2021-07-13 09:48:57,986 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.10 (default, Jun 4 2021, 14:48:32) [GCC 7.5.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.0_bu.TC445_37.28540450_0 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.8.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - 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_37,code=compute_37 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=10.2, CUDNN_VERSION=7.6.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.9.1 OpenCV: 4.5.3 MMCV: 1.3.9 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 10.2 MMAction2: 0.16.0+bea9f34 ------------------------------------------------------------ 2021-07-13 09:48:57,987 - mmaction - INFO - Distributed training: True 2021-07-13 09:48:58,338 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), train_cfg=None, test_cfg=dict(average_clips='prob')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='pytorchvideo.RandAugment'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_train_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='pytorchvideo.RandAugment'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sthv1/sthv1_val_list_rawframes.txt', data_prefix='data/sthv1/rawframes', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) work_dir = './work_dirs/tsm_r50_ptv_randaugment_1x1x8_50e_sthv1_rgb/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-07-13 09:49:04,096 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-07-13 09:49:05,128 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsm_r50_ptv_randaugment_1x1x8_50e_sthv1_rgb 2021-07-13 09:49:05,128 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (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 -------------------- 2021-07-13 09:49:05,128 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-07-13 09:49:34,350 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 3:16:57, time: 1.461, data_time: 0.976, memory: 7066, top1_acc: 0.0055, top5_acc: 0.0367, loss_cls: 5.6237, loss: 5.6237, grad_norm: 3.9775 2021-07-13 09:49:42,325 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 17:20:50, time: 0.397, data_time: 0.003, memory: 7066, top1_acc: 0.0031, top5_acc: 0.0477, loss_cls: 5.6882, loss: 5.6882, grad_norm: 3.8591 2021-07-13 09:49:49,648 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 13:49:30, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.0063, top5_acc: 0.0414, loss_cls: 5.3092, loss: 5.3092, grad_norm: 2.2796 2021-07-13 09:49:56,855 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 12:03:22, time: 0.362, data_time: 0.004, memory: 7066, top1_acc: 0.0070, top5_acc: 0.0406, loss_cls: 5.1648, loss: 5.1648, grad_norm: 1.2294 2021-07-13 09:50:04,769 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 11:07:25, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0516, loss_cls: 5.1341, loss: 5.1341, grad_norm: 0.9016 2021-07-13 09:50:11,917 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 10:22:20, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.0070, top5_acc: 0.0391, loss_cls: 5.1148, loss: 5.1148, grad_norm: 0.8031 2021-07-13 09:50:19,161 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 9:51:17, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0336, loss_cls: 5.1087, loss: 5.1087, grad_norm: 0.8303 2021-07-13 09:50:27,187 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 9:33:17, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0469, loss_cls: 5.1078, loss: 5.1078, grad_norm: 1.7889 2021-07-13 09:50:34,439 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 9:14:33, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.0094, top5_acc: 0.0477, loss_cls: 5.1393, loss: 5.1393, grad_norm: 1.0068 2021-07-13 09:50:42,030 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 9:01:23, time: 0.380, data_time: 0.024, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0398, loss_cls: 5.1285, loss: 5.1285, grad_norm: 0.9830 2021-07-13 09:50:49,242 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 8:48:35, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0453, loss_cls: 5.1154, loss: 5.1154, grad_norm: 0.9178 2021-07-13 09:50:56,866 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 8:39:56, time: 0.382, data_time: 0.011, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0500, loss_cls: 5.0771, loss: 5.0771, grad_norm: 0.8920 2021-07-13 09:51:04,458 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 8:32:17, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0570, loss_cls: 5.0884, loss: 5.0884, grad_norm: 1.0595 2021-07-13 09:51:11,887 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 8:25:12, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0500, loss_cls: 5.0699, loss: 5.0699, grad_norm: 0.7460 2021-07-13 09:51:19,813 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 8:20:55, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0461, loss_cls: 5.0857, loss: 5.0857, grad_norm: 0.9457 2021-07-13 09:51:26,992 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 8:14:29, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0680, loss_cls: 5.0445, loss: 5.0445, grad_norm: 1.4097 2021-07-13 09:51:34,912 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 8:11:08, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0609, loss_cls: 5.0499, loss: 5.0499, grad_norm: 1.2626 2021-07-13 09:51:41,943 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 8:05:34, time: 0.353, data_time: 0.002, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0586, loss_cls: 5.0549, loss: 5.0549, grad_norm: 1.2088 2021-07-13 09:51:49,750 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 8:02:47, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0703, loss_cls: 5.0439, loss: 5.0439, grad_norm: 1.1458 2021-07-13 09:51:57,524 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 8:00:05, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.0094, top5_acc: 0.0531, loss_cls: 5.0303, loss: 5.0303, grad_norm: 1.3127 2021-07-13 09:52:04,559 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 7:55:46, time: 0.352, data_time: 0.002, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0547, loss_cls: 5.0521, loss: 5.0521, grad_norm: 1.0777 2021-07-13 09:52:12,437 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 7:53:59, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.0164, top5_acc: 0.0672, loss_cls: 5.0117, loss: 5.0117, grad_norm: 1.2151 2021-07-13 09:52:19,803 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 7:51:04, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0547, loss_cls: 5.0321, loss: 5.0321, grad_norm: 1.4264 2021-07-13 09:52:27,174 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 7:48:24, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0578, loss_cls: 5.0133, loss: 5.0133, grad_norm: 1.1221 2021-07-13 09:52:34,482 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 7:45:47, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0766, loss_cls: 4.9882, loss: 4.9882, grad_norm: 1.2136 2021-07-13 09:52:41,954 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 7:43:42, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0781, loss_cls: 5.0087, loss: 5.0087, grad_norm: 1.2635 2021-07-13 09:52:49,395 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 7:41:44, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0695, loss_cls: 5.0131, loss: 5.0131, grad_norm: 1.2317 2021-07-13 09:52:57,339 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 7:40:47, time: 0.395, data_time: 0.007, memory: 7066, top1_acc: 0.0227, top5_acc: 0.0766, loss_cls: 4.9975, loss: 4.9975, grad_norm: 1.2874 2021-07-13 09:53:04,713 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 7:38:58, time: 0.371, data_time: 0.003, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0766, loss_cls: 5.0097, loss: 5.0097, grad_norm: 1.3052 2021-07-13 09:53:12,346 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 7:37:38, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0719, loss_cls: 4.9881, loss: 4.9881, grad_norm: 1.3606 2021-07-13 09:53:19,556 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 7:35:41, time: 0.362, data_time: 0.002, memory: 7066, top1_acc: 0.0219, top5_acc: 0.0797, loss_cls: 4.9654, loss: 4.9654, grad_norm: 1.4087 2021-07-13 09:53:27,050 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 7:34:17, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0750, loss_cls: 5.0014, loss: 5.0014, grad_norm: 1.3636 2021-07-13 09:53:34,410 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 7:32:47, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.0211, top5_acc: 0.0805, loss_cls: 4.9818, loss: 4.9818, grad_norm: 1.5479 2021-07-13 09:53:42,265 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 7:32:09, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.0187, top5_acc: 0.0914, loss_cls: 4.9596, loss: 4.9596, grad_norm: 1.5673 2021-07-13 09:53:49,785 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 7:31:01, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.0219, top5_acc: 0.0773, loss_cls: 4.9760, loss: 4.9760, grad_norm: 1.6321 2021-07-13 09:53:57,290 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 7:29:55, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.0227, top5_acc: 0.0875, loss_cls: 4.9623, loss: 4.9623, grad_norm: 1.6958 2021-07-13 09:54:05,040 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 7:29:11, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0898, loss_cls: 4.9438, loss: 4.9438, grad_norm: 1.7872 2021-07-13 09:54:12,562 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 7:28:14, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.0211, top5_acc: 0.0914, loss_cls: 4.9578, loss: 4.9578, grad_norm: 1.6236 2021-07-13 09:54:20,078 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 7:27:16, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.0258, top5_acc: 0.0992, loss_cls: 4.9210, loss: 4.9210, grad_norm: 1.8450 2021-07-13 09:54:27,880 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 7:26:45, time: 0.390, data_time: 0.003, memory: 7066, top1_acc: 0.0227, top5_acc: 0.0914, loss_cls: 4.9427, loss: 4.9427, grad_norm: 1.6901 2021-07-13 09:54:35,691 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 7:26:18, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0914, loss_cls: 4.9604, loss: 4.9604, grad_norm: 1.5963 2021-07-13 09:54:43,178 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 7:25:22, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0945, loss_cls: 4.9043, loss: 4.9043, grad_norm: 2.0221 2021-07-13 09:54:50,618 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 7:24:27, time: 0.372, data_time: 0.021, memory: 7066, top1_acc: 0.0305, top5_acc: 0.1133, loss_cls: 4.8801, loss: 4.8801, grad_norm: 1.7149 2021-07-13 09:54:57,537 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 7:22:57, time: 0.348, data_time: 0.007, memory: 7066, top1_acc: 0.0219, top5_acc: 0.0891, loss_cls: 4.9237, loss: 4.9237, grad_norm: 1.9320 2021-07-13 09:55:05,360 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 7:22:36, time: 0.391, data_time: 0.039, memory: 7066, top1_acc: 0.0273, top5_acc: 0.1133, loss_cls: 4.8893, loss: 4.8893, grad_norm: 2.0567 2021-07-13 09:55:13,351 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 7:22:27, time: 0.400, data_time: 0.000, memory: 7066, top1_acc: 0.0359, top5_acc: 0.1141, loss_cls: 4.8846, loss: 4.8846, grad_norm: 2.0786 2021-07-13 09:55:20,718 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 7:21:33, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.0242, top5_acc: 0.1102, loss_cls: 4.8861, loss: 4.8861, grad_norm: 1.8858 2021-07-13 09:55:28,451 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 7:21:07, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.0242, top5_acc: 0.1055, loss_cls: 4.8819, loss: 4.8819, grad_norm: 2.1966 2021-07-13 09:55:36,143 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 7:20:38, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1281, loss_cls: 4.8330, loss: 4.8330, grad_norm: 2.2721 2021-07-13 09:55:43,347 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 7:19:40, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.0219, top5_acc: 0.1031, loss_cls: 4.9153, loss: 4.9153, grad_norm: 2.1380 2021-07-13 09:55:50,764 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 7:18:56, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.0383, top5_acc: 0.1219, loss_cls: 4.8580, loss: 4.8580, grad_norm: 2.1268 2021-07-13 09:55:58,644 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 7:18:43, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.0328, top5_acc: 0.1164, loss_cls: 4.8341, loss: 4.8341, grad_norm: 2.4071 2021-07-13 09:56:06,322 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 7:18:19, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.0391, top5_acc: 0.1273, loss_cls: 4.7992, loss: 4.7992, grad_norm: 2.3921 2021-07-13 09:56:13,263 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 7:17:09, time: 0.346, data_time: 0.001, memory: 7066, top1_acc: 0.0336, top5_acc: 0.1352, loss_cls: 4.7858, loss: 4.7858, grad_norm: 2.3654 2021-07-13 09:56:20,938 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 7:16:47, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.0375, top5_acc: 0.1125, loss_cls: 4.8250, loss: 4.8250, grad_norm: 2.2622 2021-07-13 09:56:28,392 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 7:16:11, time: 0.373, data_time: 0.022, memory: 7066, top1_acc: 0.0391, top5_acc: 0.1422, loss_cls: 4.8096, loss: 4.8096, grad_norm: 2.4385 2021-07-13 09:56:35,972 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 7:15:42, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.0406, top5_acc: 0.1289, loss_cls: 4.8070, loss: 4.8070, grad_norm: 2.4742 2021-07-13 09:56:43,317 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 7:15:03, time: 0.368, data_time: 0.010, memory: 7066, top1_acc: 0.0398, top5_acc: 0.1508, loss_cls: 4.7451, loss: 4.7451, grad_norm: 2.4170 2021-07-13 09:56:51,029 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 7:14:45, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.0437, top5_acc: 0.1445, loss_cls: 4.7764, loss: 4.7764, grad_norm: 2.6585 2021-07-13 09:56:58,648 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 7:14:22, time: 0.381, data_time: 0.025, memory: 7066, top1_acc: 0.0383, top5_acc: 0.1250, loss_cls: 4.7912, loss: 4.7912, grad_norm: 2.3579 2021-07-13 09:57:05,952 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 7:13:42, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.0445, top5_acc: 0.1414, loss_cls: 4.7653, loss: 4.7653, grad_norm: 2.6198 2021-07-13 09:57:13,712 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 7:13:28, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.0359, top5_acc: 0.1508, loss_cls: 4.7404, loss: 4.7404, grad_norm: 2.8024 2021-07-13 09:57:21,393 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 7:13:10, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.0477, top5_acc: 0.1398, loss_cls: 4.7923, loss: 4.7923, grad_norm: 2.5832 2021-07-13 09:57:28,721 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 7:12:32, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.0398, top5_acc: 0.1430, loss_cls: 4.7671, loss: 4.7671, grad_norm: 2.8053 2021-07-13 09:57:36,105 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 7:12:01, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.0469, top5_acc: 0.1688, loss_cls: 4.6684, loss: 4.6684, grad_norm: 2.8227 2021-07-13 09:57:43,506 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 7:11:29, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.0414, top5_acc: 0.1547, loss_cls: 4.7014, loss: 4.7014, grad_norm: 2.9254 2021-07-13 09:57:50,843 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 7:10:57, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.0391, top5_acc: 0.1437, loss_cls: 4.7741, loss: 4.7741, grad_norm: 2.7685 2021-07-13 09:57:52,068 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-07-13 09:58:03,863 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 7:12:05, time: 0.571, data_time: 0.171, memory: 7066, top1_acc: 0.0422, top5_acc: 0.1375, loss_cls: 4.7321, loss: 4.7321, grad_norm: 2.8045 2021-07-13 09:58:11,163 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 7:11:29, time: 0.364, data_time: 0.000, memory: 7066, top1_acc: 0.0531, top5_acc: 0.1633, loss_cls: 4.6915, loss: 4.6915, grad_norm: 2.9643 2021-07-13 09:58:18,893 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 7:11:16, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.0547, top5_acc: 0.1555, loss_cls: 4.6910, loss: 4.6910, grad_norm: 2.6585 2021-07-13 09:58:26,576 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 7:10:59, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.0484, top5_acc: 0.1656, loss_cls: 4.6777, loss: 4.6777, grad_norm: 2.9476 2021-07-13 09:58:33,860 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 7:10:24, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.0570, top5_acc: 0.1688, loss_cls: 4.6870, loss: 4.6870, grad_norm: 2.7165 2021-07-13 09:58:41,681 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 7:10:16, time: 0.391, data_time: 0.029, memory: 7066, top1_acc: 0.0531, top5_acc: 0.1820, loss_cls: 4.6536, loss: 4.6536, grad_norm: 2.9344 2021-07-13 09:58:49,178 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 7:09:53, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.0570, top5_acc: 0.1898, loss_cls: 4.6011, loss: 4.6011, grad_norm: 3.2427 