, loss_cls: 5.6069, loss: 5.6069 +2023-12-31 04:52:32,324 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 2 days, 10:04:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5620, loss_cls: 5.5282, loss: 5.5282 +2023-12-31 04:53:32,972 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 2 days, 10:03:30, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5452, loss_cls: 5.6183, loss: 5.6183 +2023-12-31 04:54:32,798 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 2 days, 10:02:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5508, loss_cls: 5.5576, loss: 5.5576 +2023-12-31 04:55:33,221 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 2 days, 10:01:14, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5487, loss_cls: 5.6128, loss: 5.6128 +2023-12-31 04:56:03,533 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-31 04:58:00,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:58:01,248 - pyskl - INFO - +top1_acc 0.2235 +top5_acc 0.4693 +2023-12-31 04:58:01,249 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:58:01,284 - pyskl - INFO - +mean_acc 0.2232 +2023-12-31 04:58:01,296 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2235, top5_acc: 0.4693, mean_class_accuracy: 0.2232 +2023-12-31 05:01:28,584 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 2 days, 10:02:24, time: 2.073, data_time: 1.477, memory: 16180, top1_acc: 0.2930, top5_acc: 0.5530, loss_cls: 5.5602, loss: 5.5602 +2023-12-31 05:02:28,002 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 2 days, 10:01:15, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5483, loss_cls: 5.5628, loss: 5.5628 +2023-12-31 05:03:27,900 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 2 days, 10:00:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5531, loss_cls: 5.5640, loss: 5.5640 +2023-12-31 05:04:27,784 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 2 days, 9:58:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5541, loss_cls: 5.5476, loss: 5.5476 +2023-12-31 05:05:28,113 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 2 days, 9:57:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3008, top5_acc: 0.5547, loss_cls: 5.5591, loss: 5.5591 +2023-12-31 05:06:28,079 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 2 days, 9:56:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5450, loss_cls: 5.5975, loss: 5.5975 +2023-12-31 05:07:28,821 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 2 days, 9:55:35, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5481, loss_cls: 5.5881, loss: 5.5881 +2023-12-31 05:08:29,243 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 2 days, 9:54:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5447, loss_cls: 5.6161, loss: 5.6161 +2023-12-31 05:09:29,693 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 2 days, 9:53:20, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5361, loss_cls: 5.6004, loss: 5.6004 +2023-12-31 05:10:30,834 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 2 days, 9:52:14, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5361, loss_cls: 5.6041, loss: 5.6041 +2023-12-31 05:11:32,225 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 2 days, 9:51:07, time: 0.614, data_time: 0.001, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5472, loss_cls: 5.6207, loss: 5.6207 +2023-12-31 05:12:33,477 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 2 days, 9:50:01, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5566, loss_cls: 5.5771, loss: 5.5771 +2023-12-31 05:13:32,947 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 2 days, 9:48:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5513, loss_cls: 5.5824, loss: 5.5824 +2023-12-31 05:14:32,563 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 2 days, 9:47:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5384, loss_cls: 5.5867, loss: 5.5867 +2023-12-31 05:15:32,258 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 2 days, 9:46:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5505, loss_cls: 5.5580, loss: 5.5580 +2023-12-31 05:16:32,021 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 2 days, 9:45:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5548, loss_cls: 5.5659, loss: 5.5659 +2023-12-31 05:17:31,811 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 2 days, 9:44:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5434, loss_cls: 5.6116, loss: 5.6116 +2023-12-31 05:18:31,296 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 2 days, 9:43:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5419, loss_cls: 5.6044, loss: 5.6044 +2023-12-31 05:19:31,174 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 2 days, 9:42:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5389, loss_cls: 5.5979, loss: 5.5979 +2023-12-31 05:20:31,226 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 9:40:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5459, loss_cls: 5.6170, loss: 5.6170 +2023-12-31 05:21:31,292 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 9:39:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5383, loss_cls: 5.6181, loss: 5.6181 +2023-12-31 05:22:32,427 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 9:38:38, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5453, loss_cls: 5.5863, loss: 5.5863 +2023-12-31 05:23:32,468 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 9:37:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5416, loss_cls: 5.5894, loss: 5.5894 +2023-12-31 05:24:32,422 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 9:36:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5487, loss_cls: 5.6152, loss: 5.6152 +2023-12-31 05:25:32,152 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 9:35:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5434, loss_cls: 5.5932, loss: 5.5932 +2023-12-31 05:26:32,507 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 9:34:06, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5386, loss_cls: 5.6207, loss: 5.6207 +2023-12-31 05:27:33,162 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 9:32:59, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5491, loss_cls: 5.5794, loss: 5.5794 +2023-12-31 05:28:33,338 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 9:31:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5470, loss_cls: 5.5941, loss: 5.5941 +2023-12-31 05:29:33,112 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 9:30:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5517, loss_cls: 5.5761, loss: 5.5761 +2023-12-31 05:30:33,288 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 9:29:35, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5352, loss_cls: 5.6105, loss: 5.6105 +2023-12-31 05:31:33,237 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 9:28:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5450, loss_cls: 5.6051, loss: 5.6051 +2023-12-31 05:32:33,818 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 9:27:20, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5531, loss_cls: 5.5798, loss: 5.5798 +2023-12-31 05:33:34,156 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 9:26:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5481, loss_cls: 5.6269, loss: 5.6269 +2023-12-31 05:34:34,797 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 9:25:05, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5353, loss_cls: 5.6458, loss: 5.6458 +2023-12-31 05:35:35,964 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 9:23:59, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5395, loss_cls: 5.6218, loss: 5.6218 +2023-12-31 05:36:36,198 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 9:22:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5337, loss_cls: 5.6544, loss: 5.6544 +2023-12-31 05:37:36,779 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 9:21:44, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2889, top5_acc: 0.5555, loss_cls: 5.5692, loss: 5.5692 +2023-12-31 05:38:07,080 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-31 05:40:01,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 05:40:02,674 - pyskl - INFO - +top1_acc 0.2262 +top5_acc 0.4649 +2023-12-31 05:40:02,675 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 05:40:02,713 - pyskl - INFO - +mean_acc 0.2262 +2023-12-31 05:40:02,722 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2262, top5_acc: 0.4649, mean_class_accuracy: 0.2262 +2023-12-31 05:43:29,712 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 9:22:49, time: 2.070, data_time: 1.478, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5627, loss_cls: 5.5228, loss: 5.5228 +2023-12-31 05:44:29,203 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 9:21:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5559, loss_cls: 5.5412, loss: 5.5412 +2023-12-31 05:45:28,888 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 9:20:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2883, top5_acc: 0.5431, loss_cls: 5.6085, loss: 5.6085 +2023-12-31 05:46:28,880 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 9:19:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5481, loss_cls: 5.5872, loss: 5.5872 +2023-12-31 05:47:29,769 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 9:18:17, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5427, loss_cls: 5.5832, loss: 5.5832 +2023-12-31 05:48:29,528 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 9:17:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5391, loss_cls: 5.5934, loss: 5.5934 +2023-12-31 05:49:29,445 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 9:16:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5559, loss_cls: 5.5172, loss: 5.5172 +2023-12-31 05:50:29,634 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 9:14:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5477, loss_cls: 5.5686, loss: 5.5686 +2023-12-31 05:51:29,481 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 9:13:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5472, loss_cls: 5.5929, loss: 5.5929 +2023-12-31 05:52:29,670 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 9:12:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5553, loss_cls: 5.5566, loss: 5.5566 +2023-12-31 05:53:30,198 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 9:11:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5520, loss_cls: 5.5475, loss: 5.5475 +2023-12-31 05:54:30,963 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 9:10:22, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5394, loss_cls: 5.6109, loss: 5.6109 +2023-12-31 05:55:30,795 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 9:09:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2930, top5_acc: 0.5445, loss_cls: 5.5811, loss: 5.5811 +2023-12-31 05:56:30,939 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 9:08:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5600, loss_cls: 5.5525, loss: 5.5525 +2023-12-31 05:57:30,840 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 9:06:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5439, loss_cls: 5.5849, loss: 5.5849 +2023-12-31 05:58:30,892 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 9:05:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5420, loss_cls: 5.6218, loss: 5.6218 +2023-12-31 05:59:30,527 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 9:04:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5466, loss_cls: 5.5884, loss: 5.5884 +2023-12-31 06:00:30,504 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 9:03:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5461, loss_cls: 5.5787, loss: 5.5787 +2023-12-31 06:01:30,282 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 9:02:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5434, loss_cls: 5.5870, loss: 5.5870 +2023-12-31 06:02:30,258 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 9:01:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2889, top5_acc: 0.5486, loss_cls: 5.5881, loss: 5.5881 +2023-12-31 06:03:30,326 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 9:00:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5533, loss_cls: 5.5774, loss: 5.5774 +2023-12-31 06:04:30,514 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 8:59:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5392, loss_cls: 5.6226, loss: 5.6226 +2023-12-31 06:05:30,882 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 8:57:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5628, loss_cls: 5.5353, loss: 5.5353 +2023-12-31 06:06:30,945 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 8:56:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5455, loss_cls: 5.6281, loss: 5.6281 +2023-12-31 06:07:30,896 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 8:55:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5403, loss_cls: 5.6174, loss: 5.6174 +2023-12-31 06:08:31,397 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 8:54:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5455, loss_cls: 5.5838, loss: 5.5838 +2023-12-31 06:09:32,058 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 8:53:24, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5445, loss_cls: 5.6054, loss: 5.6054 +2023-12-31 06:10:32,202 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 8:52:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5469, loss_cls: 5.5919, loss: 5.5919 +2023-12-31 06:11:32,539 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 8:51:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5570, loss_cls: 5.5551, loss: 5.5551 +2023-12-31 06:12:32,604 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 8:50:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5508, loss_cls: 5.5625, loss: 5.5625 +2023-12-31 06:13:32,486 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 8:48:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5480, loss_cls: 5.6047, loss: 5.6047 +2023-12-31 06:14:32,199 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 8:47:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5439, loss_cls: 5.6018, loss: 5.6018 +2023-12-31 06:15:31,791 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 8:46:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5402, loss_cls: 5.6084, loss: 5.6084 +2023-12-31 06:16:32,171 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 8:45:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5480, loss_cls: 