2021-07-13 09:58:56,829 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 7:09:37, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.0469, top5_acc: 0.1578, loss_cls: 4.6633, loss: 4.6633, grad_norm: 2.6881 2021-07-13 09:59:04,393 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 7:09:14, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.0609, top5_acc: 0.1812, loss_cls: 4.6307, loss: 4.6307, grad_norm: 3.0941 2021-07-13 09:59:11,805 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 7:08:51, time: 0.375, data_time: 0.005, memory: 7066, top1_acc: 0.0609, top5_acc: 0.1797, loss_cls: 4.6309, loss: 4.6309, grad_norm: 2.9710 2021-07-13 09:59:19,336 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 7:08:30, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.0633, top5_acc: 0.2148, loss_cls: 4.5891, loss: 4.5891, grad_norm: 3.3520 2021-07-13 09:59:26,973 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 7:08:15, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.0508, top5_acc: 0.1727, loss_cls: 4.5896, loss: 4.5896, grad_norm: 3.0157 2021-07-13 09:59:34,237 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 7:07:43, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.0633, top5_acc: 0.2055, loss_cls: 4.5636, loss: 4.5636, grad_norm: 3.4636 2021-07-13 09:59:41,677 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 7:07:21, time: 0.373, data_time: 0.003, memory: 7066, top1_acc: 0.0633, top5_acc: 0.2117, loss_cls: 4.5594, loss: 4.5594, grad_norm: 3.2537 2021-07-13 09:59:49,368 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 7:07:07, time: 0.383, data_time: 0.029, memory: 7066, top1_acc: 0.0594, top5_acc: 0.1781, loss_cls: 4.6224, loss: 4.6224, grad_norm: 3.1592 2021-07-13 09:59:56,896 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 7:06:49, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.0578, top5_acc: 0.2008, loss_cls: 4.5519, loss: 4.5519, grad_norm: 3.3410 2021-07-13 10:00:04,218 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 7:06:22, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.0727, top5_acc: 0.1992, loss_cls: 4.5936, loss: 4.5936, grad_norm: 3.3013 2021-07-13 10:00:11,376 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 7:05:50, time: 0.359, data_time: 0.014, memory: 7066, top1_acc: 0.0648, top5_acc: 0.1969, loss_cls: 4.5611, loss: 4.5611, grad_norm: 3.4011 2021-07-13 10:00:19,441 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 7:05:52, time: 0.403, data_time: 0.046, memory: 7066, top1_acc: 0.0695, top5_acc: 0.2047, loss_cls: 4.5292, loss: 4.5292, grad_norm: 3.3561 2021-07-13 10:00:26,714 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 7:05:24, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.0648, top5_acc: 0.2016, loss_cls: 4.5298, loss: 4.5298, grad_norm: 3.2636 2021-07-13 10:00:34,052 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 7:04:58, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.0711, top5_acc: 0.2211, loss_cls: 4.4625, loss: 4.4625, grad_norm: 3.3908 2021-07-13 10:00:41,291 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 7:04:30, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.0602, top5_acc: 0.1812, loss_cls: 4.5877, loss: 4.5877, grad_norm: 3.2945 2021-07-13 10:00:48,747 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 7:04:09, time: 0.371, data_time: 0.003, memory: 7066, top1_acc: 0.0461, top5_acc: 0.1891, loss_cls: 4.5338, loss: 4.5338, grad_norm: 3.4367 2021-07-13 10:00:56,230 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 7:03:53, time: 0.377, data_time: 0.004, memory: 7066, top1_acc: 0.0727, top5_acc: 0.2211, loss_cls: 4.4452, loss: 4.4452, grad_norm: 3.6663 2021-07-13 10:01:03,710 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 7:03:36, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.0656, top5_acc: 0.2109, loss_cls: 4.5382, loss: 4.5382, grad_norm: 3.3917 2021-07-13 10:01:10,955 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 7:03:09, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.0672, top5_acc: 0.2070, loss_cls: 4.4913, loss: 4.4913, grad_norm: 3.6744 2021-07-13 10:01:18,462 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 7:02:53, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.0719, top5_acc: 0.2281, loss_cls: 4.4616, loss: 4.4616, grad_norm: 3.5990 2021-07-13 10:01:25,871 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 7:02:33, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.0633, top5_acc: 0.2117, loss_cls: 4.4792, loss: 4.4792, grad_norm: 3.7148 2021-07-13 10:01:33,672 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 7:02:26, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.0703, top5_acc: 0.2234, loss_cls: 4.4494, loss: 4.4494, grad_norm: 3.7241 2021-07-13 10:01:40,949 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 7:02:02, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.0867, top5_acc: 0.2258, loss_cls: 4.4527, loss: 4.4527, grad_norm: 3.6980 2021-07-13 10:01:48,381 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 7:01:44, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.0727, top5_acc: 0.2281, loss_cls: 4.4134, loss: 4.4134, grad_norm: 3.5833 2021-07-13 10:01:55,660 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 7:01:21, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.0844, top5_acc: 0.2297, loss_cls: 4.4221, loss: 4.4221, grad_norm: 3.5374 2021-07-13 10:02:03,436 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 7:01:13, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.0773, top5_acc: 0.2492, loss_cls: 4.4173, loss: 4.4173, grad_norm: 3.9809 2021-07-13 10:02:10,734 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 7:00:52, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.0805, top5_acc: 0.2586, loss_cls: 4.3525, loss: 4.3525, grad_norm: 3.6754 2021-07-13 10:02:18,109 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 7:00:32, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.0773, top5_acc: 0.2320, loss_cls: 4.3902, loss: 4.3902, grad_norm: 3.7565 2021-07-13 10:02:25,506 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 7:00:13, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.0734, top5_acc: 0.2313, loss_cls: 4.3664, loss: 4.3664, grad_norm: 3.8867 2021-07-13 10:02:32,594 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 6:59:45, time: 0.353, data_time: 0.000, memory: 7066, top1_acc: 0.0820, top5_acc: 0.2391, loss_cls: 4.3937, loss: 4.3937, grad_norm: 3.7901 2021-07-13 10:02:39,960 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 6:59:26, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.0867, top5_acc: 0.2641, loss_cls: 4.3381, loss: 4.3381, grad_norm: 3.9665 2021-07-13 10:02:47,486 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 6:59:11, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.0953, top5_acc: 0.2719, loss_cls: 4.3459, loss: 4.3459, grad_norm: 3.8745 2021-07-13 10:02:54,535 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 6:58:44, time: 0.354, data_time: 0.002, memory: 7066, top1_acc: 0.0914, top5_acc: 0.2578, loss_cls: 4.3818, loss: 4.3818, grad_norm: 3.8828 2021-07-13 10:03:01,643 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 6:58:18, time: 0.355, data_time: 0.000, memory: 7066, top1_acc: 0.0992, top5_acc: 0.2570, loss_cls: 4.3306, loss: 4.3306, grad_norm: 4.0765 2021-07-13 10:03:09,233 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 6:58:07, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.0945, top5_acc: 0.2617, loss_cls: 4.2889, loss: 4.2889, grad_norm: 3.9213 2021-07-13 10:03:16,875 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 6:57:57, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.0945, top5_acc: 0.2773, loss_cls: 4.2835, loss: 4.2835, grad_norm: 3.8392 2021-07-13 10:03:24,057 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 6:57:34, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.0969, top5_acc: 0.2602, loss_cls: 4.3177, loss: 4.3177, grad_norm: 4.0859 2021-07-13 10:03:31,640 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 6:57:23, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.0930, top5_acc: 0.2719, loss_cls: 4.2742, loss: 4.2742, grad_norm: 3.9996 2021-07-13 10:03:38,853 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 6:57:01, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.0961, top5_acc: 0.2805, loss_cls: 4.2465, loss: 4.2465, grad_norm: 4.1071 2021-07-13 10:03:46,267 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 6:56:45, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.0961, top5_acc: 0.2727, loss_cls: 4.2876, loss: 4.2876, grad_norm: 3.9658 2021-07-13 10:03:54,359 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 6:56:45, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.0844, top5_acc: 0.2539, loss_cls: 4.3277, loss: 4.3277, grad_norm: 4.0346 2021-07-13 10:04:03,448 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 6:57:19, time: 0.460, data_time: 0.007, memory: 7066, top1_acc: 0.0859, top5_acc: 0.2547, loss_cls: 4.3036, loss: 4.3036, grad_norm: 3.8363 2021-07-13 10:04:10,922 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 6:57:05, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.0992, top5_acc: 0.2953, loss_cls: 4.2386, loss: 4.2386, grad_norm: 4.2865 2021-07-13 10:04:18,196 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 6:56:44, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.1055, top5_acc: 0.2930, loss_cls: 4.1653, loss: 4.1653, grad_norm: 4.1014 2021-07-13 10:04:25,463 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 6:56:24, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.1094, top5_acc: 0.3000, loss_cls: 4.1806, loss: 4.1806, grad_norm: 4.0693 2021-07-13 10:04:32,672 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 6:56:04, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.1117, top5_acc: 0.3172, loss_cls: 4.1985, loss: 4.1985, grad_norm: 4.0757 2021-07-13 10:04:39,646 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 6:55:38, time: 0.350, data_time: 0.002, memory: 7066, top1_acc: 0.1187, top5_acc: 0.3367, loss_cls: 4.1079, loss: 4.1079, grad_norm: 4.2185 2021-07-13 10:04:47,415 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 6:55:32, time: 0.388, data_time: 0.025, memory: 7066, top1_acc: 0.1156, top5_acc: 0.3008, loss_cls: 4.1949, loss: 4.1949, grad_norm: 4.0781 2021-07-13 10:04:54,996 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 6:55:21, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.1195, top5_acc: 0.3148, loss_cls: 4.1440, loss: 4.1440, grad_norm: 4.3183 2021-07-13 10:05:02,041 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 6:54:56, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.1039, top5_acc: 0.2961, loss_cls: 4.1499, loss: 4.1499, grad_norm: 4.4642 2021-07-13 10:05:09,943 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 6:54:54, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.1242, top5_acc: 0.3117, loss_cls: 4.1584, loss: 4.1584, grad_norm: 4.2119 2021-07-13 10:05:17,585 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 6:54:45, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.1094, top5_acc: 0.2875, loss_cls: 4.1957, loss: 4.1957, grad_norm: 4.3171 2021-07-13 10:05:25,394 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 6:54:41, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.1031, top5_acc: 0.3102, loss_cls: 4.1481, loss: 4.1481, grad_norm: 4.0915 2021-07-13 10:05:32,917 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 6:54:28, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.1203, top5_acc: 0.3187, loss_cls: 4.1140, loss: 4.1140, grad_norm: 4.2198 2021-07-13 10:05:39,937 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 6:54:04, time: 0.351, data_time: 0.002, memory: 7066, top1_acc: 0.1266, top5_acc: 0.3273, loss_cls: 4.1112, loss: 4.1112, grad_norm: 4.4613 2021-07-13 10:05:47,293 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 6:53:48, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.1406, top5_acc: 0.3195, loss_cls: 4.0933, loss: 4.0933, grad_norm: 4.2837 2021-07-13 10:05:54,967 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 6:53:41, time: 0.386, data_time: 0.003, memory: 7066, top1_acc: 0.1195, top5_acc: 0.3094, loss_cls: 4.1210, loss: 4.1210, grad_norm: 4.4423 2021-07-13 10:06:02,700 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 6:53:34, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.1352, top5_acc: 0.3250, loss_cls: 4.0859, loss: 4.0859, grad_norm: 4.1391 2021-07-13 10:06:10,293 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 6:53:24, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.1414, top5_acc: 0.3109, loss_cls: 4.0866, loss: 4.0866, grad_norm: 4.2566 2021-07-13 10:06:17,232 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 6:52:59, time: 0.347, data_time: 0.000, memory: 7066, top1_acc: 0.1234, top5_acc: 0.3312, loss_cls: 4.0563, loss: 4.0563, grad_norm: 4.4098 2021-07-13 10:06:18,444 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-07-13 10:07:31,305 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 10:07:31,544 - mmaction - INFO - top1_acc 0.1174 top5_acc 0.3154 2021-07-13 10:07:31,544 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 10:07:31,553 - mmaction - INFO - mean_acc 0.1068 2021-07-13 10:07:31,857 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-07-13 10:07:31,857 - mmaction - INFO - Best top1_acc is 0.1174 at 2 epoch. 2021-07-13 10:07:31,861 - mmaction - INFO - Epoch(val) [2][181] top1_acc: 0.1174, top5_acc: 0.3154, mean_class_accuracy: 0.1068 2021-07-13 10:07:42,781 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 6:53:20, time: 0.545, data_time: 0.191, memory: 7066, top1_acc: 0.1047, top5_acc: 0.3281, loss_cls: 4.1143, loss: 4.1143, grad_norm: 4.4297 2021-07-13 10:07:50,346 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 6:53:10, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.1141, top5_acc: 0.3063, loss_cls: 4.1546, loss: 4.1546, grad_norm: 4.5624 2021-07-13 10:07:58,177 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 6:53:05, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.1320, top5_acc: 0.3148, loss_cls: 4.0767, loss: 4.0767, grad_norm: 4.4401 2021-07-13 10:08:05,368 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 6:52:47, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.1359, top5_acc: 0.3281, loss_cls: 4.0849, loss: 4.0849, grad_norm: 4.1258 2021-07-13 10:08:12,526 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 6:52:27, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.1492, top5_acc: 0.3398, loss_cls: 4.0163, loss: 4.0163, grad_norm: 4.4884 2021-07-13 10:08:20,112 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 6:52:17, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.1289, top5_acc: 0.3328, loss_cls: 4.0929, loss: 4.0929, grad_norm: 4.3917 2021-07-13 10:08:27,256 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 6:51:57, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.1273, top5_acc: 0.3133, loss_cls: 4.0574, loss: 4.0574, grad_norm: 4.3619 2021-07-13 10:08:34,903 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 6:51:49, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.1328, top5_acc: 0.3445, loss_cls: 3.9948, loss: 3.9948, grad_norm: 4.4945 2021-07-13 10:08:42,697 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 6:51:43, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.1445, top5_acc: 0.3758, loss_cls: 3.9708, loss: 3.9708, grad_norm: 4.4863 2021-07-13 10:08:49,882 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 6:51:25, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.1445, top5_acc: 0.3398, loss_cls: 4.0169, loss: 4.0169, grad_norm: 4.5313 2021-07-13 10:08:57,873 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 6:51:25, time: 0.400, data_time: 0.023, memory: 7066, top1_acc: 0.1313, top5_acc: 0.3664, loss_cls: 3.9558, loss: 3.9558, grad_norm: 4.4867 2021-07-13 10:09:05,296 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 6:51:11, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.1320, top5_acc: 0.3453, loss_cls: 4.0269, loss: 4.0269, grad_norm: 4.7519 2021-07-13 10:09:12,798 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 6:51:00, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.1328, top5_acc: 0.3453, loss_cls: 4.0388, loss: 4.0388, grad_norm: 4.5248 2021-07-13 10:09:20,557 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 6:50:54, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.1453, top5_acc: 0.3531, loss_cls: 3.9843, loss: 3.9843, grad_norm: 4.6001 2021-07-13 10:09:27,732 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 6:50:36, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.1445, top5_acc: 0.3555, loss_cls: 4.0063, loss: 4.0063, grad_norm: 4.6444 2021-07-13 10:09:34,999 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 6:50:20, time: 0.363, data_time: 0.031, memory: 7066, top1_acc: 0.1484, top5_acc: 0.3688, loss_cls: 3.9241, loss: 3.9241, grad_norm: 4.7321 2021-07-13 10:09:42,553 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 6:50:10, time: 0.378, data_time: 0.011, memory: 7066, top1_acc: 0.1461, top5_acc: 0.3594, loss_cls: 3.9625, loss: 3.9625, grad_norm: 4.6139 2021-07-13 10:09:50,079 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 6:49:59, time: 0.376, data_time: 0.029, memory: 7066, top1_acc: 0.1508, top5_acc: 0.3625, loss_cls: 3.9453, loss: 3.9453, grad_norm: 4.3802 2021-07-13 10:09:57,547 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 