5.5902, loss: 5.5902 +2023-12-31 06:17:33,085 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 8:44:22, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5558, loss_cls: 5.5660, loss: 5.5660 +2023-12-31 06:18:33,333 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 8:43:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5495, loss_cls: 5.5999, loss: 5.5999 +2023-12-31 06:19:34,129 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 8:42:08, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5498, loss_cls: 5.6056, loss: 5.6056 +2023-12-31 06:20:04,317 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-31 06:22:00,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 06:22:01,997 - pyskl - INFO - +top1_acc 0.2238 +top5_acc 0.4614 +2023-12-31 06:22:01,997 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 06:22:02,044 - pyskl - INFO - +mean_acc 0.2236 +2023-12-31 06:22:02,056 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2238, top5_acc: 0.4614, mean_class_accuracy: 0.2236 +2023-12-31 06:25:30,599 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 8:43:11, time: 2.085, data_time: 1.488, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5650, loss_cls: 5.4730, loss: 5.4730 +2023-12-31 06:26:30,305 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 8:42:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5480, loss_cls: 5.5743, loss: 5.5743 +2023-12-31 06:27:30,196 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 8:40:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5587, loss_cls: 5.5223, loss: 5.5223 +2023-12-31 06:28:30,159 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 8:39:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5587, loss_cls: 5.5367, loss: 5.5367 +2023-12-31 06:29:29,844 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 8:38:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2789, top5_acc: 0.5320, loss_cls: 5.6249, loss: 5.6249 +2023-12-31 06:30:29,817 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 8:37:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5486, loss_cls: 5.5589, loss: 5.5589 +2023-12-31 06:31:29,470 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 8:36:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5411, loss_cls: 5.6403, loss: 5.6403 +2023-12-31 06:32:29,301 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 8:35:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5523, loss_cls: 5.5642, loss: 5.5642 +2023-12-31 06:33:29,224 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 8:34:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5592, loss_cls: 5.5268, loss: 5.5268 +2023-12-31 06:34:29,221 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 8:32:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5556, loss_cls: 5.5595, loss: 5.5595 +2023-12-31 06:35:29,715 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 8:31:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5530, loss_cls: 5.5682, loss: 5.5682 +2023-12-31 06:36:30,170 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 8:30:43, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5497, loss_cls: 5.5799, loss: 5.5799 +2023-12-31 06:37:30,279 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 8:29:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5405, loss_cls: 5.6050, loss: 5.6050 +2023-12-31 06:38:29,774 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 8:28:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5530, loss_cls: 5.5682, loss: 5.5682 +2023-12-31 06:39:30,275 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 8:27:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2858, top5_acc: 0.5430, loss_cls: 5.6141, loss: 5.6141 +2023-12-31 06:40:30,096 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 8:26:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5495, loss_cls: 5.5872, loss: 5.5872 +2023-12-31 06:41:29,814 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 8:25:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5448, loss_cls: 5.6046, loss: 5.6046 +2023-12-31 06:42:29,682 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 8:23:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5487, loss_cls: 5.5865, loss: 5.5865 +2023-12-31 06:43:29,315 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 8:22:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5511, loss_cls: 5.5522, loss: 5.5522 +2023-12-31 06:44:29,087 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 8:21:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5584, loss_cls: 5.5656, loss: 5.5656 +2023-12-31 06:45:29,874 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 8:20:32, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5491, loss_cls: 5.5677, loss: 5.5677 +2023-12-31 06:46:30,674 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 8:19:25, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5611, loss_cls: 5.5440, loss: 5.5440 +2023-12-31 06:47:31,342 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 8:18:18, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5450, loss_cls: 5.5993, loss: 5.5993 +2023-12-31 06:48:31,130 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 8:17:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5439, loss_cls: 5.6146, loss: 5.6146 +2023-12-31 06:49:31,379 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 8:16:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5478, loss_cls: 5.5658, loss: 5.5658 +2023-12-31 06:50:32,376 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 8:14:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5444, loss_cls: 5.6077, loss: 5.6077 +2023-12-31 06:51:32,904 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 8:13:49, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5491, loss_cls: 5.5794, loss: 5.5794 +2023-12-31 06:52:32,792 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 8:12:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5550, loss_cls: 5.5497, loss: 5.5497 +2023-12-31 06:53:32,581 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 8:11:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5450, loss_cls: 5.6152, loss: 5.6152 +2023-12-31 06:54:32,257 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 8:10:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5592, loss_cls: 5.5398, loss: 5.5398 +2023-12-31 06:55:31,965 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 8:09:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5616, loss_cls: 5.5538, loss: 5.5538 +2023-12-31 06:56:31,560 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 8:08:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5395, loss_cls: 5.5984, loss: 5.5984 +2023-12-31 06:57:31,211 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 8:07:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5447, loss_cls: 5.5769, loss: 5.5769 +2023-12-31 06:58:31,679 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 8:05:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5508, loss_cls: 5.5982, loss: 5.5982 +2023-12-31 06:59:32,141 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 8:04:46, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5480, loss_cls: 5.5880, loss: 5.5880 +2023-12-31 07:00:32,034 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 8:03:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5614, loss_cls: 5.5299, loss: 5.5299 +2023-12-31 07:01:32,504 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 8:02:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5494, loss_cls: 5.5868, loss: 5.5868 +2023-12-31 07:02:02,585 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-31 07:03:58,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 07:03:59,481 - pyskl - INFO - +top1_acc 0.2282 +top5_acc 0.4732 +2023-12-31 07:03:59,481 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 07:03:59,527 - pyskl - INFO - +mean_acc 0.2282 +2023-12-31 07:03:59,541 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2282, top5_acc: 0.4732, mean_class_accuracy: 0.2282 +2023-12-31 07:07:21,932 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 8:03:22, time: 2.024, data_time: 1.429, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5620, loss_cls: 5.5078, loss: 5.5078 +2023-12-31 07:08:21,396 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 8:02:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5636, loss_cls: 5.5240, loss: 5.5240 +2023-12-31 07:09:21,052 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 8:01:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5544, loss_cls: 5.5610, loss: 5.5610 +2023-12-31 07:10:20,986 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 7:59:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5478, loss_cls: 5.5818, loss: 5.5818 +2023-12-31 07:11:21,362 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 7:58:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5658, loss_cls: 5.5070, loss: 5.5070 +2023-12-31 07:12:21,442 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 7:57:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5559, loss_cls: 5.5627, loss: 5.5627 +2023-12-31 07:13:21,438 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 7:56:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5527, loss_cls: 5.5731, loss: 5.5731 +2023-12-31 07:14:21,079 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 7:55:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5520, loss_cls: 5.5696, loss: 5.5696 +2023-12-31 07:15:20,719 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 7:54:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5453, loss_cls: 5.5764, loss: 5.5764 +2023-12-31 07:16:20,854 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 7:53:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5536, loss_cls: 5.5679, loss: 5.5679 +2023-12-31 07:17:21,091 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 7:52:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5528, loss_cls: 5.5468, loss: 5.5468 +2023-12-31 07:18:22,303 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 7:50:57, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2914, top5_acc: 0.5447, loss_cls: 5.5776, loss: 5.5776 +2023-12-31 07:19:21,779 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 7:49:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5531, loss_cls: 5.5444, loss: 5.5444 +2023-12-31 07:20:21,539 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 7:48:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5494, loss_cls: 5.5932, loss: 5.5932 +2023-12-31 07:21:21,217 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 7:47:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5573, loss_cls: 5.5739, loss: 5.5739 +2023-12-31 07:22:21,275 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 7:46:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5413, loss_cls: 5.6075, loss: 5.6075 +2023-12-31 07:23:21,168 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 7:45:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2975, top5_acc: 0.5531, loss_cls: 5.5593, loss: 5.5593 +2023-12-31 07:24:21,261 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 7:44:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5577, loss_cls: 5.5618, loss: 5.5618 +2023-12-31 07:25:20,986 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 7:43:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5528, loss_cls: 5.5890, loss: 5.5890 +2023-12-31 07:26:20,536 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 7:41:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5498, loss_cls: 5.5505, loss: 5.5505 +2023-12-31 07:27:20,142 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 7:40:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2961, top5_acc: 0.5416, loss_cls: 5.5847, loss: 5.5847 +2023-12-31 07:28:20,153 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 7:39:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3002, top5_acc: 0.5567, loss_cls: 5.5568, loss: 5.5568 +2023-12-31 07:29:20,128 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 7:38:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2939, top5_acc: 0.5459, loss_cls: 5.5598, loss: 5.5598 +2023-12-31 07:30:19,833 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 7:37:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5516, loss_cls: 5.5559, loss: 5.5559 +2023-12-31 07:31:19,852 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 7:36:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5453, loss_cls: 5.5930, loss: 5.5930 +2023-12-31 07:32:20,562 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 7:35:06, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2925, top5_acc: 0.5548, loss_cls: 5.5819, loss: 5.5819 +2023-12-31 07:33:21,247 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 7:33:59, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5511, loss_cls: 5.5633, loss: 5.5633 +2023-12-31 07:34:21,957 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 7:32:53, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5583, loss_cls: 5.5360, loss: 5.5360 +2023-12-31 07:35:21,948 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 7:31:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5384, loss_cls: 5.6013, loss: 5.6013 +2023-12-31 07:36:22,059 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 7:30:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5513, loss_cls: 5.5654, loss: 5.5654 +2023-12-31 07:37:21,955 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 7:29:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2956, top5_acc: 0.5491, loss_cls: 5.5570, loss: 5.5570 +2023-12-31 07:38:21,735 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 7:28:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5537, loss_cls: 5.5689, loss: 5.5689 +2023-12-31 07:39:21,509 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 7:27:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5636, loss_cls: 5.5206, loss: 5.5206 +2023-12-31 07:40:21,787 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 7:26:07, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5580, loss_cls: 5.5475, loss: 5.5475 +2023-12-31 07:41:22,363 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 7:25:00, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5586, loss_cls: 5.5546, loss: 5.5546 +2023-12-31 07:42:22,181 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 7:23:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5506, loss_cls: 5.5721, loss: 5.5721 +2023-12-31 07:43:22,806 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 7:22:45, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2914, top5_acc: 0.5525, loss_cls: 5.5847, loss: 5.5847 +2023-12-31 07:43:53,053 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-31 07:45:50,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 07:45:51,113 - pyskl - INFO - +top1_acc 0.2180 +top5_acc 0.4591 +2023-12-31 07:45:51,114 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 07:45:51,170 - pyskl - INFO - +mean_acc 0.2179 +2023-12-31 07:45:51,184 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2180, top5_acc: 0.4591, mean_class_accuracy: 0.2179 +2023-12-31 07:49:20,369 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 7:23:41, time: 2.092, data_time: 1.499, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5700, loss_cls: 5.5019, loss: 5.5019 +2023-12-31 07:50:19,951 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 7:22:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5505, loss_cls: 5.5588, loss: 5.5588 +2023-12-31 07:51:20,034 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 7:21:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3030, top5_acc: 0.5611, loss_cls: 5.5091, loss: 5.5091 +2023-12-31 07:52:20,023 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 7:20:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5628, loss_cls: 5.5091, loss: 5.5091 +2023-12-31 07:53:19,809 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 7:19:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5489, loss_cls: 5.5551, loss: 5.5551 +2023-12-31 07:54:19,630 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 7:18:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2980, top5_acc: 0.5555, loss_cls: 5.5574, loss: 5.5574 +2023-12-31 07:55:19,520 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 7:16:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5497, loss_cls: 5.5591, loss: 5.5591 +2023-12-31 07:56:19,320 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 7:15:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5561, loss_cls: 5.5498, loss: 5.5498 +2023-12-31 07:57:19,238 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 7:14:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5653, loss_cls: 5.5049, loss: 5.5049 +2023-12-31 07:58:20,239 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 7:13:31, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5608, loss_cls: 5.5220, loss: 5.5220 +2023-12-31 07:59:20,797 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 7:12:25, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5541, loss_cls: 5.5509, loss: 5.5509 +2023-12-31 08:00:21,936 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 7:11:18, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5525, loss_cls: 5.5513, loss: 5.5513 +2023-12-31 08:01:21,542 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 7:10:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5527, loss_cls: 5.5655, loss: 5.5655 +2023-12-31 08:02:21,048 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 7:09:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5544, loss_cls: 5.5830, loss: 5.5830 +2023-12-31 08:03:20,817 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 7:07:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5548, loss_cls: 5.5558, loss: 5.5558 +2023-12-31 08:04:20,616 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 7:06:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5563, loss_cls: 5.5266, loss: 5.5266 +2023-12-31 08:05:20,680 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 7:05:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3002, top5_acc: 0.5511, loss_cls: 5.5617, loss: 5.5617 +2023-12-31 08:06:21,193 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 7:04:32, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2980, top5_acc: 0.5494, loss_cls: 5.5544, loss: 5.5544 +2023-12-31 08:07:21,313 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 7:03:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5563, loss_cls: 5.5828, loss: 5.5828 +2023-12-31 08:08:21,140 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 7:02:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5537, loss_cls: 5.5678, loss: 5.5678 +2023-12-31 08:09:20,784 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 7:01:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5522, loss_cls: 5.5871, loss: 5.5871 +2023-12-31 08:10:20,422 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 7:00:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5542, loss_cls: 5.5731, loss: 5.5731 +2023-12-31 08:11:19,922 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 6:58:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5619, loss_cls: 5.5369, loss: 5.5369 +2023-12-31 08:12:19,800 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 6:57:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2961, top5_acc: 0.5544, loss_cls: 5.5485, loss: 5.5485 +2023-12-31 08:13:20,336 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 6:56:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2955, top5_acc: 0.5523, loss_cls: 5.5562, loss: 5.5562 +2023-12-31 08:14:21,481 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 6:55:31, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5392, loss_cls: 5.5719, loss: 5.5719 +2023-12-31 08:15:21,291 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 6:54:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5559, loss_cls: 5.5473, loss: 5.5473 +2023-12-31 08:16:21,510 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 6:53:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5547, loss_cls: 5.5665, loss: 5.5665 +2023-12-31 08:17:21,447 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 6:52:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5509, loss_cls: 5.5953, loss: 5.5953 +2023-12-31 08:18:21,367 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 6:51:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5575, loss_cls: 5.5434, loss: 5.5434 +2023-12-31 08:19:21,021 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 6:49:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5594, loss_cls: 5.5479, loss: 5.5479 +2023-12-31 08:20:20,570 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 6:48:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5492, loss_cls: 5.5824, loss: 5.5824 +2023-12-31 08:21:20,387 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 6:47:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5659, loss_cls: 5.5232, loss: 5.5232 +2023-12-31 08:22:20,865 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 6:46:30, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5564, loss_cls: 5.5524, loss: 5.5524 +2023-12-31 08:23:21,411 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 6:45:23, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5589, loss_cls: 5.5493, loss: 5.5493 +2023-12-31 08:24:21,451 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 6:44:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5531, loss_cls: 5.5713, loss: 5.5713 +2023-12-31 08:25:22,798 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 6:43:10, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5361, loss_cls: 5.6248, loss: 5.6248 +2023-12-31 08:25:52,990 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-31 08:27:49,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 08:27:50,982 - pyskl - INFO - +top1_acc 0.2200 +top5_acc 0.4645 +2023-12-31 08:27:50,982 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 08:27:51,027 - pyskl - INFO - +mean_acc 0.2198 +2023-12-31 08:27:51,040 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2200, top5_acc: 0.4645, mean_class_accuracy: 0.2198 +2023-12-31 08:31:12,483 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 6:43:52, time: 2.014, data_time: 1.419, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5639, loss_cls: 5.5111, loss: 5.5111 +2023-12-31 08:32:12,444 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 6:42:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5548, loss_cls: 5.5365, loss: 5.5365 +2023-12-31 08:33:12,304 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 6:41:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5592, loss_cls: 5.5292, loss: 5.5292 +2023-12-31 08:34:12,058 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 6:40:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5622, loss_cls: 5.5166, loss: 5.5166 +2023-12-31 08:35:12,083 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 6:39:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3000, top5_acc: 0.5586, loss_cls: 5.5453, loss: 5.5453 +2023-12-31 08:36:12,040 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 6:38:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5520, loss_cls: 5.5455, loss: 5.5455 +2023-12-31 08:37:11,871 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 6:37:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2975, top5_acc: 0.5586, loss_cls: 5.5373, loss: 5.5373 +2023-12-31 08:38:12,327 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 6:35:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5511, loss_cls: 5.5452, loss: 5.5452 +2023-12-31 08:39:13,428 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 6:34:53, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5587, loss_cls: 5.5558, loss: 5.5558 +2023-12-31 08:40:13,840 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 6:33:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5584, loss_cls: 5.5380, loss: 5.5380 +2023-12-31 08:41:14,569 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 6:32:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5511, loss_cls: 5.5709, loss: 5.5709 +2023-12-31 08:42:15,903 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 6:31:33, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2964, top5_acc: 0.5570, loss_cls: 5.5236, loss: 5.5236 +2023-12-31 08:43:16,245 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 6:30:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5544, loss_cls: 5.5416, loss: 5.5416 +2023-12-31 08:44:16,345 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 6:29:19, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5573, loss_cls: 5.5631, loss: 5.5631 +2023-12-31 08:45:16,337 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 6:28:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5580, loss_cls: 5.5348, loss: 5.5348 +2023-12-31 08:46:16,906 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 6:27:05, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5620, loss_cls: 5.5040, loss: 5.5040 +2023-12-31 08:47:17,056 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 6:25:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5578, loss_cls: 5.5181, loss: 5.5181 +2023-12-31 08:48:17,250 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 6:24:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5555, loss_cls: 5.5826, loss: 5.5826 +2023-12-31 08:49:17,096 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 6:23:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5525, loss_cls: 5.5309, loss: 5.5309 +2023-12-31 08:50:17,103 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 6:22:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5595, loss_cls: 5.5121, loss: 5.5121 +2023-12-31 08:51:16,872 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 6:21:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2986, top5_acc: 0.5603, loss_cls: 5.5391, loss: 5.5391 +2023-12-31 08:52:16,669 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 6:20:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5437, loss_cls: 5.5895, loss: 5.5895 +2023-12-31 08:53:17,216 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 6:19:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5603, loss_cls: 5.5297, loss: 5.5297 +2023-12-31 08:54:17,245 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 6:18:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5558, loss_cls: 5.5477, loss: 5.5477 +2023-12-31 08:55:17,613 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 6:16:58, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5644, loss_cls: 5.5121, loss: 5.5121 +2023-12-31 08:56:18,035 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 6:15:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5469, loss_cls: 5.5764, loss: 5.5764 +2023-12-31 08:57:18,164 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 6:14:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5620, loss_cls: 5.4949, loss: 5.4949 +2023-12-31 08:58:18,266 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 6:13:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5422, loss_cls: 5.6045, loss: 5.6045 +2023-12-31 08:59:18,067 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 6:12:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5541, loss_cls: 5.5504, loss: 5.5504 +2023-12-31 09:00:17,752 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 6:11:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5608, loss_cls: 5.5405, loss: 5.5405 +2023-12-31 09:01:17,172 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 6:10:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5472, loss_cls: 5.5913, loss: 5.5913 +2023-12-31 09:02:16,630 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 6:09:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5494, loss_cls: 5.5710, loss: 5.5710 +2023-12-31 09:03:16,352 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 6:07:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5537, loss_cls: 5.5453, loss: 5.5453 +2023-12-31 09:04:16,522 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 6:06:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5606, loss_cls: 5.5230, loss: 5.5230 +2023-12-31 09:05:17,110 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 6:05:43, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5514, loss_cls: 5.5593, loss: 5.5593 +2023-12-31 09:06:16,871 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 6:04:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5470, loss_cls: 5.5588, loss: 5.5588 +2023-12-31 09:07:17,152 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 6:03:29, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2939, top5_acc: 0.5486, loss_cls: 5.5589, loss: 5.5589 +2023-12-31 09:07:47,801 