6:49:47, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.1609, top5_acc: 0.3719, loss_cls: 3.9013, loss: 3.9013, grad_norm: 4.7883 2021-07-13 10:10:04,756 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 6:49:30, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.1641, top5_acc: 0.3641, loss_cls: 3.9792, loss: 3.9792, grad_norm: 4.7193 2021-07-13 10:10:11,831 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 6:49:10, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.1461, top5_acc: 0.3633, loss_cls: 3.9559, loss: 3.9559, grad_norm: 4.6091 2021-07-13 10:10:19,656 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 6:49:06, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.1547, top5_acc: 0.3703, loss_cls: 3.8764, loss: 3.8764, grad_norm: 4.7828 2021-07-13 10:10:26,921 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 6:48:51, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.1461, top5_acc: 0.3633, loss_cls: 3.9441, loss: 3.9441, grad_norm: 4.5526 2021-07-13 10:10:34,225 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 6:48:35, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.1594, top5_acc: 0.3633, loss_cls: 3.8978, loss: 3.8978, grad_norm: 4.7197 2021-07-13 10:10:41,789 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 6:48:27, time: 0.380, data_time: 0.003, memory: 7066, top1_acc: 0.1578, top5_acc: 0.3828, loss_cls: 3.8373, loss: 3.8373, grad_norm: 5.1800 2021-07-13 10:10:48,904 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 6:48:08, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.1578, top5_acc: 0.3734, loss_cls: 3.8573, loss: 3.8573, grad_norm: 4.4052 2021-07-13 10:10:56,317 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 6:47:56, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.1594, top5_acc: 0.3664, loss_cls: 3.8830, loss: 3.8830, grad_norm: 4.7852 2021-07-13 10:11:03,786 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 6:47:45, time: 0.373, data_time: 0.004, memory: 7066, top1_acc: 0.1570, top5_acc: 0.3469, loss_cls: 3.9549, loss: 3.9549, grad_norm: 4.8891 2021-07-13 10:11:10,992 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 6:47:29, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.1430, top5_acc: 0.3633, loss_cls: 3.8926, loss: 3.8926, grad_norm: 4.4685 2021-07-13 10:11:18,405 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 6:47:17, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.1586, top5_acc: 0.3812, loss_cls: 3.8828, loss: 3.8828, grad_norm: 4.4492 2021-07-13 10:11:25,671 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 6:47:01, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.1602, top5_acc: 0.3797, loss_cls: 3.8558, loss: 3.8558, grad_norm: 4.6841 2021-07-13 10:11:33,257 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 6:46:53, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.1641, top5_acc: 0.3734, loss_cls: 3.9005, loss: 3.9005, grad_norm: 4.4519 2021-07-13 10:11:40,762 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 6:46:43, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.1469, top5_acc: 0.3695, loss_cls: 3.9654, loss: 3.9654, grad_norm: 4.4976 2021-07-13 10:11:47,991 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 6:46:28, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.1578, top5_acc: 0.3742, loss_cls: 3.7899, loss: 3.7899, grad_norm: 4.6452 2021-07-13 10:11:55,738 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 6:46:22, time: 0.386, data_time: 0.000, memory: 7066, top1_acc: 0.1711, top5_acc: 0.3914, loss_cls: 3.8053, loss: 3.8053, grad_norm: 4.6813 2021-07-13 10:12:03,015 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 6:46:08, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.1836, top5_acc: 0.3961, loss_cls: 3.8115, loss: 3.8115, grad_norm: 4.5705 2021-07-13 10:12:10,858 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 6:46:04, time: 0.392, data_time: 0.000, memory: 7066, top1_acc: 0.1508, top5_acc: 0.3852, loss_cls: 3.8649, loss: 3.8649, grad_norm: 4.9311 2021-07-13 10:12:17,983 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 6:45:45, time: 0.350, data_time: 0.000, memory: 7066, top1_acc: 0.1633, top5_acc: 0.3844, loss_cls: 3.8202, loss: 3.8202, grad_norm: 4.6562 2021-07-13 10:12:25,126 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 6:45:30, time: 0.362, data_time: 0.006, memory: 7066, top1_acc: 0.1656, top5_acc: 0.4078, loss_cls: 3.8030, loss: 3.8030, grad_norm: 4.6680 2021-07-13 10:12:32,634 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 6:45:20, time: 0.376, data_time: 0.003, memory: 7066, top1_acc: 0.1594, top5_acc: 0.3797, loss_cls: 3.8635, loss: 3.8635, grad_norm: 4.7900 2021-07-13 10:12:39,832 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 6:45:05, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.1602, top5_acc: 0.3844, loss_cls: 3.8749, loss: 3.8749, grad_norm: 4.6926 2021-07-13 10:12:47,826 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 6:45:04, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.1742, top5_acc: 0.3914, loss_cls: 3.7968, loss: 3.7968, grad_norm: 4.5535 2021-07-13 10:12:55,136 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 6:44:50, time: 0.365, data_time: 0.018, memory: 7066, top1_acc: 0.1703, top5_acc: 0.3906, loss_cls: 3.8043, loss: 3.8043, grad_norm: 4.9062 2021-07-13 10:13:02,577 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 6:44:40, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.1883, top5_acc: 0.4062, loss_cls: 3.7411, loss: 3.7411, grad_norm: 4.7428 2021-07-13 10:13:10,062 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 6:44:29, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4188, loss_cls: 3.7300, loss: 3.7300, grad_norm: 4.9009 2021-07-13 10:13:17,408 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 6:44:17, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4008, loss_cls: 3.7528, loss: 3.7528, grad_norm: 5.0044 2021-07-13 10:13:24,878 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 6:44:07, time: 0.373, data_time: 0.000, memory: 7066, top1_acc: 0.1766, top5_acc: 0.4125, loss_cls: 3.7430, loss: 3.7430, grad_norm: 4.8550 2021-07-13 10:13:32,297 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 6:43:54, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4094, loss_cls: 3.7172, loss: 3.7172, grad_norm: 5.1515 2021-07-13 10:13:39,712 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 6:43:44, time: 0.374, data_time: 0.004, memory: 7066, top1_acc: 0.1656, top5_acc: 0.3852, loss_cls: 3.7974, loss: 3.7974, grad_norm: 4.8116 2021-07-13 10:13:47,355 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 6:43:36, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.1703, top5_acc: 0.4273, loss_cls: 3.7057, loss: 3.7057, grad_norm: 4.9468 2021-07-13 10:13:54,969 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 6:43:29, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.1695, top5_acc: 0.4188, loss_cls: 3.7560, loss: 3.7560, grad_norm: 4.7811 2021-07-13 10:14:02,152 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 6:43:13, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.1664, top5_acc: 0.4016, loss_cls: 3.7377, loss: 3.7377, grad_norm: 4.6856 2021-07-13 10:14:09,490 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 6:43:02, time: 0.371, data_time: 0.004, memory: 7066, top1_acc: 0.1914, top5_acc: 0.4070, loss_cls: 3.7716, loss: 3.7716, grad_norm: 4.8580 2021-07-13 10:14:17,156 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 6:42:55, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4195, loss_cls: 3.6376, loss: 3.6376, grad_norm: 4.9934 2021-07-13 10:14:24,862 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 6:42:46, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.1664, top5_acc: 0.3961, loss_cls: 3.8045, loss: 3.8045, grad_norm: 5.0920 2021-07-13 10:14:31,828 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 6:42:30, time: 0.354, data_time: 0.021, memory: 7066, top1_acc: 0.1727, top5_acc: 0.3945, loss_cls: 3.7844, loss: 3.7844, grad_norm: 4.6494 2021-07-13 10:14:39,839 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 6:42:29, time: 0.400, data_time: 0.018, memory: 7066, top1_acc: 0.1773, top5_acc: 0.4242, loss_cls: 3.7088, loss: 3.7088, grad_norm: 4.9656 2021-07-13 10:14:47,019 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 6:42:14, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4250, loss_cls: 3.7112, loss: 3.7112, grad_norm: 5.0136 2021-07-13 10:14:55,136 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 6:42:15, time: 0.408, data_time: 0.002, memory: 7066, top1_acc: 0.1906, top5_acc: 0.4125, loss_cls: 3.7223, loss: 3.7223, grad_norm: 5.0513 2021-07-13 10:15:02,192 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 6:41:57, time: 0.349, data_time: 0.000, memory: 7066, top1_acc: 0.1891, top5_acc: 0.4164, loss_cls: 3.7245, loss: 3.7245, grad_norm: 4.6072 2021-07-13 10:15:10,079 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 6:41:55, time: 0.398, data_time: 0.044, memory: 7066, top1_acc: 0.1812, top5_acc: 0.4000, loss_cls: 3.7442, loss: 3.7442, grad_norm: 5.1443 2021-07-13 10:15:17,497 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 6:41:45, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.1961, top5_acc: 0.4336, loss_cls: 3.6742, loss: 3.6742, grad_norm: 5.0035 2021-07-13 10:15:24,810 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 6:41:32, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.2094, top5_acc: 0.4406, loss_cls: 3.5782, loss: 3.5782, grad_norm: 4.8506 2021-07-13 10:15:32,187 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 6:41:20, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.1930, top5_acc: 0.4313, loss_cls: 3.6371, loss: 3.6371, grad_norm: 5.2606 2021-07-13 10:15:39,522 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 6:41:09, time: 0.370, data_time: 0.004, memory: 7066, top1_acc: 0.2148, top5_acc: 0.4313, loss_cls: 3.6443, loss: 3.6443, grad_norm: 4.9837 2021-07-13 10:15:46,804 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 6:40:56, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4133, loss_cls: 3.6575, loss: 3.6575, grad_norm: 5.1251 2021-07-13 10:15:54,062 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 6:40:43, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.1914, top5_acc: 0.4445, loss_cls: 3.6340, loss: 3.6340, grad_norm: 4.9511 2021-07-13 10:15:55,285 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-07-13 10:16:06,781 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 6:40:59, time: 0.557, data_time: 0.183, memory: 7066, top1_acc: 0.1883, top5_acc: 0.4297, loss_cls: 3.6647, loss: 3.6647, grad_norm: 4.8907 2021-07-13 10:16:14,223 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 6:40:49, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.2000, top5_acc: 0.4484, loss_cls: 3.6119, loss: 3.6119, grad_norm: 5.0896 2021-07-13 10:16:21,488 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 6:40:35, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.1922, top5_acc: 0.4437, loss_cls: 3.6251, loss: 3.6251, grad_norm: 5.2201 2021-07-13 10:16:29,364 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 6:40:33, time: 0.396, data_time: 0.003, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4586, loss_cls: 3.5738, loss: 3.5738, grad_norm: 4.9873 2021-07-13 10:16:36,700 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 6:40:21, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4359, loss_cls: 3.5918, loss: 3.5918, grad_norm: 5.0547 2021-07-13 10:16:44,414 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 6:40:14, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.2078, top5_acc: 0.4562, loss_cls: 3.5706, loss: 3.5706, grad_norm: 5.0216 2021-07-13 10:16:51,787 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 6:40:03, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4461, loss_cls: 3.6355, loss: 3.6355, grad_norm: 5.1317 2021-07-13 10:16:59,297 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 6:39:54, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4211, loss_cls: 3.6419, loss: 3.6419, grad_norm: 4.9903 2021-07-13 10:17:07,148 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 6:39:50, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.2062, top5_acc: 0.4234, loss_cls: 3.6000, loss: 3.6000, grad_norm: 5.1613 2021-07-13 10:17:14,595 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 6:39:40, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.1906, top5_acc: 0.4297, loss_cls: 3.6411, loss: 3.6411, grad_norm: 4.9687 2021-07-13 10:17:21,762 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 6:39:26, time: 0.360, data_time: 0.003, memory: 7066, top1_acc: 0.2094, top5_acc: 0.4320, loss_cls: 3.6520, loss: 3.6520, grad_norm: 5.1834 2021-07-13 10:17:29,171 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 6:39:15, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.2078, top5_acc: 0.4500, loss_cls: 3.6078, loss: 3.6078, grad_norm: 5.1065 2021-07-13 10:17:36,843 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 6:39:09, time: 0.384, data_time: 0.003, memory: 7066, top1_acc: 0.2055, top5_acc: 0.4547, loss_cls: 3.5619, loss: 3.5619, grad_norm: 5.0596 2021-07-13 10:17:44,180 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 6:38:57, time: 0.367, data_time: 0.018, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4648, loss_cls: 3.5322, loss: 3.5322, grad_norm: 5.2001 2021-07-13 10:17:51,407 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 6:38:44, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.1977, top5_acc: 0.4297, loss_cls: 3.6660, loss: 3.6660, grad_norm: 5.0407 2021-07-13 10:17:58,675 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 6:38:31, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.1953, top5_acc: 0.4258, loss_cls: 3.6177, loss: 3.6177, grad_norm: 4.9536 2021-07-13 10:18:06,053 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 6:38:21, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.2156, top5_acc: 0.4484, loss_cls: 3.6266, loss: 3.6266, grad_norm: 5.1905 2021-07-13 10:18:13,530 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 6:38:11, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.2180, top5_acc: 0.4688, loss_cls: 3.5266, loss: 3.5266, grad_norm: 5.0989 2021-07-13 10:18:20,564 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 6:37:56, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4688, loss_cls: 3.4990, loss: 3.4990, grad_norm: 5.0450 2021-07-13 10:18:28,104 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 6:37:47, time: 0.377, data_time: 0.000, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4453, loss_cls: 3.6211, loss: 3.6211, grad_norm: 5.0915 2021-07-13 10:18:35,352 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 6:37:35, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.2156, top5_acc: 0.4352, loss_cls: 3.6267, loss: 3.6267, grad_norm: 4.9288 2021-07-13 10:18:42,375 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 6:37:19, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.2047, top5_acc: 0.4477, loss_cls: 3.6199, loss: 3.6199, grad_norm: 5.1999 2021-07-13 10:18:49,737 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 6:37:08, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4617, loss_cls: 3.5315, loss: 3.5315, grad_norm: 5.2154 2021-07-13 10:18:57,072 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 6:36:57, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4562, loss_cls: 3.5108, loss: 3.5108, grad_norm: 5.1691 2021-07-13 10:19:04,223 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 6:36:43, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.2062, top5_acc: 0.4391, loss_cls: 3.6104, loss: 3.6104, grad_norm: 5.1976 2021-07-13 10:19:11,765 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 6:36:35, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4656, loss_cls: 3.4647, loss: 3.4647, grad_norm: 5.0329 2021-07-13 10:19:19,109 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 6:36:24, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4703, loss_cls: 3.6029, loss: 3.6029, grad_norm: 5.0180 2021-07-13 10:19:26,914 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 6:36:19, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.2188, top5_acc: 0.4680, loss_cls: 3.4930, loss: 3.4930, grad_norm: 4.9418 2021-07-13 10:19:33,971 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 6:36:04, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.2109, top5_acc: 0.4453, loss_cls: 3.5047, loss: 3.5047, grad_norm: 5.0759 2021-07-13 10:19:41,853 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 6:36:01, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.2156, top5_acc: 0.4484, loss_cls: 3.5526, loss: 3.5526, grad_norm: 5.2539 2021-07-13 10:19:49,627 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 6:35:56, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.2359, top5_acc: 0.4828, loss_cls: 3.4268, loss: 3.4268, grad_norm: 5.3737 2021-07-13 10:19:56,619 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 6:35:40, time: 0.350, data_time: 0.003, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4742, loss_cls: 3.5370, loss: 3.5370, grad_norm: 5.1717 2021-07-13 10:20:04,302 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 6:35:34, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.2047, top5_acc: 0.4648, loss_cls: 3.5381, loss: 3.5381, grad_norm: 5.1802 2021-07-13 10:20:11,788 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 