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-31 09:09:41,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 09:09:42,317 - pyskl - INFO - +top1_acc 0.2391 +top5_acc 0.4731 +2023-12-31 09:09:42,317 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 09:09:42,355 - pyskl - INFO - +mean_acc 0.2388 +2023-12-31 09:09:42,361 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_60.pth was removed +2023-12-31 09:09:42,664 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-31 09:09:42,665 - pyskl - INFO - Best top1_acc is 0.2391 at 68 epoch. +2023-12-31 09:09:42,674 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2391, top5_acc: 0.4731, mean_class_accuracy: 0.2388 +2023-12-31 09:13:09,228 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 6:04:14, time: 2.065, data_time: 1.468, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5680, loss_cls: 5.4572, loss: 5.4572 +2023-12-31 09:14:08,929 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 6:03:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5687, loss_cls: 5.4927, loss: 5.4927 +2023-12-31 09:15:09,545 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 6:01:59, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5566, loss_cls: 5.5358, loss: 5.5358 +2023-12-31 09:16:09,803 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 6:00:52, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3036, top5_acc: 0.5570, loss_cls: 5.5332, loss: 5.5332 +2023-12-31 09:17:09,824 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 5:59:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5636, loss_cls: 5.5048, loss: 5.5048 +2023-12-31 09:18:09,927 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 5:58:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5587, loss_cls: 5.5407, loss: 5.5407 +2023-12-31 09:19:09,748 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 5:57:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5622, loss_cls: 5.5225, loss: 5.5225 +2023-12-31 09:20:09,488 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 5:56:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5636, loss_cls: 5.5231, loss: 5.5231 +2023-12-31 09:21:09,596 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 5:55:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5700, loss_cls: 5.4866, loss: 5.4866 +2023-12-31 09:22:10,873 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 5:54:08, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5625, loss_cls: 5.5040, loss: 5.5040 +2023-12-31 09:23:11,716 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 5:53:02, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5617, loss_cls: 5.5175, loss: 5.5175 +2023-12-31 09:24:12,656 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 5:51:56, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5622, loss_cls: 5.5269, loss: 5.5269 +2023-12-31 09:25:13,031 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 5:50:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5483, loss_cls: 5.5681, loss: 5.5681 +2023-12-31 09:26:13,092 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 5:49:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5534, loss_cls: 5.5446, loss: 5.5446 +2023-12-31 09:27:12,676 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 5:48:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2883, top5_acc: 0.5452, loss_cls: 5.5668, loss: 5.5668 +2023-12-31 09:28:12,607 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 5:47:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5561, loss_cls: 5.5675, loss: 5.5675 +2023-12-31 09:29:12,363 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 5:46:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5594, loss_cls: 5.5278, loss: 5.5278 +2023-12-31 09:30:12,270 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 5:45:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2939, top5_acc: 0.5533, loss_cls: 5.5468, loss: 5.5468 +2023-12-31 09:31:12,911 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 5:44:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2975, top5_acc: 0.5645, loss_cls: 5.5177, loss: 5.5177 +2023-12-31 09:32:13,244 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 5:42:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5634, loss_cls: 5.4902, loss: 5.4902 +2023-12-31 09:33:13,946 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 5:41:51, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5536, loss_cls: 5.5483, loss: 5.5483 +2023-12-31 09:34:14,206 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 5:40:44, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5683, loss_cls: 5.4869, loss: 5.4869 +2023-12-31 09:35:14,166 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 5:39:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2964, top5_acc: 0.5555, loss_cls: 5.5623, loss: 5.5623 +2023-12-31 09:36:14,387 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 5:38:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5541, loss_cls: 5.5542, loss: 5.5542 +2023-12-31 09:37:14,900 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 5:37:22, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5509, loss_cls: 5.5767, loss: 5.5767 +2023-12-31 09:38:15,107 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 5:36:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5530, loss_cls: 5.5543, loss: 5.5543 +2023-12-31 09:39:15,201 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 5:35:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5552, loss_cls: 5.5495, loss: 5.5495 +2023-12-31 09:40:15,304 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 5:34:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5605, loss_cls: 5.5220, loss: 5.5220 +2023-12-31 09:41:15,271 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 5:32:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2980, top5_acc: 0.5536, loss_cls: 5.5471, loss: 5.5471 +2023-12-31 09:42:15,255 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 5:31:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5719, loss_cls: 5.4875, loss: 5.4875 +2023-12-31 09:43:15,466 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 5:30:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2914, top5_acc: 0.5477, loss_cls: 5.5674, loss: 5.5674 +2023-12-31 09:44:16,189 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 5:29:33, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5542, loss_cls: 5.5779, loss: 5.5779 +2023-12-31 09:45:17,092 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 5:28:27, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5542, loss_cls: 5.5737, loss: 5.5737 +2023-12-31 09:46:17,140 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 5:27:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5427, loss_cls: 5.5995, loss: 5.5995 +2023-12-31 09:47:17,562 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 5:26:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5550, loss_cls: 5.5266, loss: 5.5266 +2023-12-31 09:48:17,643 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 5:25:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5570, loss_cls: 5.5278, loss: 5.5278 +2023-12-31 09:49:18,076 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 5:23:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5564, loss_cls: 5.5604, loss: 5.5604 +2023-12-31 09:49:48,539 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-31 09:51:44,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 09:51:45,580 - pyskl - INFO - +top1_acc 0.2306 +top5_acc 0.4776 +2023-12-31 09:51:45,580 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 09:51:45,633 - pyskl - INFO - +mean_acc 0.2305 +2023-12-31 09:51:45,650 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2306, top5_acc: 0.4776, mean_class_accuracy: 0.2305 +2023-12-31 09:55:16,306 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 5:24:45, time: 2.106, data_time: 1.513, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5636, loss_cls: 5.5005, loss: 5.5005 +2023-12-31 09:56:15,747 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 5:23:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5566, loss_cls: 5.5234, loss: 5.5234 +2023-12-31 09:57:16,505 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 5:22:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5673, loss_cls: 5.4915, loss: 5.4915 +2023-12-31 09:58:16,534 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 5:21:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5609, loss_cls: 5.4983, loss: 5.4983 +2023-12-31 09:59:16,162 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 5:20:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5634, loss_cls: 5.5022, loss: 5.5022 +2023-12-31 10:00:16,073 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 5:19:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2970, top5_acc: 0.5627, loss_cls: 5.5238, loss: 5.5238 +2023-12-31 10:01:16,744 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 5:18:01, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5691, loss_cls: 5.4791, loss: 5.4791 +2023-12-31 10:02:16,500 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 5:16:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5673, loss_cls: 5.4955, loss: 5.4955 +2023-12-31 10:03:16,122 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 5:15:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5594, loss_cls: 5.5420, loss: 5.5420 +2023-12-31 10:04:15,957 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 5:14:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3048, top5_acc: 0.5586, loss_cls: 5.5257, loss: 5.5257 +2023-12-31 10:05:15,788 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 5:13:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5567, loss_cls: 5.5405, loss: 5.5405 +2023-12-31 10:06:16,367 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 5:12:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2961, top5_acc: 0.5537, loss_cls: 5.5350, loss: 5.5350 +2023-12-31 10:07:17,011 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 5:11:17, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5625, loss_cls: 5.5077, loss: 5.5077 +2023-12-31 10:08:16,687 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 5:10:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5564, loss_cls: 5.5492, loss: 5.5492 +2023-12-31 10:09:16,073 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 5:09:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5642, loss_cls: 5.5064, loss: 5.5064 +2023-12-31 10:10:15,749 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 5:07:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5697, loss_cls: 5.4947, loss: 5.4947 +2023-12-31 10:11:15,185 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 5:06:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5750, loss_cls: 5.4794, loss: 5.4794 +2023-12-31 10:12:15,947 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 5:05:40, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5602, loss_cls: 5.5176, loss: 5.5176 +2023-12-31 10:13:16,612 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 5:04:33, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5583, loss_cls: 5.5417, loss: 5.5417 +2023-12-31 10:14:17,274 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 5:03:27, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5623, loss_cls: 5.4752, loss: 5.4752 +2023-12-31 10:15:17,448 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 5:02:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5578, loss_cls: 5.5461, loss: 5.5461 +2023-12-31 10:16:18,016 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 5:01:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5575, loss_cls: 5.5443, loss: 5.5443 +2023-12-31 10:17:18,978 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 5:00:07, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5628, loss_cls: 5.5249, loss: 5.5249 +2023-12-31 10:18:19,580 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 4:59:00, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5525, loss_cls: 5.5478, loss: 5.5478 +2023-12-31 10:19:20,936 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 4:57:55, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5561, loss_cls: 5.5516, loss: 5.5516 +2023-12-31 10:20:21,574 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 4:56:48, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5547, loss_cls: 5.5626, loss: 5.5626 +2023-12-31 10:21:21,595 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 4:55:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5548, loss_cls: 5.5393, loss: 5.5393 +2023-12-31 10:22:21,933 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 4:54:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5439, loss_cls: 5.5922, loss: 5.5922 +2023-12-31 10:23:22,240 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 4:53:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5542, loss_cls: 5.5357, loss: 5.5357 +2023-12-31 10:24:21,842 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 4:52:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5481, loss_cls: 5.5707, loss: 5.5707 +2023-12-31 10:25:21,063 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 4:51:11, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2997, top5_acc: 0.5505, loss_cls: 5.5623, loss: 5.5623 +2023-12-31 10:26:20,802 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 4:50:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2970, top5_acc: 0.5648, loss_cls: 5.5296, loss: 5.5296 +2023-12-31 10:27:20,425 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 4:48:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5702, loss_cls: 5.4875, loss: 5.4875 +2023-12-31 10:28:20,561 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 4:47:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5628, loss_cls: 5.4864, loss: 5.4864 +2023-12-31 10:29:21,048 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 4:46:43, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3036, top5_acc: 0.5639, loss_cls: 5.5021, loss: 5.5021 +2023-12-31 10:30:20,852 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 4:45:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5553, loss_cls: 5.5539, loss: 5.5539 +2023-12-31 10:31:20,911 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 4:44:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5570, loss_cls: 5.5434, loss: 5.5434 +2023-12-31 10:31:51,064 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-31 10:33:46,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 10:33:46,996 - pyskl - INFO - +top1_acc 0.2185 +top5_acc 0.4513 +2023-12-31 10:33:46,997 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 10:33:47,034 - pyskl - INFO - +mean_acc 0.2185 +2023-12-31 10:33:47,044 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2185, top5_acc: 0.4513, mean_class_accuracy: 0.2185 +2023-12-31 10:37:16,864 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 4:45:10, time: 2.098, data_time: 1.499, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5705, loss_cls: 5.4501, loss: 5.4501 +2023-12-31 10:38:16,476 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 4:44:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5613, loss_cls: 5.5207, loss: 5.5207 +2023-12-31 10:39:16,173 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 4:42:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5697, loss_cls: 5.4903, loss: 5.4903 +2023-12-31 10:40:16,275 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 4:41:47, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3067, top5_acc: 0.5644, loss_cls: 5.4760, loss: 5.4760 +2023-12-31 10:41:16,119 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 4:40:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3031, top5_acc: 0.5763, loss_cls: 5.4668, loss: 5.4668 +2023-12-31 10:42:16,761 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 4:39:33, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5702, loss_cls: 5.4698, loss: 5.4698 +2023-12-31 10:43:17,244 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 4:38:27, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5753, loss_cls: 5.4713, loss: 5.4713 +2023-12-31 10:44:17,479 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 4:37:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5555, loss_cls: 5.5366, loss: 5.5366 +2023-12-31 10:45:17,356 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 4:36:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5680, loss_cls: 5.4993, loss: 5.4993 +2023-12-31 10:46:17,182 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 4:35:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3122, top5_acc: 0.5744, loss_cls: 5.4477, loss: 5.4477 +2023-12-31 10:47:16,921 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 4:33:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5537, loss_cls: 5.5507, loss: 5.5507 +2023-12-31 10:48:17,080 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 4:32:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5597, loss_cls: 5.5214, loss: 5.5214 +2023-12-31 10:49:17,276 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 4:31:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5609, loss_cls: 5.5183, loss: 5.5183 +2023-12-31 10:50:17,278 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 4:30:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5648, loss_cls: 5.5048, loss: 5.5048 +2023-12-31 10:51:16,991 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 4:29:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5522, loss_cls: 5.5819, loss: 5.5819 +2023-12-31 10:52:16,573 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 4:28:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5644, loss_cls: 5.5100, loss: 5.5100 +2023-12-31 10:53:16,350 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 4:27:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5547, loss_cls: 5.5497, loss: 5.5497 +2023-12-31 10:54:16,470 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 4:26:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3002, top5_acc: 0.5659, loss_cls: 5.5072, loss: 5.5072 +2023-12-31 10:55:16,041 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 4:24:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5455, loss_cls: 5.5749, loss: 5.5749 +2023-12-31 10:56:15,565 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 4:23:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3000, top5_acc: 0.5597, loss_cls: 5.5152, loss: 5.5152 +2023-12-31 10:57:15,249 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 4:22:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5550, loss_cls: 5.5612, loss: 5.5612 +2023-12-31 10:58:14,880 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 4:21:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3073, top5_acc: 0.5669, loss_cls: 5.5061, loss: 5.5061 +2023-12-31 10:59:14,514 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 4:20:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5583, loss_cls: 5.5260, loss: 5.5260 +2023-12-31 11:00:14,871 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 4:19:22, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5520, loss_cls: 5.5808, loss: 5.5808 +2023-12-31 11:01:15,335 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 4:18:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5655, loss_cls: 5.5020, loss: 5.5020 +2023-12-31 11:02:15,462 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 4:17:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2986, top5_acc: 0.5619, loss_cls: 5.5331, loss: 5.5331 +2023-12-31 11:03:15,168 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 4:16:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5652, loss_cls: 5.4836, loss: 5.4836 +2023-12-31 11:04:15,160 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 4:14:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3019, top5_acc: 0.5652, loss_cls: 5.4911, loss: 5.4911 +2023-12-31 11:05:15,170 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 4:13:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5553, loss_cls: 5.5566, loss: 5.5566 +2023-12-31 11:06:14,570 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 4:12:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5698, loss_cls: 5.4861, loss: 5.4861 +2023-12-31 11:07:14,210 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 4:11:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5606, loss_cls: 5.5065, loss: 5.5065 +2023-12-31 11:08:13,944 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 4:10:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5564, loss_cls: 5.5199, loss: 5.5199 +2023-12-31 11:09:13,553 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 4:09:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3036, top5_acc: 0.5552, loss_cls: 5.5256, loss: 5.5256 +2023-12-31 11:10:13,990 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 4:08:10, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5678, loss_cls: 5.4997, loss: 5.4997 +2023-12-31 11:11:14,680 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 4:07:03, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5531, loss_cls: 5.5410, loss: 5.5410 +2023-12-31 11:12:14,650 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 4:05:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3156, top5_acc: 0.5667, loss_cls: 5.4903, loss: 5.4903 +2023-12-31 11:13:14,845 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 4:04:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5517, loss_cls: 5.5736, loss: 5.5736 +2023-12-31 11:13:45,011 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-31 11:15:41,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:15:42,615 - pyskl - INFO - +top1_acc 0.2416 +top5_acc 0.4816 +2023-12-31 11:15:42,615 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:15:42,658 - pyskl - INFO - +mean_acc 0.2414 +2023-12-31 11:15:42,666 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_68.pth was removed +2023-12-31 11:15:42,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-31 11:15:42,943 - pyskl - INFO - Best top1_acc is 0.2416 at 71 epoch. +2023-12-31 11:15:42,952 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2416, top5_acc: 0.4816, mean_class_accuracy: 0.2414 +2023-12-31 11:19:10,434 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 4:05:25, time: 2.075, data_time: 1.479, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5663, loss_cls: 5.4730, loss: 5.4730 +2023-12-31 11:20:10,300 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 4:04:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5661, loss_cls: 5.4815, loss: 5.4815 +2023-12-31 11:21:10,502 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 4:03:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3095, top5_acc: 0.5652, loss_cls: 5.4915, loss: 5.4915 +2023-12-31 11:22:10,485 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 4:02:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3125, top5_acc: 0.5720, loss_cls: 5.4577, loss: 5.4577 +2023-12-31 11:23:10,557 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 4:00:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5672, loss_cls: 5.5053, loss: 5.5053 +2023-12-31 11:24:10,739 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 3:59:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3209, top5_acc: 0.5745, loss_cls: 5.4425, loss: 5.4425 +2023-12-31 11:25:10,851 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 3:58:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5670, loss_cls: 5.5128, loss: 5.5128 +2023-12-31 11:26:10,621 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 3:57:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5583, loss_cls: 5.5383, loss: 5.5383 +2023-12-31 11:27:10,684 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 3:56:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5513, loss_cls: 5.5233, loss: 5.5233 +2023-12-31 11:28:11,108 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 3:55:21, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5617, loss_cls: 5.5042, loss: 5.5042 +2023-12-31 11:29:11,017 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 3:54:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5611, loss_cls: 5.4873, loss: 5.4873 +2023-12-31 11:30:11,512 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 3:53:07, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5675, loss_cls: 5.5048, loss: 5.5048 +2023-12-31 11:31:12,565 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 3:52:02, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5634, loss_cls: 5.4957, loss: 5.4957 +2023-12-31 11:32:12,514 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 3:50:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3055, top5_acc: 0.5678, loss_cls: 5.4961, loss: 5.4961 +2023-12-31 11:33:12,355 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 3:49:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5564, loss_cls: 5.5277, loss: 5.5277 +2023-12-31 11:34:11,871 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 3:48:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5697, loss_cls: 5.4783, loss: 5.4783 +2023-12-31 11:35:12,070 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 3:47:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5555, loss_cls: 5.5520, loss: 5.5520 +2023-12-31 11:36:12,436 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 3:46:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3125, top5_acc: 0.5714, loss_cls: 5.4774, loss: 5.4774 +2023-12-31 11:37:12,376 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 3:45:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3031, top5_acc: 0.5613, loss_cls: 5.4971, loss: 5.4971 +2023-12-31 11:38:12,684 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 3:44:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2997, top5_acc: 0.5600, loss_cls: 5.5218, loss: 5.5218 +2023-12-31 11:39:12,661 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 3:43:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5456, loss_cls: 5.5294, loss: 5.5294 +2023-12-31 11:40:12,186 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 3:41:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5644, loss_cls: 5.5107, loss: 5.5107 +2023-12-31 11:41:12,024 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 3:40:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2986, top5_acc: 0.5555, loss_cls: 5.5574, loss: 5.5574 +2023-12-31 11:42:12,845 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 3:39:44, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5636, loss_cls: 5.4917, loss: 5.4917 +2023-12-31 11:43:14,008 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 3:38:38, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5605, loss_cls: 5.5265, loss: 5.5265 +2023-12-31 11:44:14,507 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 3:37:32, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5556, loss_cls: 5.5113, loss: 5.5113 +2023-12-31 11:45:14,239 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 3:36:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5611, loss_cls: 5.5220, loss: 5.5220 +2023-12-31 11:46:14,480 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 3:35:18, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5669, loss_cls: 5.5174, loss: 5.5174 +2023-12-31 11:47:14,565 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 3:34:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5589, loss_cls: 5.5359, loss: 5.5359 +2023-12-31 11:48:14,109 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 3:33:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5711, loss_cls: 5.5189, loss: 5.5189 +2023-12-31 11:49:13,605 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 3:31:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3048, top5_acc: 0.5602, loss_cls: 5.4895, loss: 5.4895 +2023-12-31 11:50:13,248 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 3:30:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5708, loss_cls: 5.4918, loss: 5.4918 +2023-12-31 11:51:13,490 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 3:29:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5644, loss_cls: 5.4877, loss: 5.4877 +2023-12-31 11:52:14,286 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 3:28:36, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5742, loss_cls: 5.4842, loss: 5.4842 +2023-12-31 11:53:14,928 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 3:27:29, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5631, loss_cls: 5.5346, loss: 5.5346 +2023-12-31 11:54:15,098 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 3:26:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5633, loss_cls: 5.4866, loss: 5.4866 +2023-12-31 11:55:15,540 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 