6:35:25, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.2367, top5_acc: 0.4922, loss_cls: 3.4003, loss: 3.4003, grad_norm: 5.2991 2021-07-13 10:20:19,329 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 6:35:16, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4570, loss_cls: 3.4842, loss: 3.4842, grad_norm: 5.2758 2021-07-13 10:20:27,019 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 6:35:10, time: 0.387, data_time: 0.004, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4555, loss_cls: 3.5330, loss: 3.5330, grad_norm: 4.9926 2021-07-13 10:20:34,381 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 6:35:00, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4664, loss_cls: 3.4764, loss: 3.4764, grad_norm: 5.0560 2021-07-13 10:20:41,545 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 6:34:46, time: 0.354, data_time: 0.001, memory: 7066, top1_acc: 0.2305, top5_acc: 0.4742, loss_cls: 3.4852, loss: 3.4852, grad_norm: 5.3734 2021-07-13 10:20:49,169 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 6:34:40, time: 0.385, data_time: 0.038, memory: 7066, top1_acc: 0.2070, top5_acc: 0.4586, loss_cls: 3.5099, loss: 3.5099, grad_norm: 5.0762 2021-07-13 10:20:56,572 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 6:34:29, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.2305, top5_acc: 0.4758, loss_cls: 3.4570, loss: 3.4570, grad_norm: 5.2494 2021-07-13 10:21:04,078 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 6:34:21, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4500, loss_cls: 3.5535, loss: 3.5535, grad_norm: 5.1244 2021-07-13 10:21:11,435 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 6:34:10, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4586, loss_cls: 3.5362, loss: 3.5362, grad_norm: 5.2079 2021-07-13 10:21:18,349 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 6:33:55, time: 0.347, data_time: 0.001, memory: 7066, top1_acc: 0.2266, top5_acc: 0.4805, loss_cls: 3.4911, loss: 3.4911, grad_norm: 5.0436 2021-07-13 10:21:26,269 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 6:33:51, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4586, loss_cls: 3.4834, loss: 3.4834, grad_norm: 5.3112 2021-07-13 10:21:33,258 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 6:33:36, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4625, loss_cls: 3.4603, loss: 3.4603, grad_norm: 5.1452 2021-07-13 10:21:40,306 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 6:33:22, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.2406, top5_acc: 0.4758, loss_cls: 3.4289, loss: 3.4289, grad_norm: 5.3368 2021-07-13 10:21:48,180 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 6:33:18, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.2141, top5_acc: 0.4609, loss_cls: 3.5136, loss: 3.5136, grad_norm: 5.1576 2021-07-13 10:21:55,442 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 6:33:06, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4758, loss_cls: 3.5156, loss: 3.5156, grad_norm: 5.1454 2021-07-13 10:22:02,967 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 6:32:58, time: 0.377, data_time: 0.009, memory: 7066, top1_acc: 0.2367, top5_acc: 0.4992, loss_cls: 3.3877, loss: 3.3877, grad_norm: 5.5173 2021-07-13 10:22:09,987 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 6:32:44, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.2086, top5_acc: 0.4516, loss_cls: 3.5937, loss: 3.5937, grad_norm: 5.0166 2021-07-13 10:22:17,976 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 6:32:41, time: 0.399, data_time: 0.026, memory: 7066, top1_acc: 0.2039, top5_acc: 0.4844, loss_cls: 3.4646, loss: 3.4646, grad_norm: 5.1741 2021-07-13 10:22:25,024 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 6:32:27, time: 0.354, data_time: 0.003, memory: 7066, top1_acc: 0.2453, top5_acc: 0.4695, loss_cls: 3.4950, loss: 3.4950, grad_norm: 5.0819 2021-07-13 10:22:32,483 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 6:32:18, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.2305, top5_acc: 0.4711, loss_cls: 3.4414, loss: 3.4414, grad_norm: 5.1466 2021-07-13 10:22:40,199 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 6:32:11, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.2109, top5_acc: 0.4789, loss_cls: 3.4905, loss: 3.4905, grad_norm: 5.4793 2021-07-13 10:22:47,725 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 6:32:04, time: 0.380, data_time: 0.022, memory: 7066, top1_acc: 0.2227, top5_acc: 0.4766, loss_cls: 3.4705, loss: 3.4705, grad_norm: 5.2008 2021-07-13 10:22:54,793 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 6:31:50, time: 0.352, data_time: 0.000, memory: 7066, top1_acc: 0.2391, top5_acc: 0.4898, loss_cls: 3.3882, loss: 3.3882, grad_norm: 5.2691 2021-07-13 10:23:02,398 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 6:31:43, time: 0.381, data_time: 0.003, memory: 7066, top1_acc: 0.2281, top5_acc: 0.4719, loss_cls: 3.4397, loss: 3.4397, grad_norm: 5.2137 2021-07-13 10:23:09,499 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 6:31:30, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.2523, top5_acc: 0.5000, loss_cls: 3.3597, loss: 3.3597, grad_norm: 5.3928 2021-07-13 10:23:17,267 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 6:31:25, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.2492, top5_acc: 0.4875, loss_cls: 3.3446, loss: 3.3446, grad_norm: 5.2790 2021-07-13 10:23:24,934 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 6:31:18, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.2203, top5_acc: 0.4813, loss_cls: 3.4466, loss: 3.4466, grad_norm: 5.2266 2021-07-13 10:23:31,975 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 6:31:04, time: 0.352, data_time: 0.002, memory: 7066, top1_acc: 0.2242, top5_acc: 0.4688, loss_cls: 3.4773, loss: 3.4773, grad_norm: 4.9964 2021-07-13 10:23:39,606 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 6:30:58, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.2406, top5_acc: 0.4883, loss_cls: 3.3762, loss: 3.3762, grad_norm: 5.2997 2021-07-13 10:23:46,899 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 6:30:47, time: 0.364, data_time: 0.000, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5258, loss_cls: 3.3349, loss: 3.3349, grad_norm: 5.4378 2021-07-13 10:23:54,227 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 6:30:36, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.2406, top5_acc: 0.5016, loss_cls: 3.3809, loss: 3.3809, grad_norm: 5.3922 2021-07-13 10:24:01,714 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 6:30:28, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.2578, top5_acc: 0.4953, loss_cls: 3.3095, loss: 3.3095, grad_norm: 5.2680 2021-07-13 10:24:09,404 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 6:30:22, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.2492, top5_acc: 0.4742, loss_cls: 3.4478, loss: 3.4478, grad_norm: 5.2831 2021-07-13 10:24:16,246 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 6:30:06, time: 0.343, data_time: 0.002, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4758, loss_cls: 3.4207, loss: 3.4207, grad_norm: 5.0548 2021-07-13 10:24:17,462 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-07-13 10:25:15,460 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 10:25:15,619 - mmaction - INFO - top1_acc 0.2109 top5_acc 0.4494 2021-07-13 10:25:15,619 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 10:25:15,629 - mmaction - INFO - mean_acc 0.1828 2021-07-13 10:25:15,984 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-07-13 10:25:15,984 - mmaction - INFO - Best top1_acc is 0.2109 at 4 epoch. 2021-07-13 10:25:15,993 - mmaction - INFO - Epoch(val) [4][181] top1_acc: 0.2109, top5_acc: 0.4494, mean_class_accuracy: 0.1828 2021-07-13 10:25:26,777 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 6:30:12, time: 0.539, data_time: 0.158, memory: 7066, top1_acc: 0.2336, top5_acc: 0.4922, loss_cls: 3.3938, loss: 3.3938, grad_norm: 5.1565 2021-07-13 10:25:34,660 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 6:30:07, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4914, loss_cls: 3.4399, loss: 3.4399, grad_norm: 5.4372 2021-07-13 10:25:42,290 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 6:30:01, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5109, loss_cls: 3.3144, loss: 3.3144, grad_norm: 5.6177 2021-07-13 10:25:49,645 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 6:29:50, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5070, loss_cls: 3.3496, loss: 3.3496, grad_norm: 5.3707 2021-07-13 10:25:56,994 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 6:29:40, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5039, loss_cls: 3.3591, loss: 3.3591, grad_norm: 5.0122 2021-07-13 10:26:04,042 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 6:29:27, time: 0.353, data_time: 0.003, memory: 7066, top1_acc: 0.2461, top5_acc: 0.4719, loss_cls: 3.4195, loss: 3.4195, grad_norm: 5.3484 2021-07-13 10:26:11,704 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 6:29:21, time: 0.384, data_time: 0.003, memory: 7066, top1_acc: 0.2305, top5_acc: 0.4945, loss_cls: 3.4311, loss: 3.4311, grad_norm: 5.5052 2021-07-13 10:26:19,173 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 6:29:12, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.2461, top5_acc: 0.5164, loss_cls: 3.3386, loss: 3.3386, grad_norm: 5.5643 2021-07-13 10:26:26,700 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 6:29:04, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5086, loss_cls: 3.3405, loss: 3.3405, grad_norm: 5.2317 2021-07-13 10:26:34,666 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 6:29:01, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.2336, top5_acc: 0.5000, loss_cls: 3.3526, loss: 3.3526, grad_norm: 5.4021 2021-07-13 10:26:42,099 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 6:28:51, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5258, loss_cls: 3.2403, loss: 3.2403, grad_norm: 5.5293 2021-07-13 10:26:50,041 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 6:28:48, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.2281, top5_acc: 0.4805, loss_cls: 3.4108, loss: 3.4108, grad_norm: 5.3822 2021-07-13 10:26:57,281 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 6:28:37, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5211, loss_cls: 3.2841, loss: 3.2841, grad_norm: 5.4431 2021-07-13 10:27:04,725 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 6:28:28, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.2430, top5_acc: 0.4922, loss_cls: 3.3978, loss: 3.3978, grad_norm: 5.3533 2021-07-13 10:27:12,108 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 6:28:18, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5250, loss_cls: 3.2383, loss: 3.2383, grad_norm: 5.3884 2021-07-13 10:27:19,304 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 6:28:07, time: 0.361, data_time: 0.009, memory: 7066, top1_acc: 0.2484, top5_acc: 0.5031, loss_cls: 3.3078, loss: 3.3078, grad_norm: 5.3889 2021-07-13 10:27:27,182 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 6:28:02, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.2562, top5_acc: 0.4883, loss_cls: 3.3735, loss: 3.3735, grad_norm: 5.4607 2021-07-13 10:27:34,485 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 6:27:52, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5352, loss_cls: 3.2020, loss: 3.2020, grad_norm: 5.4735 2021-07-13 10:27:42,655 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 6:27:51, time: 0.409, data_time: 0.001, memory: 7066, top1_acc: 0.2453, top5_acc: 0.5023, loss_cls: 3.3405, loss: 3.3405, grad_norm: 5.6735 2021-07-13 10:27:49,769 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 6:27:38, time: 0.354, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.4898, loss_cls: 3.3670, loss: 3.3670, grad_norm: 5.0937 2021-07-13 10:27:57,529 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 6:27:33, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.2422, top5_acc: 0.5102, loss_cls: 3.3323, loss: 3.3323, grad_norm: 5.5036 2021-07-13 10:28:04,839 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 6:27:23, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.2492, top5_acc: 0.5031, loss_cls: 3.3146, loss: 3.3146, grad_norm: 5.2438 2021-07-13 10:28:11,940 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 6:27:10, time: 0.354, data_time: 0.001, memory: 7066, top1_acc: 0.2391, top5_acc: 0.5070, loss_cls: 3.3393, loss: 3.3393, grad_norm: 5.1912 2021-07-13 10:28:19,715 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 6:27:05, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.2562, top5_acc: 0.5125, loss_cls: 3.3395, loss: 3.3395, grad_norm: 5.2657 2021-07-13 10:28:27,113 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 6:26:56, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5156, loss_cls: 3.2456, loss: 3.2456, grad_norm: 5.4643 2021-07-13 10:28:34,351 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 6:26:44, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.2391, top5_acc: 0.4789, loss_cls: 3.4529, loss: 3.4529, grad_norm: 5.3828 2021-07-13 10:28:41,967 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 6:26:38, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.2508, top5_acc: 0.4898, loss_cls: 3.3989, loss: 3.3989, grad_norm: 5.0613 2021-07-13 10:28:49,648 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 6:26:31, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.2594, top5_acc: 0.4984, loss_cls: 3.2976, loss: 3.2976, grad_norm: 5.4484 2021-07-13 10:28:56,851 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 6:26:20, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.2539, top5_acc: 0.5125, loss_cls: 3.2919, loss: 3.2919, grad_norm: 5.3158 2021-07-13 10:29:04,185 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 6:26:10, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.2500, top5_acc: 0.5094, loss_cls: 3.2674, loss: 3.2674, grad_norm: 5.6017 2021-07-13 10:29:11,839 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 6:26:04, time: 0.384, data_time: 0.012, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5383, loss_cls: 3.2340, loss: 3.2340, grad_norm: 5.4165 2021-07-13 10:29:19,044 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 6:25:52, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5148, loss_cls: 3.2756, loss: 3.2756, grad_norm: 5.3539 2021-07-13 10:29:26,775 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 6:25:46, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.2609, top5_acc: 0.5227, loss_cls: 3.2844, loss: 3.2844, grad_norm: 5.1787 2021-07-13 10:29:33,976 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 6:25:35, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5102, loss_cls: 3.2933, loss: 3.2933, grad_norm: 5.4195 2021-07-13 10:29:41,493 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 6:25:27, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.2602, top5_acc: 0.5008, loss_cls: 3.3535, loss: 3.3535, grad_norm: 5.2420 2021-07-13 10:29:48,946 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 6:25:19, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5234, loss_cls: 3.2149, loss: 3.2149, grad_norm: 5.3036 2021-07-13 10:29:56,453 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 6:25:10, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.2414, top5_acc: 0.4930, loss_cls: 3.3769, loss: 3.3769, grad_norm: 5.1396 2021-07-13 10:30:03,878 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 6:25:01, time: 0.370, data_time: 0.019, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5297, loss_cls: 3.3062, loss: 3.3062, grad_norm: 5.5991 2021-07-13 10:30:11,783 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 6:24:57, time: 0.397, data_time: 0.037, memory: 7066, top1_acc: 0.2656, top5_acc: 0.5031, loss_cls: 3.3023, loss: 3.3023, grad_norm: 5.4594 2021-07-13 10:30:19,045 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 6:24:46, time: 0.361, data_time: 0.000, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5320, loss_cls: 3.2362, loss: 3.2362, grad_norm: 5.4152 2021-07-13 10:30:26,590 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 6:24:39, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5023, loss_cls: 3.2840, loss: 3.2840, grad_norm: 5.3805 2021-07-13 10:30:33,994 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 6:24:30, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.2383, top5_acc: 0.5086, loss_cls: 3.3402, loss: 3.3402, grad_norm: 5.8420 2021-07-13 10:30:41,425 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 6:24:21, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.2555, top5_acc: 0.5180, loss_cls: 3.2948, loss: 3.2948, grad_norm: 5.2723 2021-07-13 10:30:49,060 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 6:24:14, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.2266, top5_acc: 0.4781, loss_cls: 3.4208, loss: 3.4208, grad_norm: 5.4269 2021-07-13 10:30:56,563 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 6:24:06, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5563, loss_cls: 3.1464, loss: 3.1464, grad_norm: 5.3469 2021-07-13 10:31:03,890 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 6:23:56, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5023, loss_cls: 3.2906, loss: 3.2906, grad_norm: 5.5040 2021-07-13 10:31:11,894 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 