3:25:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5636, loss_cls: 5.5300, loss: 5.5300 +2023-12-31 11:55:45,122 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-31 11:57:43,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:57:44,189 - pyskl - INFO - +top1_acc 0.2483 +top5_acc 0.4979 +2023-12-31 11:57:44,190 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:57:44,231 - pyskl - INFO - +mean_acc 0.2481 +2023-12-31 11:57:44,238 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_71.pth was removed +2023-12-31 11:57:44,528 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-31 11:57:44,529 - pyskl - INFO - Best top1_acc is 0.2483 at 72 epoch. +2023-12-31 11:57:44,545 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2483, top5_acc: 0.4979, mean_class_accuracy: 0.2481 +2023-12-31 12:01:07,626 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 3:25:43, time: 2.031, data_time: 1.435, memory: 16180, top1_acc: 0.3155, top5_acc: 0.5805, loss_cls: 5.4235, loss: 5.4235 +2023-12-31 12:02:07,217 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 3:24:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3200, top5_acc: 0.5781, loss_cls: 5.4090, loss: 5.4090 +2023-12-31 12:03:07,947 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 3:23:29, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5689, loss_cls: 5.4803, loss: 5.4803 +2023-12-31 12:04:08,459 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 3:22:23, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5730, loss_cls: 5.4744, loss: 5.4744 +2023-12-31 12:05:08,397 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 3:21:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5623, loss_cls: 5.4922, loss: 5.4922 +2023-12-31 12:06:08,502 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 3:20:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2956, top5_acc: 0.5633, loss_cls: 5.5242, loss: 5.5242 +2023-12-31 12:07:08,513 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 3:19:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5769, loss_cls: 5.4678, loss: 5.4678 +2023-12-31 12:08:09,045 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 3:17:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5670, loss_cls: 5.5085, loss: 5.5085 +2023-12-31 12:09:08,985 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 3:16:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5600, loss_cls: 5.5272, loss: 5.5272 +2023-12-31 12:10:09,054 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 3:15:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5734, loss_cls: 5.4430, loss: 5.4430 +2023-12-31 12:11:08,916 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 3:14:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5644, loss_cls: 5.5136, loss: 5.5136 +2023-12-31 12:12:09,078 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 3:13:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5692, loss_cls: 5.4916, loss: 5.4916 +2023-12-31 12:13:10,649 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 3:12:22, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5650, loss_cls: 5.4780, loss: 5.4780 +2023-12-31 12:14:10,876 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 3:11:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5678, loss_cls: 5.5023, loss: 5.5023 +2023-12-31 12:15:10,640 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 3:10:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5733, loss_cls: 5.4930, loss: 5.4930 +2023-12-31 12:16:10,754 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 3:09:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5659, loss_cls: 5.4927, loss: 5.4927 +2023-12-31 12:17:10,781 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 3:07:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2997, top5_acc: 0.5628, loss_cls: 5.4988, loss: 5.4988 +2023-12-31 12:18:10,324 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 3:06:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5545, loss_cls: 5.5254, loss: 5.5254 +2023-12-31 12:19:10,093 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 3:05:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3055, top5_acc: 0.5727, loss_cls: 5.4882, loss: 5.4882 +2023-12-31 12:20:09,887 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 3:04:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5633, loss_cls: 5.4793, loss: 5.4793 +2023-12-31 12:21:10,350 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 3:03:26, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5748, loss_cls: 5.4462, loss: 5.4462 +2023-12-31 12:22:10,192 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 3:02:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5577, loss_cls: 5.5464, loss: 5.5464 +2023-12-31 12:23:10,199 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 3:01:12, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5564, loss_cls: 5.5390, loss: 5.5390 +2023-12-31 12:24:10,334 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 3:00:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5652, loss_cls: 5.4979, loss: 5.4979 +2023-12-31 12:25:11,551 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 2:59:00, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5611, loss_cls: 5.4871, loss: 5.4871 +2023-12-31 12:26:11,431 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 2:57:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2961, top5_acc: 0.5570, loss_cls: 5.5219, loss: 5.5219 +2023-12-31 12:27:11,204 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 2:56:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5681, loss_cls: 5.4906, loss: 5.4906 +2023-12-31 12:28:11,003 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 2:55:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5663, loss_cls: 5.4556, loss: 5.4556 +2023-12-31 12:29:10,796 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 2:54:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5563, loss_cls: 5.5721, loss: 5.5721 +2023-12-31 12:30:10,411 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 2:53:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5619, loss_cls: 5.4856, loss: 5.4856 +2023-12-31 12:31:10,219 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 2:52:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5702, loss_cls: 5.4738, loss: 5.4738 +2023-12-31 12:32:09,909 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 2:51:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5583, loss_cls: 5.5539, loss: 5.5539 +2023-12-31 12:33:09,815 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 2:50:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5808, loss_cls: 5.4582, loss: 5.4582 +2023-12-31 12:34:09,916 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 2:48:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5655, loss_cls: 5.5102, loss: 5.5102 +2023-12-31 12:35:10,602 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 2:47:50, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2983, top5_acc: 0.5594, loss_cls: 5.5256, loss: 5.5256 +2023-12-31 12:36:10,102 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 2:46:42, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5698, loss_cls: 5.4582, loss: 5.4582 +2023-12-31 12:37:10,098 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 2:45:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5556, loss_cls: 5.5345, loss: 5.5345 +2023-12-31 12:37:40,496 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-31 12:39:36,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 12:39:37,141 - pyskl - INFO - +top1_acc 0.2230 +top5_acc 0.4532 +2023-12-31 12:39:37,141 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 12:39:37,184 - pyskl - INFO - +mean_acc 0.2230 +2023-12-31 12:39:37,195 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2230, top5_acc: 0.4532, mean_class_accuracy: 0.2230 +2023-12-31 12:43:08,142 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 2:46:08, time: 2.109, data_time: 1.512, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5709, loss_cls: 5.4174, loss: 5.4174 +2023-12-31 12:44:07,810 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 2:45:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5667, loss_cls: 5.4559, loss: 5.4559 +2023-12-31 12:45:07,935 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 2:43:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3145, top5_acc: 0.5800, loss_cls: 5.4332, loss: 5.4332 +2023-12-31 12:46:07,823 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 2:42:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3030, top5_acc: 0.5641, loss_cls: 5.4748, loss: 5.4748 +2023-12-31 12:47:08,229 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 2:41:40, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5653, loss_cls: 5.4760, loss: 5.4760 +2023-12-31 12:48:08,198 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 2:40:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3172, top5_acc: 0.5828, loss_cls: 5.4119, loss: 5.4119 +2023-12-31 12:49:08,706 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 2:39:27, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3072, top5_acc: 0.5761, loss_cls: 5.4625, loss: 5.4625 +2023-12-31 12:50:08,961 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 2:38:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5761, loss_cls: 5.4534, loss: 5.4534 +2023-12-31 12:51:09,192 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 2:37:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2983, top5_acc: 0.5569, loss_cls: 5.5173, loss: 5.5173 +2023-12-31 12:52:09,001 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 2:36:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5720, loss_cls: 5.4717, loss: 5.4717 +2023-12-31 12:53:08,525 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 2:34:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2970, top5_acc: 0.5583, loss_cls: 5.5061, loss: 5.5061 +2023-12-31 12:54:08,579 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 2:33:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5800, loss_cls: 5.4378, loss: 5.4378 +2023-12-31 12:55:09,280 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 2:32:46, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5633, loss_cls: 5.5101, loss: 5.5101 +2023-12-31 12:56:09,063 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 2:31:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5652, loss_cls: 5.5126, loss: 5.5126 +2023-12-31 12:57:08,723 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 2:30:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5667, loss_cls: 5.4820, loss: 5.4820 +2023-12-31 12:58:08,315 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 2:29:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5770, loss_cls: 5.4466, loss: 5.4466 +2023-12-31 12:59:08,110 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 2:28:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5773, loss_cls: 5.4442, loss: 5.4442 +2023-12-31 13:00:07,733 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 2:27:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5702, loss_cls: 5.4772, loss: 5.4772 +2023-12-31 13:01:07,314 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 2:26:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5581, loss_cls: 5.5225, loss: 5.5225 +2023-12-31 13:02:06,949 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 2:24:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3016, top5_acc: 0.5655, loss_cls: 5.4973, loss: 5.4973 +2023-12-31 13:03:06,715 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 2:23:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5628, loss_cls: 5.5029, loss: 5.5029 +2023-12-31 13:04:06,840 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 2:22:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5670, loss_cls: 5.4670, loss: 5.4670 +2023-12-31 13:05:06,931 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 2:21:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5720, loss_cls: 5.4673, loss: 5.4673 +2023-12-31 13:06:07,493 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 2:20:28, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5675, loss_cls: 5.4966, loss: 5.4966 +2023-12-31 13:07:08,329 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 2:19:22, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5733, loss_cls: 5.4650, loss: 5.4650 +2023-12-31 13:08:08,088 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 2:18:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3091, top5_acc: 0.5694, loss_cls: 5.4802, loss: 5.4802 +2023-12-31 13:09:08,121 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 2:17:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5670, loss_cls: 5.5004, loss: 5.5004 +2023-12-31 13:10:07,790 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 2:16:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5680, loss_cls: 5.4821, loss: 5.4821 +2023-12-31 13:11:07,301 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 2:14:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3030, top5_acc: 0.5630, loss_cls: 5.4948, loss: 5.4948 +2023-12-31 13:12:06,795 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 2:13:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5622, loss_cls: 5.5195, loss: 5.5195 +2023-12-31 13:13:06,732 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 2:12:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5564, loss_cls: 5.5520, loss: 5.5520 +2023-12-31 13:14:06,329 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 2:11:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3127, top5_acc: 0.5778, loss_cls: 5.4525, loss: 5.4525 +2023-12-31 13:15:06,021 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 2:10:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5728, loss_cls: 5.4649, loss: 5.4649 +2023-12-31 13:16:06,014 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 2:09:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5648, loss_cls: 5.5091, loss: 5.5091 +2023-12-31 13:17:06,882 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 2:08:13, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3061, top5_acc: 0.5620, loss_cls: 5.5204, loss: 5.5204 +2023-12-31 13:18:06,831 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 2:07:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5622, loss_cls: 5.4991, loss: 5.4991 +2023-12-31 13:19:07,173 