6:23:53, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.2687, top5_acc: 0.5266, loss_cls: 3.2273, loss: 3.2273, grad_norm: 5.4024 2021-07-13 10:31:19,089 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 6:23:42, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5250, loss_cls: 3.2448, loss: 3.2448, grad_norm: 5.2757 2021-07-13 10:31:26,450 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 6:23:33, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5461, loss_cls: 3.1703, loss: 3.1703, grad_norm: 5.4546 2021-07-13 10:31:34,004 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 6:23:25, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.2750, top5_acc: 0.5312, loss_cls: 3.2244, loss: 3.2244, grad_norm: 5.2881 2021-07-13 10:31:41,580 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 6:23:17, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5094, loss_cls: 3.2302, loss: 3.2302, grad_norm: 5.2677 2021-07-13 10:31:49,221 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 6:23:11, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5266, loss_cls: 3.2475, loss: 3.2475, grad_norm: 5.2356 2021-07-13 10:31:56,553 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 6:23:01, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5586, loss_cls: 3.1201, loss: 3.1201, grad_norm: 5.5952 2021-07-13 10:32:03,781 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 6:22:49, time: 0.356, data_time: 0.002, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5461, loss_cls: 3.1863, loss: 3.1863, grad_norm: 5.7777 2021-07-13 10:32:10,990 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 6:22:40, time: 0.367, data_time: 0.008, memory: 7066, top1_acc: 0.2516, top5_acc: 0.5000, loss_cls: 3.3144, loss: 3.3144, grad_norm: 5.5286 2021-07-13 10:32:18,584 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 6:22:32, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.2484, top5_acc: 0.5188, loss_cls: 3.3308, loss: 3.3308, grad_norm: 5.4054 2021-07-13 10:32:25,987 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 6:22:23, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.2656, top5_acc: 0.5328, loss_cls: 3.2089, loss: 3.2089, grad_norm: 5.3645 2021-07-13 10:32:33,486 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 6:22:15, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5531, loss_cls: 3.2208, loss: 3.2208, grad_norm: 5.6799 2021-07-13 10:32:40,844 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 6:22:06, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.2555, top5_acc: 0.5344, loss_cls: 3.2325, loss: 3.2325, grad_norm: 5.3170 2021-07-13 10:32:48,304 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 6:21:57, time: 0.372, data_time: 0.003, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5180, loss_cls: 3.2317, loss: 3.2317, grad_norm: 5.4883 2021-07-13 10:32:55,782 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 6:21:49, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5344, loss_cls: 3.2345, loss: 3.2345, grad_norm: 5.5022 2021-07-13 10:33:02,943 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 6:21:38, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5203, loss_cls: 3.2294, loss: 3.2294, grad_norm: 5.3049 2021-07-13 10:33:10,716 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 6:21:32, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5242, loss_cls: 3.2627, loss: 3.2627, grad_norm: 5.6725 2021-07-13 10:33:18,317 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 6:21:25, time: 0.381, data_time: 0.005, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5320, loss_cls: 3.1933, loss: 3.1933, grad_norm: 5.4078 2021-07-13 10:33:25,970 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 6:21:19, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5289, loss_cls: 3.2252, loss: 3.2252, grad_norm: 5.3833 2021-07-13 10:33:32,930 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 6:21:06, time: 0.347, data_time: 0.000, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5430, loss_cls: 3.1846, loss: 3.1846, grad_norm: 5.2628 2021-07-13 10:33:40,062 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 6:20:54, time: 0.358, data_time: 0.002, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5117, loss_cls: 3.2341, loss: 3.2341, grad_norm: 5.3995 2021-07-13 10:33:41,281 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-07-13 10:33:52,853 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 6:21:01, time: 0.559, data_time: 0.160, memory: 7066, top1_acc: 0.2617, top5_acc: 0.5078, loss_cls: 3.2699, loss: 3.2699, grad_norm: 5.4019 2021-07-13 10:34:00,024 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 6:20:50, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5430, loss_cls: 3.1479, loss: 3.1479, grad_norm: 5.4359 2021-07-13 10:34:07,462 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 6:20:41, time: 0.372, data_time: 0.005, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5320, loss_cls: 3.2368, loss: 3.2368, grad_norm: 5.5426 2021-07-13 10:34:14,775 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 6:20:32, time: 0.367, data_time: 0.011, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5508, loss_cls: 3.1368, loss: 3.1368, grad_norm: 5.6571 2021-07-13 10:34:22,694 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 6:20:27, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5461, loss_cls: 3.1976, loss: 3.1976, grad_norm: 5.6768 2021-07-13 10:34:30,059 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 6:20:18, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5039, loss_cls: 3.2412, loss: 3.2412, grad_norm: 5.1916 2021-07-13 10:34:37,560 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 6:20:10, time: 0.375, data_time: 0.004, memory: 7066, top1_acc: 0.2797, top5_acc: 0.5344, loss_cls: 3.1907, loss: 3.1907, grad_norm: 5.5497 2021-07-13 10:34:45,578 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 6:20:06, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.2484, top5_acc: 0.5078, loss_cls: 3.3272, loss: 3.3272, grad_norm: 5.4391 2021-07-13 10:34:52,857 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 6:19:56, time: 0.365, data_time: 0.003, memory: 7066, top1_acc: 0.2625, top5_acc: 0.5273, loss_cls: 3.2052, loss: 3.2052, grad_norm: 5.6310 2021-07-13 10:35:00,107 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 6:19:46, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5422, loss_cls: 3.1325, loss: 3.1325, grad_norm: 5.6615 2021-07-13 10:35:07,788 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 6:19:40, time: 0.385, data_time: 0.004, memory: 7066, top1_acc: 0.2602, top5_acc: 0.5281, loss_cls: 3.2108, loss: 3.2108, grad_norm: 5.6586 2021-07-13 10:35:15,023 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 6:19:29, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.2656, top5_acc: 0.5367, loss_cls: 3.2076, loss: 3.2076, grad_norm: 5.1911 2021-07-13 10:35:22,492 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 6:19:21, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.2523, top5_acc: 0.5266, loss_cls: 3.2015, loss: 3.2015, grad_norm: 5.5313 2021-07-13 10:35:30,133 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 6:19:14, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5586, loss_cls: 3.1263, loss: 3.1263, grad_norm: 5.5344 2021-07-13 10:35:37,264 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 6:19:03, time: 0.357, data_time: 0.002, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5250, loss_cls: 3.2028, loss: 3.2028, grad_norm: 5.5889 2021-07-13 10:35:45,072 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 6:18:58, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5437, loss_cls: 3.1547, loss: 3.1547, grad_norm: 5.2684 2021-07-13 10:35:51,940 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 6:18:44, time: 0.344, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5469, loss_cls: 3.0879, loss: 3.0879, grad_norm: 5.7040 2021-07-13 10:35:59,749 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 6:18:39, time: 0.390, data_time: 0.013, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5445, loss_cls: 3.2185, loss: 3.2185, grad_norm: 5.5279 2021-07-13 10:36:07,076 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 6:18:29, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.2492, top5_acc: 0.5297, loss_cls: 3.2512, loss: 3.2512, grad_norm: 5.2829 2021-07-13 10:36:14,676 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 6:18:22, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5617, loss_cls: 3.1164, loss: 3.1164, grad_norm: 5.5239 2021-07-13 10:36:22,069 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 6:18:13, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.2797, top5_acc: 0.5469, loss_cls: 3.1767, loss: 3.1767, grad_norm: 5.4127 2021-07-13 10:36:29,265 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 6:18:03, time: 0.360, data_time: 0.021, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5297, loss_cls: 3.2162, loss: 3.2162, grad_norm: 5.4464 2021-07-13 10:36:36,567 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 6:17:53, time: 0.364, data_time: 0.000, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5375, loss_cls: 3.2026, loss: 3.2026, grad_norm: 5.3724 2021-07-13 10:36:44,207 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 6:17:46, time: 0.382, data_time: 0.003, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5594, loss_cls: 3.1088, loss: 3.1088, grad_norm: 5.6002 2021-07-13 10:36:51,862 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 6:17:40, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5320, loss_cls: 3.1296, loss: 3.1296, grad_norm: 5.5318 2021-07-13 10:36:59,270 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 6:17:31, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5617, loss_cls: 3.1466, loss: 3.1466, grad_norm: 5.7025 2021-07-13 10:37:06,452 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 6:17:21, time: 0.359, data_time: 0.005, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5523, loss_cls: 3.1257, loss: 3.1257, grad_norm: 5.1462 2021-07-13 10:37:14,100 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 6:17:14, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.2719, top5_acc: 0.5297, loss_cls: 3.1952, loss: 3.1952, grad_norm: 5.3160 2021-07-13 10:37:21,375 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 6:17:04, time: 0.363, data_time: 0.000, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5555, loss_cls: 3.0706, loss: 3.0706, grad_norm: 5.5453 2021-07-13 10:37:28,836 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 6:16:56, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.2687, top5_acc: 0.5016, loss_cls: 3.2546, loss: 3.2546, grad_norm: 5.4692 2021-07-13 10:37:36,617 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 6:16:50, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5359, loss_cls: 3.1350, loss: 3.1350, grad_norm: 5.7283 2021-07-13 10:37:43,725 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 6:16:39, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5445, loss_cls: 3.1383, loss: 3.1383, grad_norm: 5.4440 2021-07-13 10:37:51,436 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 6:16:33, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.2687, top5_acc: 0.5211, loss_cls: 3.2162, loss: 3.2162, grad_norm: 5.4301 2021-07-13 10:37:58,844 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 6:16:24, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5805, loss_cls: 3.0089, loss: 3.0089, grad_norm: 5.5511 2021-07-13 10:38:06,033 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 6:16:14, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5563, loss_cls: 3.1029, loss: 3.1029, grad_norm: 5.8026 2021-07-13 10:38:14,037 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 6:16:10, time: 0.400, data_time: 0.000, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5469, loss_cls: 3.1717, loss: 3.1717, grad_norm: 5.5439 2021-07-13 10:38:21,503 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 6:16:02, time: 0.374, data_time: 0.028, memory: 7066, top1_acc: 0.2687, top5_acc: 0.5297, loss_cls: 3.2354, loss: 3.2354, grad_norm: 5.2509 2021-07-13 10:38:28,552 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 6:15:50, time: 0.352, data_time: 0.000, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5602, loss_cls: 3.1756, loss: 3.1756, grad_norm: 5.4852 2021-07-13 10:38:36,116 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 6:15:42, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5586, loss_cls: 3.1040, loss: 3.1040, grad_norm: 5.4884 2021-07-13 10:38:43,112 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 6:15:30, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5430, loss_cls: 3.1708, loss: 3.1708, grad_norm: 5.4327 2021-07-13 10:38:51,052 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 6:15:26, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5633, loss_cls: 3.1075, loss: 3.1075, grad_norm: 5.4884 2021-07-13 10:38:58,319 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 6:15:16, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5437, loss_cls: 3.1778, loss: 3.1778, grad_norm: 5.5365 2021-07-13 10:39:05,506 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 6:15:06, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5398, loss_cls: 3.1673, loss: 3.1673, grad_norm: 5.5246 2021-07-13 10:39:12,982 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 6:14:58, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5422, loss_cls: 3.1464, loss: 3.1464, grad_norm: 5.3940 2021-07-13 10:39:20,223 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 6:14:48, time: 0.361, data_time: 0.000, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5727, loss_cls: 3.0547, loss: 3.0547, grad_norm: 5.4183 2021-07-13 10:39:27,741 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 6:14:40, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5492, loss_cls: 3.1160, loss: 3.1160, grad_norm: 5.5023 2021-07-13 10:39:35,315 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 6:14:33, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.1180, loss: 3.1180, grad_norm: 5.6285 2021-07-13 10:39:42,515 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 6:14:23, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5578, loss_cls: 3.1154, loss: 3.1154, grad_norm: 5.6276 2021-07-13 10:39:50,080 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 6:14:16, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5477, loss_cls: 3.1220, loss: 3.1220, grad_norm: 5.6777 2021-07-13 10:39:57,616 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 6:14:08, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.2836, top5_acc: 0.5430, loss_cls: 3.1778, loss: 3.1778, grad_norm: 5.6392 2021-07-13 10:40:04,748 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 6:13:57, time: 0.356, data_time: 0.016, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5453, loss_cls: 3.1251, loss: 3.1251, grad_norm: 5.5374 2021-07-13 10:40:12,366 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 6:13:49, time: 0.376, data_time: 0.017, memory: 7066, top1_acc: 0.2789, top5_acc: 0.5352, loss_cls: 3.1989, loss: 3.1989, grad_norm: 5.4218 2021-07-13 10:40:19,698 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 6:13:41, time: 0.371, data_time: 0.015, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5453, loss_cls: 3.1937, loss: 3.1937, grad_norm: 5.6534 2021-07-13 10:40:27,474 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 6:13:35, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5555, loss_cls: 3.1381, loss: 3.1381, grad_norm: 5.5476 2021-07-13 10:40:34,758 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 6:13:26, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5648, loss_cls: 3.0895, loss: 3.0895, grad_norm: 5.4654 2021-07-13 10:40:42,269 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 6:13:18, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5477, loss_cls: 3.0974, loss: 3.0974, grad_norm: 5.5927 2021-07-13 10:40:50,240 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 6:13:14, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5641, loss_cls: 3.1189, loss: 3.1189, grad_norm: 5.6190 2021-07-13 10:40:57,910 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 6:13:07, time: 0.385, data_time: 0.030, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5477, loss_cls: 3.1106, loss: 3.1106, grad_norm: 5.3611 2021-07-13 10:41:04,993 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 6:12:56, time: 0.354, data_time: 0.000, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5641, loss_cls: 3.0720, loss: 3.0720, grad_norm: 5.3517 2021-07-13 10:41:12,538 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 6:12:49, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5719, loss_cls: 3.0237, loss: 3.0237, grad_norm: 5.6044 2021-07-13 10:41:20,207 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 6:12:42, time: 0.383, data_time: 0.000, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5500, loss_cls: 3.1005, loss: 3.1005, grad_norm: 5.5112 2021-07-13 10:41:27,461 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 6:12:32, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5844, loss_cls: 3.0708, loss: 3.0708, grad_norm: 5.6047 2021-07-13 10:41:34,826 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 6:12:24, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5437, loss_cls: 3.1465, loss: 3.1465, grad_norm: 5.4549 2021-07-13 10:41:42,268 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 6:12:15, time: 0.373, data_time: 0.009, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5586, loss_cls: 3.1258, loss: 3.1258, grad_norm: 5.6589 2021-07-13 10:41:49,500 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 6:12:06, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5633, loss_cls: 3.1045, loss: 3.1045, grad_norm: 5.5701 2021-07-13 10:41:57,016 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 6:11:58, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5437, loss_cls: 3.0927, loss: 3.0927, grad_norm: 5.5284 2021-07-13 10:42:04,287 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 6:11:48, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5727, loss_cls: 3.0339, loss: 3.0339, grad_norm: 5.4960 2021-07-13 10:42:05,499 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-07-13 10:43:03,263 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 10:43:03,418 - mmaction - INFO - top1_acc 0.2391 top5_acc 0.5345 2021-07-13 10:43:03,418 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 10:43:03,428 - mmaction - INFO - mean_acc 0.2160 2021-07-13 10:43:03,811 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-07-13 10:43:03,811 - mmaction - INFO - Best top1_acc is 0.2391 at 6 epoch. 