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 2:05:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5594, loss_cls: 5.5342, loss: 5.5342 +2023-12-31 13:19:37,638 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-31 13:21:33,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 13:21:34,865 - pyskl - INFO - +top1_acc 0.2495 +top5_acc 0.4962 +2023-12-31 13:21:34,866 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 13:21:34,914 - pyskl - INFO - +mean_acc 0.2492 +2023-12-31 13:21:34,920 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_72.pth was removed +2023-12-31 13:21:35,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2023-12-31 13:21:35,233 - pyskl - INFO - Best top1_acc is 0.2495 at 74 epoch. +2023-12-31 13:21:35,248 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2495, top5_acc: 0.4962, mean_class_accuracy: 0.2492 +2023-12-31 13:24:59,254 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 2:06:21, time: 2.040, data_time: 1.447, memory: 16180, top1_acc: 0.3184, top5_acc: 0.5822, loss_cls: 5.4064, loss: 5.4064 +2023-12-31 13:25:59,147 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 2:05:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5775, loss_cls: 5.4417, loss: 5.4417 +2023-12-31 13:26:59,008 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 2:04:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3180, top5_acc: 0.5780, loss_cls: 5.4214, loss: 5.4214 +2023-12-31 13:27:58,549 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 2:03:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3197, top5_acc: 0.5698, loss_cls: 5.4255, loss: 5.4255 +2023-12-31 13:28:58,374 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 2:01:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5781, loss_cls: 5.4597, loss: 5.4597 +2023-12-31 13:29:58,703 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 2:00:47, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3056, top5_acc: 0.5741, loss_cls: 5.4683, loss: 5.4683 +2023-12-31 13:30:58,670 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 1:59:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3150, top5_acc: 0.5708, loss_cls: 5.4439, loss: 5.4439 +2023-12-31 13:31:58,962 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 1:58:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5633, loss_cls: 5.4923, loss: 5.4923 +2023-12-31 13:32:59,230 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 1:57:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3142, top5_acc: 0.5731, loss_cls: 5.4518, loss: 5.4518 +2023-12-31 13:33:59,349 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 1:56:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5813, loss_cls: 5.4293, loss: 5.4293 +2023-12-31 13:34:59,667 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 1:55:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5691, loss_cls: 5.4561, loss: 5.4561 +2023-12-31 13:36:00,444 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 1:54:08, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3162, top5_acc: 0.5689, loss_cls: 5.4597, loss: 5.4597 +2023-12-31 13:37:00,543 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 1:53:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3042, top5_acc: 0.5659, loss_cls: 5.4968, loss: 5.4968 +2023-12-31 13:38:01,194 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 1:51:55, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5644, loss_cls: 5.5123, loss: 5.5123 +2023-12-31 13:39:00,909 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 1:50:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5730, loss_cls: 5.4682, loss: 5.4682 +2023-12-31 13:40:00,839 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 1:49:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3116, top5_acc: 0.5742, loss_cls: 5.4776, loss: 5.4776 +2023-12-31 13:41:00,781 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 1:48:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5652, loss_cls: 5.4985, loss: 5.4985 +2023-12-31 13:42:00,847 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 1:47:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5775, loss_cls: 5.4590, loss: 5.4590 +2023-12-31 13:43:00,683 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 1:46:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5694, loss_cls: 5.4670, loss: 5.4670 +2023-12-31 13:44:00,756 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 1:45:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5716, loss_cls: 5.4690, loss: 5.4690 +2023-12-31 13:45:00,470 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 1:44:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5767, loss_cls: 5.4539, loss: 5.4539 +2023-12-31 13:46:00,089 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 1:42:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5633, loss_cls: 5.4950, loss: 5.4950 +2023-12-31 13:47:00,449 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 1:41:53, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3217, top5_acc: 0.5839, loss_cls: 5.3992, loss: 5.3992 +2023-12-31 13:48:01,236 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 1:40:47, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3058, top5_acc: 0.5691, loss_cls: 5.4706, loss: 5.4706 +2023-12-31 13:49:01,874 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 1:39:41, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5728, loss_cls: 5.4627, loss: 5.4627 +2023-12-31 13:50:01,716 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 1:38:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5550, loss_cls: 5.5360, loss: 5.5360 +2023-12-31 13:51:01,901 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 1:37:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5650, loss_cls: 5.5155, loss: 5.5155 +2023-12-31 13:52:02,019 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 1:36:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3078, top5_acc: 0.5594, loss_cls: 5.5125, loss: 5.5125 +2023-12-31 13:53:02,002 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 1:35:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5614, loss_cls: 5.4997, loss: 5.4997 +2023-12-31 13:54:01,577 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 1:34:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5661, loss_cls: 5.4754, loss: 5.4754 +2023-12-31 13:55:01,213 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 1:33:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5752, loss_cls: 5.4488, loss: 5.4488 +2023-12-31 13:56:01,070 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 1:31:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5586, loss_cls: 5.5247, loss: 5.5247 +2023-12-31 13:57:00,954 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 1:30:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3048, top5_acc: 0.5705, loss_cls: 5.4893, loss: 5.4893 +2023-12-31 13:58:01,684 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 1:29:40, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3106, top5_acc: 0.5755, loss_cls: 5.4583, loss: 5.4583 +2023-12-31 13:59:02,651 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 1:28:35, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3116, top5_acc: 0.5713, loss_cls: 5.4550, loss: 5.4550 +2023-12-31 14:00:02,511 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 1:27:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5672, loss_cls: 5.5013, loss: 5.5013 +2023-12-31 14:01:03,083 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 1:26:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5606, loss_cls: 5.4932, loss: 5.4932 +2023-12-31 14:01:33,900 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-31 14:03:29,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 14:03:30,360 - pyskl - INFO - +top1_acc 0.2358 +top5_acc 0.4833 +2023-12-31 14:03:30,360 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 14:03:30,394 - pyskl - INFO - +mean_acc 0.2357 +2023-12-31 14:03:30,404 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2358, top5_acc: 0.4833, mean_class_accuracy: 0.2357 +2023-12-31 14:06:56,801 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 1:26:43, time: 2.064, data_time: 1.472, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5681, loss_cls: 5.4662, loss: 5.4662 +2023-12-31 14:07:56,601 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 1:25:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3236, top5_acc: 0.5797, loss_cls: 5.4331, loss: 5.4331 +2023-12-31 14:08:56,326 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 1:24:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5813, loss_cls: 5.3940, loss: 5.3940 +2023-12-31 14:09:55,835 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 1:23:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5861, loss_cls: 5.4010, loss: 5.4010 +2023-12-31 14:10:55,785 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 1:22:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5697, loss_cls: 5.4735, loss: 5.4735 +2023-12-31 14:11:55,671 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 1:21:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5720, loss_cls: 5.4314, loss: 5.4314 +2023-12-31 14:12:55,383 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 1:20:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3153, top5_acc: 0.5780, loss_cls: 5.4513, loss: 5.4513 +2023-12-31 14:13:55,146 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 1:18:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3116, top5_acc: 0.5730, loss_cls: 5.4897, loss: 5.4897 +2023-12-31 14:14:55,592 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 1:17:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5734, loss_cls: 5.4404, loss: 5.4404 +2023-12-31 14:15:56,015 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 1:16:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3113, top5_acc: 0.5698, loss_cls: 5.4636, loss: 5.4636 +2023-12-31 14:16:56,204 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 1:15:35, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5672, loss_cls: 5.4679, loss: 5.4679 +2023-12-31 14:17:56,359 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 1:14:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5744, loss_cls: 5.4690, loss: 5.4690 +2023-12-31 14:18:56,819 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 1:13:22, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5791, loss_cls: 5.4556, loss: 5.4556 +2023-12-31 14:19:57,655 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 1:12:16, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3105, top5_acc: 0.5713, loss_cls: 5.4630, loss: 5.4630 +2023-12-31 14:20:57,552 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 1:11:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5713, loss_cls: 5.4652, loss: 5.4652 +2023-12-31 14:21:57,263 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 1:10:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5728, loss_cls: 5.4360, loss: 5.4360 +2023-12-31 14:22:57,458 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 1:08:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5728, loss_cls: 5.4586, loss: 5.4586 +2023-12-31 14:23:57,217 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 1:07:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3130, top5_acc: 0.5713, loss_cls: 5.4710, loss: 5.4710 +2023-12-31 14:24:56,915 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 1:06:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5663, loss_cls: 5.5156, loss: 5.5156 +2023-12-31 14:25:56,817 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 1:05:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3067, top5_acc: 0.5647, loss_cls: 5.4816, loss: 5.4816 +2023-12-31 14:26:56,683 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 1:04:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5625, loss_cls: 5.4638, loss: 5.4638 +2023-12-31 14:27:56,681 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 1:03:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3255, top5_acc: 0.5734, loss_cls: 5.4336, loss: 5.4336 +2023-12-31 14:28:56,893 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 1:02:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3214, top5_acc: 0.5794, loss_cls: 5.4251, loss: 5.4251 +2023-12-31 14:29:57,773 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 1:01:10, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5808, loss_cls: 5.4353, loss: 5.4353 +2023-12-31 14:30:58,431 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 1:00:04, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3078, top5_acc: 0.5669, loss_cls: 5.4633, loss: 5.4633 +2023-12-31 14:31:58,563 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 0:58:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5633, loss_cls: 5.4905, loss: 5.4905 +2023-12-31 14:32:58,231 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 0:57:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5759, loss_cls: 5.4866, loss: 5.4866 +2023-12-31 14:33:58,194 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 0:56:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5783, loss_cls: 5.4437, loss: 5.4437 +2023-12-31 14:34:57,680 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 0:55:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5669, loss_cls: 5.4992, loss: 5.4992 +2023-12-31 14:35:57,481 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 0:54:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3061, top5_acc: 0.5681, loss_cls: 5.4822, loss: 5.4822 +2023-12-31 14:36:57,768 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 0:53:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3170, top5_acc: 0.5755, loss_cls: 5.4325, loss: 5.4325 +2023-12-31 14:37:57,760 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 0:52:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5755, loss_cls: 5.4573, loss: 5.4573 +2023-12-31 14:38:57,716 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 0:51:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5750, loss_cls: 5.4838, loss: 5.4838 +2023-12-31 14:39:57,872 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 0:50:04, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5692, loss_cls: 5.5087, loss: 5.5087 +2023-12-31 14:40:58,666 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 0:48:58, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3078, top5_acc: 0.5770, loss_cls: 