2021-07-13 10:43:03,815 - mmaction - INFO - Epoch(val) [6][181] top1_acc: 0.2391, top5_acc: 0.5345, mean_class_accuracy: 0.2160 2021-07-13 10:43:15,239 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 6:11:53, time: 0.571, data_time: 0.159, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5727, loss_cls: 3.0285, loss: 3.0285, grad_norm: 5.5826 2021-07-13 10:43:22,342 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 6:11:43, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5719, loss_cls: 3.0185, loss: 3.0185, grad_norm: 5.7346 2021-07-13 10:43:29,651 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 6:11:33, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5664, loss_cls: 3.1168, loss: 3.1168, grad_norm: 5.7823 2021-07-13 10:43:36,634 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 6:11:22, time: 0.348, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5727, loss_cls: 3.0017, loss: 3.0017, grad_norm: 5.5233 2021-07-13 10:43:44,027 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 6:11:13, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5844, loss_cls: 3.0157, loss: 3.0157, grad_norm: 5.5288 2021-07-13 10:43:51,578 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 6:11:06, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5523, loss_cls: 3.1142, loss: 3.1142, grad_norm: 5.6198 2021-07-13 10:43:59,207 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 6:10:59, time: 0.383, data_time: 0.003, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5781, loss_cls: 3.0391, loss: 3.0391, grad_norm: 5.8316 2021-07-13 10:44:06,633 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 6:10:50, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5516, loss_cls: 3.1140, loss: 3.1140, grad_norm: 5.7656 2021-07-13 10:44:14,428 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 6:10:45, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5586, loss_cls: 3.0460, loss: 3.0460, grad_norm: 5.6350 2021-07-13 10:44:21,913 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 6:10:37, time: 0.375, data_time: 0.003, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5594, loss_cls: 3.1055, loss: 3.1055, grad_norm: 5.6473 2021-07-13 10:44:29,634 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 6:10:31, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5711, loss_cls: 3.0248, loss: 3.0248, grad_norm: 5.5686 2021-07-13 10:44:37,200 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 6:10:23, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5336, loss_cls: 3.2180, loss: 3.2180, grad_norm: 5.5645 2021-07-13 10:44:44,597 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 6:10:15, time: 0.371, data_time: 0.005, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5672, loss_cls: 2.9924, loss: 2.9924, grad_norm: 5.6465 2021-07-13 10:44:52,403 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 6:10:09, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5898, loss_cls: 2.9890, loss: 2.9890, grad_norm: 5.5865 2021-07-13 10:44:59,567 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 6:09:59, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5695, loss_cls: 3.0401, loss: 3.0401, grad_norm: 5.5289 2021-07-13 10:45:06,844 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 6:09:49, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5414, loss_cls: 3.1465, loss: 3.1465, grad_norm: 5.7462 2021-07-13 10:45:14,129 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 6:09:40, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5492, loss_cls: 3.0803, loss: 3.0803, grad_norm: 5.5662 2021-07-13 10:45:22,032 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 6:09:35, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5469, loss_cls: 3.1132, loss: 3.1132, grad_norm: 5.5939 2021-07-13 10:45:29,369 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 6:09:26, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5672, loss_cls: 3.0314, loss: 3.0314, grad_norm: 5.5723 2021-07-13 10:45:37,385 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 6:09:22, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5750, loss_cls: 3.0096, loss: 3.0096, grad_norm: 5.5717 2021-07-13 10:45:44,648 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 6:09:12, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5422, loss_cls: 3.1198, loss: 3.1198, grad_norm: 5.3838 2021-07-13 10:45:51,928 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 6:09:03, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5602, loss_cls: 3.0562, loss: 3.0562, grad_norm: 5.5346 2021-07-13 10:45:59,261 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 6:08:54, time: 0.369, data_time: 0.008, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5852, loss_cls: 3.0434, loss: 3.0434, grad_norm: 5.6992 2021-07-13 10:46:06,477 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 6:08:44, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5570, loss_cls: 3.0786, loss: 3.0786, grad_norm: 5.7106 2021-07-13 10:46:14,106 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 6:08:37, time: 0.382, data_time: 0.003, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5695, loss_cls: 3.0429, loss: 3.0429, grad_norm: 5.6261 2021-07-13 10:46:21,494 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 6:08:29, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6016, loss_cls: 2.9083, loss: 2.9083, grad_norm: 5.5490 2021-07-13 10:46:28,626 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 6:08:18, time: 0.357, data_time: 0.002, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5789, loss_cls: 2.9985, loss: 2.9985, grad_norm: 5.6238 2021-07-13 10:46:36,049 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 6:08:10, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5695, loss_cls: 3.0646, loss: 3.0646, grad_norm: 5.5735 2021-07-13 10:46:43,459 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 6:08:02, time: 0.371, data_time: 0.005, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5570, loss_cls: 3.0650, loss: 3.0650, grad_norm: 5.4438 2021-07-13 10:46:51,016 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 6:07:54, time: 0.377, data_time: 0.018, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5727, loss_cls: 3.0179, loss: 3.0179, grad_norm: 5.6981 2021-07-13 10:46:58,658 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 6:07:48, time: 0.383, data_time: 0.008, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5922, loss_cls: 3.0191, loss: 3.0191, grad_norm: 5.5422 2021-07-13 10:47:05,964 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 6:07:38, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5836, loss_cls: 3.0008, loss: 3.0008, grad_norm: 5.3668 2021-07-13 10:47:13,224 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 6:07:29, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5734, loss_cls: 2.9595, loss: 2.9595, grad_norm: 5.6832 2021-07-13 10:47:20,738 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 6:07:21, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.2781, top5_acc: 0.5664, loss_cls: 3.0838, loss: 3.0838, grad_norm: 5.8693 2021-07-13 10:47:28,314 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 6:07:14, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5500, loss_cls: 3.0911, loss: 3.0911, grad_norm: 5.6035 2021-07-13 10:47:35,270 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 6:07:03, time: 0.349, data_time: 0.003, memory: 7066, top1_acc: 0.3187, top5_acc: 0.6008, loss_cls: 2.9284, loss: 2.9284, grad_norm: 5.7352 2021-07-13 10:47:43,456 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 6:07:00, time: 0.409, data_time: 0.000, memory: 7066, top1_acc: 0.2938, top5_acc: 0.5648, loss_cls: 3.0559, loss: 3.0559, grad_norm: 5.5771 2021-07-13 10:47:50,625 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 6:06:50, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5602, loss_cls: 3.0448, loss: 3.0448, grad_norm: 5.3041 2021-07-13 10:47:58,406 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 6:06:44, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5883, loss_cls: 2.9597, loss: 2.9597, grad_norm: 5.7069 2021-07-13 10:48:06,133 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 6:06:37, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5813, loss_cls: 3.0309, loss: 3.0309, grad_norm: 5.5431 2021-07-13 10:48:13,630 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 6:06:30, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5883, loss_cls: 2.9435, loss: 2.9435, grad_norm: 5.6677 2021-07-13 10:48:21,347 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 6:06:23, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5766, loss_cls: 3.0393, loss: 3.0393, grad_norm: 5.7911 2021-07-13 10:48:28,529 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 6:06:13, time: 0.359, data_time: 0.005, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5516, loss_cls: 3.0945, loss: 3.0945, grad_norm: 5.4584 2021-07-13 10:48:35,926 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 6:06:05, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5781, loss_cls: 2.9868, loss: 2.9868, grad_norm: 5.6317 2021-07-13 10:48:43,267 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 6:05:56, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5711, loss_cls: 3.0616, loss: 3.0616, grad_norm: 5.4865 2021-07-13 10:48:50,897 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 6:05:49, time: 0.382, data_time: 0.003, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5672, loss_cls: 3.0563, loss: 3.0563, grad_norm: 5.5634 2021-07-13 10:48:58,448 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 6:05:42, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5875, loss_cls: 2.8888, loss: 2.8888, grad_norm: 5.7032 2021-07-13 10:49:06,208 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 6:05:36, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5742, loss_cls: 3.0040, loss: 3.0040, grad_norm: 5.6671 2021-07-13 10:49:13,398 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 6:05:26, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.3289, top5_acc: 0.5875, loss_cls: 2.9635, loss: 2.9635, grad_norm: 5.6364 2021-07-13 10:49:20,889 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 6:05:18, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5875, loss_cls: 2.9598, loss: 2.9598, grad_norm: 5.7819 2021-07-13 10:49:28,220 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 6:05:08, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5547, loss_cls: 3.0774, loss: 3.0774, grad_norm: 5.6097 2021-07-13 10:49:35,557 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 6:05:01, time: 0.373, data_time: 0.007, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5656, loss_cls: 3.0392, loss: 3.0392, grad_norm: 5.6131 2021-07-13 10:49:42,535 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 6:04:49, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5742, loss_cls: 3.0117, loss: 3.0117, grad_norm: 5.4058 2021-07-13 10:49:50,458 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 6:04:44, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5695, loss_cls: 2.9724, loss: 2.9724, grad_norm: 5.7248 2021-07-13 10:49:57,543 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 6:04:34, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5586, loss_cls: 3.0379, loss: 3.0379, grad_norm: 5.4663 2021-07-13 10:50:05,261 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 6:04:28, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5656, loss_cls: 3.0865, loss: 3.0865, grad_norm: 5.6142 2021-07-13 10:50:12,748 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 6:04:20, time: 0.375, data_time: 0.015, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5891, loss_cls: 3.0004, loss: 3.0004, grad_norm: 5.6752 2021-07-13 10:50:20,251 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 6:04:12, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5859, loss_cls: 2.9793, loss: 2.9793, grad_norm: 5.7159 2021-07-13 10:50:27,472 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 6:04:03, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5781, loss_cls: 2.9641, loss: 2.9641, grad_norm: 5.6229 2021-07-13 10:50:34,869 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 6:03:54, time: 0.369, data_time: 0.003, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5727, loss_cls: 2.9722, loss: 2.9722, grad_norm: 5.6982 2021-07-13 10:50:42,377 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 6:03:46, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5500, loss_cls: 3.0625, loss: 3.0625, grad_norm: 5.5373 2021-07-13 10:50:49,870 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 6:03:39, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5719, loss_cls: 3.0091, loss: 3.0091, grad_norm: 5.4688 2021-07-13 10:50:57,062 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 6:03:29, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5586, loss_cls: 3.0483, loss: 3.0483, grad_norm: 5.5164 2021-07-13 10:51:04,227 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 6:03:19, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5609, loss_cls: 3.0474, loss: 3.0474, grad_norm: 5.4650 2021-07-13 10:51:11,596 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 6:03:11, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5875, loss_cls: 2.9385, loss: 2.9385, grad_norm: 5.7459 2021-07-13 10:51:19,298 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 6:03:04, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5508, loss_cls: 3.0986, loss: 3.0986, grad_norm: 5.3988 2021-07-13 10:51:26,296 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 6:02:54, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5742, loss_cls: 3.0237, loss: 3.0237, grad_norm: 5.4945 2021-07-13 10:51:27,510 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-07-13 10:51:38,702 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 6:02:53, time: 0.541, data_time: 0.169, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5570, loss_cls: 3.0781, loss: 3.0781, grad_norm: 5.5796 2021-07-13 10:51:46,285 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 6:02:46, time: 0.379, data_time: 0.019, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6055, loss_cls: 2.9497, loss: 2.9497, grad_norm: 5.8883 2021-07-13 10:51:53,445 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 6:02:36, time: 0.358, data_time: 0.004, memory: 7066, top1_acc: 0.3258, top5_acc: 0.5734, loss_cls: 2.9940, loss: 2.9940, grad_norm: 5.5126 2021-07-13 10:52:01,210 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 6:02:30, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5523, loss_cls: 3.0400, loss: 3.0400, grad_norm: 5.5245 2021-07-13 10:52:08,486 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 6:02:21, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.3219, top5_acc: 0.5836, loss_cls: 2.9373, loss: 2.9373, grad_norm: 5.3927 2021-07-13 10:52:15,997 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 6:02:13, time: 0.375, data_time: 0.013, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5992, loss_cls: 2.9264, loss: 2.9264, grad_norm: 5.8081 2021-07-13 10:52:23,091 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 6:02:02, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5867, loss_cls: 2.9893, loss: 2.9893, grad_norm: 5.6208 2021-07-13 10:52:30,750 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 6:01:56, time: 0.386, data_time: 0.004, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6000, loss_cls: 2.8978, loss: 2.8978, grad_norm: 5.6675 2021-07-13 10:52:38,012 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 6:01:47, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5781, loss_cls: 2.9604, loss: 2.9604, grad_norm: 5.6166 2021-07-13 10:52:45,918 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 6:01:42, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.6016, loss_cls: 2.9141, loss: 2.9141, grad_norm: 5.7885 2021-07-13 10:52:53,083 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 6:01:32, time: 0.358, data_time: 0.009, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5828, loss_cls: 2.9848, loss: 2.9848, grad_norm: 5.3960 2021-07-13 10:53:00,249 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 6:01:22, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5984, loss_cls: 2.9328, loss: 2.9328, grad_norm: 5.6106 2021-07-13 10:53:08,101 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 6:01:17, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5883, loss_cls: 2.9429, loss: 2.9429, grad_norm: 5.8223 2021-07-13 10:53:14,998 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 6:01:05, time: 0.344, data_time: 0.002, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6016, loss_cls: 2.9273, loss: 2.9273, grad_norm: 5.6347 2021-07-13 10:53:22,676 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 6:00:59, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.3359, top5_acc: 0.5930, loss_cls: 2.9147, loss: 2.9147, grad_norm: 5.6561 2021-07-13 10:53:30,005 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 6:00:50, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5969, loss_cls: 2.8965, loss: 2.8965, grad_norm: 5.6150 2021-07-13 10:53:37,413 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 6:00:42, time: 0.370, data_time: 0.005, memory: 7066, top1_acc: 0.3375, top5_acc: 0.5922, loss_cls: 2.9327, loss: 2.9327, grad_norm: 5.7408 2021-07-13 10:53:45,295 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 6:00:36, time: 0.394, data_time: 0.059, memory: 7066, top1_acc: 0.3219, top5_acc: 0.6000, loss_cls: 2.9110, loss: 2.9110, grad_norm: 5.6802 2021-07-13 10:53:52,747 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 6:00:28, time: 0.372, data_time: 0.031, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5992, loss_cls: 2.9562, loss: 2.9562, grad_norm: 5.6951 2021-07-13 10:54:00,112 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 6:00:20, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5828, loss_cls: 2.9181, loss: 2.9181, grad_norm: 5.5894 2021-07-13 10:54:07,261 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 6:00:10, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5719, loss_cls: 2.9483, loss: 2.9483, grad_norm: 5.6218 2021-07-13 10:54:14,985 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 6:00:04, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5906, loss_cls: 2.9038, loss: 2.9038, grad_norm: 5.7082 2021-07-13 10:54:21,783 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 5:59:52, time: 0.340, data_time: 0.001, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5750, loss_cls: 2.9308, loss: 2.9308, grad_norm: 5.5468 2021-07-13 10:54:29,309 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 5:59:44, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5867, loss_cls: 2.9564, loss: 2.9564, grad_norm: 5.8602 2021-07-13 10:54:36,802 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 5:59:36, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5797, loss_cls: 2.9743, loss: 2.9743, grad_norm: 5.6599 2021-07-13 10:54:44,278 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 5:59:29, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5734, loss_cls: 2.9819, loss: 2.9819, grad_norm: 5.4915 2021-07-13 10:54:51,307 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 5:59:18, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5805, loss_cls: 2.9663, loss: 2.9663, grad_norm: 5.5936 2021-07-13 10:54:58,611 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 5:59:09, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6242, loss_cls: 2.7918, loss: 2.7918, grad_norm: 5.8083 2021-07-13 10:55:06,092 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 5:59:02, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5414, loss_cls: 3.0698, loss: 3.0698, grad_norm: 5.7156 2021-07-13 10:55:13,898 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 5:58:56, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5734, loss_cls: 3.0085, loss: 3.0085, grad_norm: 5.4770 2021-07-13 10:55:20,995 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 5:58:46, time: 0.354, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5758, loss_cls: 2.9791, loss: 2.9791, grad_norm: 5.5035 2021-07-13 10:55:28,731 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 5:58:40, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.3266, top5_acc: 0.5953, loss_cls: 2.8805, loss: 2.8805, grad_norm: 5.7033 2021-07-13 10:55:35,925 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 5:58:30, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5734, loss_cls: 3.0044, loss: 3.0044, grad_norm: 5.4879 2021-07-13 10:55:43,616 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 5:58:24, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5805, loss_cls: 2.9680, loss: 2.9680, grad_norm: 5.4693 2021-07-13 10:55:50,640 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 5:58:13, time: 0.351, data_time: 0.005, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5797, loss_cls: 3.0273, loss: 3.0273, grad_norm: 5.6540 2021-07-13 10:55:58,248 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 5:58:06, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5820, loss_cls: 2.9822, loss: 2.9822, grad_norm: 5.6344 2021-07-13 10:56:05,704 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 5:57:58, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6172, loss_cls: 2.8244, loss: 2.8244, grad_norm: 5.5272 2021-07-13 10:56:12,941 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 5:57:49, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6008, loss_cls: 2.8840, loss: 2.8840, grad_norm: 5.8130 2021-07-13 10:56:20,117 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 5:57:40, time: 0.359, data_time: 0.006, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6062, loss_cls: 2.8447, loss: 2.8447, grad_norm: 5.7724 2021-07-13 10:56:27,772 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 5:57:33, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6078, loss_cls: 2.8493, loss: 2.8493, grad_norm: 5.6871 2021-07-13 10:56:34,893 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 5:57:23, time: 0.356, data_time: 0.000, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5703, loss_cls: 3.0162, loss: 3.0162, grad_norm: 5.8173 2021-07-13 10:56:42,300 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 5:57:15, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5953, loss_cls: 2.9538, loss: 2.9538, grad_norm: 5.4616 2021-07-13 10:56:49,797 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 5:57:07, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5875, loss_cls: 2.9594, loss: 2.9594, grad_norm: 5.6580 2021-07-13 10:56:57,287 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 5:57:00, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6102, loss_cls: 2.8867, loss: 2.8867, grad_norm: 5.5632 2021-07-13 10:57:04,689 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 5:56:51, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3195, top5_acc: 0.5945, loss_cls: 2.9193, loss: 2.9193, grad_norm: 5.6533 2021-07-13 10:57:11,658 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 5:56:41, time: 0.347, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5805, loss_cls: 2.9737, loss: 2.9737, grad_norm: 5.6351 2021-07-13 10:57:19,514 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 5:56:35, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5930, loss_cls: 2.9650, loss: 2.9650, grad_norm: 5.6228 2021-07-13 10:57:26,521 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 5:56:25, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.5992, loss_cls: 2.8902, loss: 2.8902, grad_norm: 5.5335 2021-07-13 10:57:33,809 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 5:56:16, time: 0.363, data_time: 0.023, memory: 7066, top1_acc: 0.3281, top5_acc: 0.5750, loss_cls: 2.9831, loss: 2.9831, grad_norm: 5.6199 2021-07-13 10:57:41,607 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 5:56:10, time: 0.391, data_time: 0.025, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5859, loss_cls: 2.9542, loss: 2.9542, grad_norm: 5.5826 2021-07-13 10:57:48,929 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 5:56:01, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.5820, loss_cls: 2.8981, loss: 2.8981, grad_norm: 5.5537 2021-07-13 10:57:56,683 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 5:55:55, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5766, loss_cls: 2.9599, loss: 2.9599, grad_norm: 5.6061 2021-07-13 10:58:03,856 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 5:55:46, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5883, loss_cls: 2.9586, loss: 2.9586, grad_norm: 5.4596 2021-07-13 10:58:11,430 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 5:55:38, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6023, loss_cls: 2.8926, loss: 2.8926, grad_norm: 5.9196 2021-07-13 10:58:18,956 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 5:55:31, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5984, loss_cls: 2.8853, loss: 2.8853, grad_norm: 5.5967 2021-07-13 10:58:26,263 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 5:55:22, time: 0.367, data_time: 0.014, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6039, loss_cls: 2.9097, loss: 2.9097, grad_norm: 5.5817 2021-07-13 10:58:33,430 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 5:55:13, time: 0.357, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6086, loss_cls: 2.8622, loss: 2.8622, grad_norm: 5.5241 2021-07-13 10:58:41,402 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 5:55:08, time: 0.400, data_time: 0.003, memory: 7066, top1_acc: 0.3352, top5_acc: 0.5961, loss_cls: 2.9333, loss: 2.9333, grad_norm: 5.8847 2021-07-13 10:58:48,362 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 5:54:57, time: 0.348, data_time: 0.000, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5828, loss_cls: 2.9020, loss: 2.9020, grad_norm: 5.7071 2021-07-13 10:58:55,883 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 5:54:50, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.3305, top5_acc: 0.5891, loss_cls: 2.8701, loss: 2.8701, grad_norm: 5.7745 2021-07-13 10:59:03,221 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 5:54:41, time: 0.366, data_time: 0.020, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6172, loss_cls: 2.8760, loss: 2.8760, grad_norm: 5.7769 2021-07-13 10:59:10,551 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 5:54:33, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3430, top5_acc: 0.5922, loss_cls: 2.8801, loss: 2.8801, grad_norm: 5.6087 2021-07-13 10:59:18,335 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 5:54:27, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5969, loss_cls: 2.9179, loss: 2.9179, grad_norm: 5.7863 2021-07-13 10:59:25,266 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 5:54:16, time: 0.347, data_time: 0.002, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5766, loss_cls: 2.9730, loss: 2.9730, grad_norm: 5.8438 2021-07-13 10:59:32,843 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 5:54:09, time: 0.378, data_time: 0.030, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5789, loss_cls: 2.9689, loss: 2.9689, grad_norm: 5.7550 2021-07-13 10:59:40,300 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 5:54:01, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5898, loss_cls: 2.9387, loss: 2.9387, grad_norm: 5.5120 2021-07-13 10:59:47,554 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 5:53:52, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5758, loss_cls: 2.9690, loss: 2.9690, grad_norm: 5.4000 2021-07-13 10:59:48,767 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-07-13 11:00:46,904 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 11:00:47,054 - mmaction - INFO - top1_acc 0.2908 top5_acc 0.5810 2021-07-13 11:00:47,054 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 11:00:47,063 - mmaction - INFO - mean_acc 0.2612 2021-07-13 11:00:47,379 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-07-13 11:00:47,380 - mmaction - INFO - Best top1_acc is 0.2908 at 8 epoch. 2021-07-13 11:00:47,383 - mmaction - INFO - Epoch(val) [8][181] top1_acc: 0.2908, top5_acc: 0.5810, mean_class_accuracy: 0.2612 2021-07-13 11:00:58,815 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 5:53:53, time: 0.571, data_time: 0.203, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5516, loss_cls: 3.0086, loss: 3.0086, grad_norm: 5.7435 2021-07-13 11:01:05,829 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 5:53:43, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.3289, top5_acc: 0.5813, loss_cls: 2.9377, loss: 2.9377, grad_norm: 5.6916 2021-07-13 11:01:13,893 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 5:53:39, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6016, loss_cls: 2.8746, loss: 2.8746, grad_norm: 6.1218 2021-07-13 11:01:21,041 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 5:53:29, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.3453, top5_acc: 0.5836, loss_cls: 2.8889, loss: 2.8889, grad_norm: 5.8897 2021-07-13 11:01:28,578 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 5:53:22, time: 0.377, data_time: 0.000, memory: 7066, top1_acc: 0.3063, top5_acc: 0.6055, loss_cls: 2.9079, loss: 2.9079, grad_norm: 5.8259 2021-07-13 11:01:35,898 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 5:53:13, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6195, loss_cls: 2.7937, loss: 2.7937, grad_norm: 5.7421 2021-07-13 11:01:43,348 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 5:53:05, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5844, loss_cls: 3.0105, loss: 3.0105, grad_norm: 5.5281 2021-07-13 11:01:50,614 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 5:52:56, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.9090, loss: 2.9090, grad_norm: 5.7399 2021-07-13 11:01:58,292 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 5:52:50, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6133, loss_cls: 2.8913, loss: 2.8913, grad_norm: 5.7926 2021-07-13 11:02:06,031 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 5:52:43, time: 0.387, data_time: 0.003, memory: 7066, top1_acc: 0.3070, top5_acc: 0.6062, loss_cls: 2.9044, loss: 2.9044, grad_norm: 5.7532 2021-07-13 11:02:13,527 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 5:52:36, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3250, top5_acc: 0.5922, loss_cls: 2.9299, loss: 2.9299, grad_norm: 5.7516 2021-07-13 11:02:20,960 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 5:52:28, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6109, loss_cls: 2.8021, loss: 2.8021, grad_norm: 5.8812 2021-07-13 11:02:28,370 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 5:52:20, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6258, loss_cls: 2.7788, loss: 2.7788, grad_norm: 5.7686 2021-07-13 11:02:35,910 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 5:52:12, time: 0.378, data_time: 0.008, memory: 7066, top1_acc: 0.3289, top5_acc: 0.5875, loss_cls: 2.9042, loss: 2.9042, grad_norm: 5.7694 2021-07-13 11:02:43,313 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 5:52:04, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5961, loss_cls: 2.9328, loss: 2.9328, grad_norm: 5.4966 2021-07-13 11:02:51,015 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 5:51:58, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6156, loss_cls: 2.8545, loss: 2.8545, grad_norm: 5.7986 2021-07-13 11:02:58,661 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 5:51:51, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.5930, loss_cls: 2.8962, loss: 2.8962, grad_norm: 5.7879 2021-07-13 11:03:06,388 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 5:51:44, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5859, loss_cls: 2.9210, loss: 2.9210, grad_norm: 5.6822 2021-07-13 11:03:13,645 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 5:51:35, time: 0.363, data_time: 0.006, memory: 7066, top1_acc: 0.3453, top5_acc: 0.5992, loss_cls: 2.8525, loss: 2.8525, grad_norm: 5.7738 2021-07-13 11:03:21,326 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 5:51:29, time: 0.384, data_time: 0.040, memory: 7066, top1_acc: 0.3477, top5_acc: 0.5914, loss_cls: 2.8996, loss: 2.8996, grad_norm: 5.4908 2021-07-13 11:03:28,661 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 5:51:20, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6039, loss_cls: 2.8271, loss: 2.8271, grad_norm: 5.7668 2021-07-13 11:03:36,465 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 5:51:14, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6000, loss_cls: 2.8540, loss: 2.8540, grad_norm: 6.0268 2021-07-13 11:03:43,864 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 5:51:06, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5891, loss_cls: 2.9067, loss: 2.9067, grad_norm: 5.7522 2021-07-13 11:03:51,901 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 5:51:01, time: 0.402, data_time: 0.031, memory: 7066, top1_acc: 0.3086, top5_acc: 0.5875, loss_cls: 2.9880, loss: 2.9880, grad_norm: 5.6741 2021-07-13 11:03:59,008 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 5:50:51, time: 0.354, data_time: 0.000, memory: 7066, top1_acc: 0.3172, top5_acc: 0.5883, loss_cls: 2.9503, loss: 2.9503, grad_norm: 5.5751 2021-07-13 11:04:06,541 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 5:50:44, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6195, loss_cls: 2.8414, loss: 2.8414, grad_norm: 5.7361 2021-07-13 11:04:13,699 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 