5.4635, loss: 5.4635 +2023-12-31 14:41:58,787 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 0:47:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3000, top5_acc: 0.5591, loss_cls: 5.5291, loss: 5.5291 +2023-12-31 14:42:59,405 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 0:46:45, time: 0.606, data_time: 0.001, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5670, loss_cls: 5.4833, loss: 5.4833 +2023-12-31 14:43:29,646 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-31 14:45:26,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 14:45:26,916 - pyskl - INFO - +top1_acc 0.2153 +top5_acc 0.4577 +2023-12-31 14:45:26,917 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 14:45:26,957 - pyskl - INFO - +mean_acc 0.2151 +2023-12-31 14:45:26,969 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2153, top5_acc: 0.4577, mean_class_accuracy: 0.2151 +2023-12-31 14:48:59,327 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 0:47:09, time: 2.123, data_time: 1.529, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5864, loss_cls: 5.3860, loss: 5.3860 +2023-12-31 14:49:59,056 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 0:46:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3300, top5_acc: 0.5892, loss_cls: 5.3836, loss: 5.3836 +2023-12-31 14:50:58,715 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 0:44:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3189, top5_acc: 0.5769, loss_cls: 5.4229, loss: 5.4229 +2023-12-31 14:51:58,522 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 0:43:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3167, top5_acc: 0.5864, loss_cls: 5.3900, loss: 5.3900 +2023-12-31 14:52:58,375 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 0:42:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3148, top5_acc: 0.5787, loss_cls: 5.4186, loss: 5.4186 +2023-12-31 14:53:59,293 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 0:41:36, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5748, loss_cls: 5.4155, loss: 5.4155 +2023-12-31 14:55:00,079 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 0:40:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5689, loss_cls: 5.4716, loss: 5.4716 +2023-12-31 14:56:00,530 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 0:39:24, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5827, loss_cls: 5.4239, loss: 5.4239 +2023-12-31 14:57:01,389 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 0:38:18, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5698, loss_cls: 5.4699, loss: 5.4699 +2023-12-31 14:58:01,172 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 0:37:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5736, loss_cls: 5.4723, loss: 5.4723 +2023-12-31 14:59:01,019 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 0:36:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5748, loss_cls: 5.4658, loss: 5.4658 +2023-12-31 15:00:00,614 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 0:34:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3216, top5_acc: 0.5745, loss_cls: 5.4377, loss: 5.4377 +2023-12-31 15:01:01,299 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 0:33:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5684, loss_cls: 5.5197, loss: 5.5197 +2023-12-31 15:02:02,307 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 0:32:46, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3123, top5_acc: 0.5775, loss_cls: 5.4557, loss: 5.4557 +2023-12-31 15:03:02,280 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 0:31:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3131, top5_acc: 0.5752, loss_cls: 5.4303, loss: 5.4303 +2023-12-31 15:04:02,284 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 0:30:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5753, loss_cls: 5.4518, loss: 5.4518 +2023-12-31 15:05:02,261 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 0:29:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3141, top5_acc: 0.5700, loss_cls: 5.4728, loss: 5.4728 +2023-12-31 15:06:02,275 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 0:28:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5705, loss_cls: 5.4736, loss: 5.4736 +2023-12-31 15:07:02,074 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 0:27:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3055, top5_acc: 0.5714, loss_cls: 5.4602, loss: 5.4602 +2023-12-31 15:08:01,926 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 0:26:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5706, loss_cls: 5.4768, loss: 5.4768 +2023-12-31 15:09:01,772 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 0:24:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5641, loss_cls: 5.4593, loss: 5.4593 +2023-12-31 15:10:01,600 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 0:23:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3159, top5_acc: 0.5647, loss_cls: 5.4656, loss: 5.4656 +2023-12-31 15:11:01,968 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 0:22:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5791, loss_cls: 5.4282, loss: 5.4282 +2023-12-31 15:12:03,227 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 0:21:41, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5752, loss_cls: 5.4420, loss: 5.4420 +2023-12-31 15:13:03,762 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 0:20:35, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3148, top5_acc: 0.5705, loss_cls: 5.4497, loss: 5.4497 +2023-12-31 15:14:03,447 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 0:19:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5755, loss_cls: 5.4795, loss: 5.4795 +2023-12-31 15:15:03,566 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 0:18:22, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5695, loss_cls: 5.4728, loss: 5.4728 +2023-12-31 15:16:03,405 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 0:17:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5806, loss_cls: 5.4416, loss: 5.4416 +2023-12-31 15:17:02,684 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 0:16:08, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3031, top5_acc: 0.5645, loss_cls: 5.4938, loss: 5.4938 +2023-12-31 15:18:02,270 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 0:15:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5752, loss_cls: 5.4901, loss: 5.4901 +2023-12-31 15:19:01,990 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 0:13:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5617, loss_cls: 5.5122, loss: 5.5122 +2023-12-31 15:20:01,773 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 0:12:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3184, top5_acc: 0.5725, loss_cls: 5.4334, loss: 5.4334 +2023-12-31 15:21:01,263 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 0:11:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5655, loss_cls: 5.4988, loss: 5.4988 +2023-12-31 15:22:01,113 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 0:10:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5717, loss_cls: 5.4657, loss: 5.4657 +2023-12-31 15:23:01,854 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 2 days, 0:09:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5705, loss_cls: 5.4682, loss: 5.4682 +2023-12-31 15:24:01,907 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 2 days, 0:08:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3248, top5_acc: 0.5820, loss_cls: 5.4122, loss: 5.4122 +2023-12-31 15:25:02,011 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 2 days, 0:07:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3019, top5_acc: 0.5550, loss_cls: 5.5021, loss: 5.5021 +2023-12-31 15:25:32,670 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-31 15:27:26,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 15:27:27,544 - pyskl - INFO - +top1_acc 0.2590 +top5_acc 0.5014 +2023-12-31 15:27:27,545 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 15:27:27,590 - pyskl - INFO - +mean_acc 0.2588 +2023-12-31 15:27:27,598 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_3/best_top1_acc_epoch_74.pth was removed +2023-12-31 15:27:27,858 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2023-12-31 15:27:27,859 - pyskl - INFO - Best top1_acc is 0.2590 at 77 epoch. +2023-12-31 15:27:27,867 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2590, top5_acc: 0.5014, mean_class_accuracy: 0.2588 +2023-12-31 15:30:46,175 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 2 days, 0:07:23, time: 1.983, data_time: 1.389, memory: 16180, top1_acc: 0.3267, top5_acc: 0.5856, loss_cls: 5.3786, loss: 5.3786 +2023-12-31 15:31:45,797 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 2 days, 0:06:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3166, top5_acc: 0.5892, loss_cls: 5.4001, loss: 5.4001 +2023-12-31 15:32:45,745 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 2 days, 0:05:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3197, top5_acc: 0.5814, loss_cls: 5.3992, loss: 5.3992 +2023-12-31 15:33:45,453 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 2 days, 0:04:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5758, loss_cls: 5.4335, loss: 5.4335 +2023-12-31 15:34:45,297 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 2 days, 0:02:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3283, top5_acc: 0.5753, loss_cls: 5.4288, loss: 5.4288 +2023-12-31 15:35:45,070 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 2 days, 0:01:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3067, top5_acc: 0.5695, loss_cls: 5.4515, loss: 5.4515 +2023-12-31 15:36:44,819 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 2 days, 0:00:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5653, loss_cls: 5.5084, loss: 5.5084 +2023-12-31 15:37:44,465 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 1 day, 23:59:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5803, loss_cls: 5.4092, loss: 5.4092 +2023-12-31 15:38:44,307 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 1 day, 23:58:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3166, top5_acc: 0.5745, loss_cls: 5.4239, loss: 5.4239 +2023-12-31 15:39:44,923 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 1 day, 23:57:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5791, loss_cls: 5.4279, loss: 5.4279 +2023-12-31 15:40:45,822 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 1 day, 23:56:17, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5800, loss_cls: 5.4205, loss: 5.4205 +2023-12-31 15:41:46,094 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 1 day, 23:55:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5763, loss_cls: 5.4797, loss: 5.4797 +2023-12-31 15:42:46,332 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 1 day, 23:54:04, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5756, loss_cls: 5.4274, loss: 5.4274 +2023-12-31 15:43:47,080 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 1 day, 23:52:58, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5639, loss_cls: 5.4959, loss: 5.4959 +2023-12-31 15:44:47,183 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 1 day, 23:51:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5753, loss_cls: 5.4489, loss: 5.4489 +2023-12-31 15:45:46,736 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 1 day, 23:50:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5600, loss_cls: 5.5001, loss: 5.5001 +2023-12-31 15:46:46,539 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 1 day, 23:49:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5645, loss_cls: 5.4629, loss: 5.4629 +2023-12-31 15:47:46,435 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 1 day, 23:48:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5872, loss_cls: 5.4006, loss: 5.4006 +2023-12-31 15:48:46,367 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 1 day, 23:47:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3134, top5_acc: 0.5719, loss_cls: 5.4555, loss: 5.4555 +2023-12-31 15:49:46,261 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 1 day, 23:46:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3206, top5_acc: 0.5802, loss_cls: 5.4294, loss: 5.4294 +2023-12-31 15:50:46,073 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 1 day, 23:45:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3134, top5_acc: 0.5839, loss_cls: 5.4305, loss: 5.4305 +2023-12-31 15:51:46,016 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 1 day, 23:44:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5773, loss_cls: 5.4404, loss: 5.4404 +2023-12-31 15:52:46,538 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 1 day, 23:42:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3189, top5_acc: 0.5913, loss_cls: 5.3877, loss: 5.3877 +2023-12-31 15:53:47,637 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 1 day, 23:41:54, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3150, top5_acc: 0.5748, loss_cls: 5.4419, loss: 5.4419 +2023-12-31 15:54:47,517 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 1 day, 23:40:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5683, loss_cls: 5.4585, loss: 5.4585 +2023-12-31 15:55:46,899 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 1 day, 23:39:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3156, top5_acc: 0.5750, loss_cls: 5.4487, loss: 5.4487 +2023-12-31 15:56:46,155 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 1 day, 23:38:33, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3195, top5_acc: 0.5955, loss_cls: 5.3770, loss: 5.3770 +2023-12-31 15:57:45,008 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 1 day, 23:37:26, time: 0.589, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5781, loss_cls: 5.4360, loss: 5.4360 +2023-12-31 15:58:43,812 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 1 day, 23:36:18, time: 0.588, data_time: 0.000, memory: 16180, top1_acc: 0.3147, top5_acc: 0.5750, loss_cls: 5.4424, loss: 5.4424 +2023-12-31 15:59:42,293 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 1 day, 23:35:10, time: 0.585, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5664, loss_cls: 5.4634, loss: 5.4634 +2023-12-31 16:00:40,798 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 1 day, 23:34:02, time: 0.585, data_time: 0.000, memory: 16180, top1_acc: 0.3064, top5_acc: 0.5628, loss_cls: 5.4790, loss: 5.4790