5:50:35, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5922, loss_cls: 2.9616, loss: 2.9616, grad_norm: 5.7721 2021-07-13 11:04:21,502 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 5:50:29, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.3328, top5_acc: 0.6086, loss_cls: 2.8448, loss: 2.8448, grad_norm: 5.6375 2021-07-13 11:04:29,194 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 5:50:22, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3195, top5_acc: 0.5969, loss_cls: 2.8923, loss: 2.8923, grad_norm: 5.6310 2021-07-13 11:04:36,287 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 5:50:12, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.3352, top5_acc: 0.5984, loss_cls: 2.8573, loss: 2.8573, grad_norm: 5.7119 2021-07-13 11:04:44,110 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 5:50:06, time: 0.394, data_time: 0.003, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6055, loss_cls: 2.8462, loss: 2.8462, grad_norm: 5.7109 2021-07-13 11:04:50,926 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 5:49:55, time: 0.341, data_time: 0.000, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6148, loss_cls: 2.8234, loss: 2.8234, grad_norm: 5.5401 2021-07-13 11:04:58,439 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 5:49:48, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6078, loss_cls: 2.8183, loss: 2.8183, grad_norm: 5.8795 2021-07-13 11:05:06,002 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 5:49:40, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.5758, loss_cls: 2.9337, loss: 2.9337, grad_norm: 5.5213 2021-07-13 11:05:13,211 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 5:49:31, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6047, loss_cls: 2.8432, loss: 2.8432, grad_norm: 5.6982 2021-07-13 11:05:20,650 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 5:49:23, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5859, loss_cls: 2.9517, loss: 2.9517, grad_norm: 5.5249 2021-07-13 11:05:28,074 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 5:49:16, time: 0.375, data_time: 0.004, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6172, loss_cls: 2.7995, loss: 2.7995, grad_norm: 5.8113 2021-07-13 11:05:35,435 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 5:49:07, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3281, top5_acc: 0.5930, loss_cls: 2.9223, loss: 2.9223, grad_norm: 5.9331 2021-07-13 11:05:42,862 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 5:48:59, time: 0.371, data_time: 0.003, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6117, loss_cls: 2.8552, loss: 2.8552, grad_norm: 5.9538 2021-07-13 11:05:50,176 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 5:48:51, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5836, loss_cls: 2.9244, loss: 2.9244, grad_norm: 5.7235 2021-07-13 11:05:58,037 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 5:48:45, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.5891, loss_cls: 2.8863, loss: 2.8863, grad_norm: 5.5413 2021-07-13 11:06:05,200 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 5:48:36, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5930, loss_cls: 2.8881, loss: 2.8881, grad_norm: 5.5398 2021-07-13 11:06:13,194 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 5:48:30, time: 0.398, data_time: 0.043, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6062, loss_cls: 2.8326, loss: 2.8326, grad_norm: 5.9329 2021-07-13 11:06:20,727 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 5:48:23, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5961, loss_cls: 2.9509, loss: 2.9509, grad_norm: 5.7315 2021-07-13 11:06:28,166 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 5:48:15, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6062, loss_cls: 2.9002, loss: 2.9002, grad_norm: 5.9470 2021-07-13 11:06:35,483 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 5:48:07, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5984, loss_cls: 2.9755, loss: 2.9755, grad_norm: 5.7269 2021-07-13 11:06:43,279 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 5:48:00, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.5906, loss_cls: 2.8977, loss: 2.8977, grad_norm: 5.4663 2021-07-13 11:06:50,819 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 5:47:53, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6016, loss_cls: 2.9366, loss: 2.9366, grad_norm: 5.8213 2021-07-13 11:06:58,241 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 5:47:45, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6047, loss_cls: 2.8287, loss: 2.8287, grad_norm: 5.7458 2021-07-13 11:07:06,412 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 5:47:41, time: 0.408, data_time: 0.002, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6055, loss_cls: 2.8778, loss: 2.8778, grad_norm: 5.6116 2021-07-13 11:07:13,779 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 5:47:32, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6219, loss_cls: 2.7218, loss: 2.7218, grad_norm: 5.7609 2021-07-13 11:07:21,215 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 5:47:24, time: 0.374, data_time: 0.007, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5938, loss_cls: 2.9256, loss: 2.9256, grad_norm: 5.7838 2021-07-13 11:07:28,970 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 5:47:18, time: 0.388, data_time: 0.012, memory: 7066, top1_acc: 0.3352, top5_acc: 0.5977, loss_cls: 2.8289, loss: 2.8289, grad_norm: 5.6055 2021-07-13 11:07:36,651 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 5:47:11, time: 0.384, data_time: 0.024, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5945, loss_cls: 2.9407, loss: 2.9407, grad_norm: 5.7941 2021-07-13 11:07:44,133 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 5:47:04, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5898, loss_cls: 2.9153, loss: 2.9153, grad_norm: 5.8047 2021-07-13 11:07:51,634 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 5:46:56, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6211, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.7539 2021-07-13 11:07:59,289 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 5:46:49, time: 0.382, data_time: 0.032, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6164, loss_cls: 2.8272, loss: 2.8272, grad_norm: 5.5427 2021-07-13 11:08:06,916 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 5:46:42, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6133, loss_cls: 2.8070, loss: 2.8070, grad_norm: 5.8365 2021-07-13 11:08:14,195 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 5:46:33, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6195, loss_cls: 2.8137, loss: 2.8137, grad_norm: 5.7909 2021-07-13 11:08:21,595 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 5:46:25, time: 0.369, data_time: 0.005, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6086, loss_cls: 2.8554, loss: 2.8554, grad_norm: 5.7702 2021-07-13 11:08:29,219 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 5:46:18, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.3414, top5_acc: 0.5969, loss_cls: 2.8427, loss: 2.8427, grad_norm: 5.6490 2021-07-13 11:08:36,630 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 5:46:10, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6172, loss_cls: 2.7885, loss: 2.7885, grad_norm: 5.5470 2021-07-13 11:08:44,116 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 5:46:03, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5914, loss_cls: 2.8928, loss: 2.8928, grad_norm: 5.8970 2021-07-13 11:08:51,210 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 5:45:53, time: 0.353, data_time: 0.000, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6016, loss_cls: 2.9146, loss: 2.9146, grad_norm: 5.7561 2021-07-13 11:08:59,045 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 5:45:47, time: 0.393, data_time: 0.003, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6328, loss_cls: 2.7229, loss: 2.7229, grad_norm: 5.6168 2021-07-13 11:09:06,734 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 5:45:40, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6156, loss_cls: 2.8417, loss: 2.8417, grad_norm: 5.7888 2021-07-13 11:09:13,910 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 5:45:31, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6336, loss_cls: 2.7980, loss: 2.7980, grad_norm: 5.6998 2021-07-13 11:09:15,127 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-07-13 11:09:26,946 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 5:45:31, time: 0.571, data_time: 0.182, memory: 7066, top1_acc: 0.3164, top5_acc: 0.6016, loss_cls: 2.9691, loss: 2.9691, grad_norm: 5.5697 2021-07-13 11:09:34,405 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 5:45:23, time: 0.373, data_time: 0.007, memory: 7066, top1_acc: 0.3180, top5_acc: 0.6008, loss_cls: 2.8955, loss: 2.8955, grad_norm: 5.8331 2021-07-13 11:09:41,763 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 5:45:15, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.6094, loss_cls: 2.8843, loss: 2.8843, grad_norm: 5.8809 2021-07-13 11:09:49,635 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 5:45:09, time: 0.394, data_time: 0.010, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6070, loss_cls: 2.8176, loss: 2.8176, grad_norm: 5.9681 2021-07-13 11:09:56,934 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 5:45:01, time: 0.364, data_time: 0.009, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6148, loss_cls: 2.8146, loss: 2.8146, grad_norm: 5.7371 2021-07-13 11:10:04,632 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 5:44:54, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.5953, loss_cls: 2.8364, loss: 2.8364, grad_norm: 5.8528 2021-07-13 11:10:11,778 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 5:44:44, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6148, loss_cls: 2.8304, loss: 2.8304, grad_norm: 5.7264 2021-07-13 11:10:19,189 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 5:44:37, time: 0.374, data_time: 0.013, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6297, loss_cls: 2.7524, loss: 2.7524, grad_norm: 5.9015 2021-07-13 11:10:26,389 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 5:44:28, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6352, loss_cls: 2.7554, loss: 2.7554, grad_norm: 5.7450 2021-07-13 11:10:34,279 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 5:44:22, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6273, loss_cls: 2.7046, loss: 2.7046, grad_norm: 5.9738 2021-07-13 11:10:41,877 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 5:44:15, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5773, loss_cls: 2.9560, loss: 2.9560, grad_norm: 5.6524 2021-07-13 11:10:49,572 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 5:44:08, time: 0.384, data_time: 0.000, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6250, loss_cls: 2.7485, loss: 2.7485, grad_norm: 5.6379 2021-07-13 11:10:56,970 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 5:44:00, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6008, loss_cls: 2.8985, loss: 2.8985, grad_norm: 5.7013 2021-07-13 11:11:04,564 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 5:43:53, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6133, loss_cls: 2.7844, loss: 2.7844, grad_norm: 5.5230 2021-07-13 11:11:12,438 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 5:43:47, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6164, loss_cls: 2.8237, loss: 2.8237, grad_norm: 5.9150 2021-07-13 11:11:19,610 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 5:43:38, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6156, loss_cls: 2.7990, loss: 2.7990, grad_norm: 5.9365 2021-07-13 11:11:26,829 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 5:43:29, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.5992, loss_cls: 2.8917, loss: 2.8917, grad_norm: 5.8644 2021-07-13 11:11:34,857 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 5:43:24, time: 0.401, data_time: 0.049, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6086, loss_cls: 2.8200, loss: 2.8200, grad_norm: 5.7220 2021-07-13 11:11:41,784 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 5:43:13, time: 0.346, data_time: 0.000, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6008, loss_cls: 2.8319, loss: 2.8319, grad_norm: 5.8113 2021-07-13 11:11:49,320 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 5:43:06, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6219, loss_cls: 2.7369, loss: 2.7369, grad_norm: 5.6208 2021-07-13 11:11:56,768 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 5:42:58, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6180, loss_cls: 2.7926, loss: 2.7926, grad_norm: 5.6611 2021-07-13 11:12:04,476 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 5:42:51, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6242, loss_cls: 2.7986, loss: 2.7986, grad_norm: 5.9828 2021-07-13 11:12:12,110 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 5:42:44, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6211, loss_cls: 2.7901, loss: 2.7901, grad_norm: 5.8866 2021-07-13 11:12:19,705 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 5:42:37, time: 0.379, data_time: 0.019, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6219, loss_cls: 2.7672, loss: 2.7672, grad_norm: 5.8550 2021-07-13 11:12:26,961 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 5:42:28, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6023, loss_cls: 2.8949, loss: 2.8949, grad_norm: 5.9336 2021-07-13 11:12:34,759 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 5:42:22, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.8166, loss: 2.8166, grad_norm: 5.7025 2021-07-13 11:12:42,030 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 5:42:13, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6180, loss_cls: 2.8221, loss: 2.8221, grad_norm: 6.0255 2021-07-13 11:12:49,513 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 5:42:06, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3305, top5_acc: 0.5977, loss_cls: 2.8792, loss: 2.8792, grad_norm: 5.9483 2021-07-13 11:12:57,443 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 5:42:00, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6227, loss_cls: 2.7855, loss: 2.7855, grad_norm: 5.8658 2021-07-13 11:13:04,594 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 5:41:51, time: 0.357, data_time: 0.012, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6359, loss_cls: 2.7165, loss: 2.7165, grad_norm: 5.9586 2021-07-13 11:13:11,887 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 5:41:42, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6047, loss_cls: 2.8556, loss: 2.8556, grad_norm: 5.8906 2021-07-13 11:13:19,191 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 5:41:34, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6062, loss_cls: 2.8757, loss: 2.8757, grad_norm: 5.7424 2021-07-13 11:13:26,550 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 5:41:26, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6102, loss_cls: 2.8247, loss: 2.8247, grad_norm: 5.8121 2021-07-13 11:13:34,605 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 5:41:20, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6062, loss_cls: 2.8733, loss: 2.8733, grad_norm: 5.4358 2021-07-13 11:13:42,020 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 5:41:13, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6320, loss_cls: 2.7802, loss: 2.7802, grad_norm: 5.4894 2021-07-13 11:13:49,480 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 5:41:05, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6078, loss_cls: 2.8383, loss: 2.8383, grad_norm: 5.6513 2021-07-13 11:13:56,781 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 5:40:56, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6344, loss_cls: 2.7149, loss: 2.7149, grad_norm: 5.8884 2021-07-13 11:14:04,251 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 5:40:49, time: 0.373, data_time: 0.032, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6172, loss_cls: 2.8197, loss: 2.8197, grad_norm: 5.7596 2021-07-13 11:14:12,030 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 5:40:42, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6523, loss_cls: 2.7061, loss: 2.7061, grad_norm: 5.7753 2021-07-13 11:14:19,377 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 5:40:34, time: 0.369, data_time: 0.003, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6086, loss_cls: 2.8013, loss: 2.8013, grad_norm: 5.6523 2021-07-13 11:14:26,878 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 5:40:26, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3289, top5_acc: 0.5984, loss_cls: 2.8602, loss: 2.8602, grad_norm: 5.9629 2021-07-13 11:14:34,316 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 5:40:18, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6188, loss_cls: 2.7704, loss: 2.7704, grad_norm: 5.6541 2021-07-13 11:14:41,786 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 5:40:11, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6094, loss_cls: 2.8467, loss: 2.8467, grad_norm: 5.7507 2021-07-13 11:14:48,806 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 5:40:01, time: 0.351, data_time: 0.003, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6016, loss_cls: 2.8605, loss: 2.8605, grad_norm: 5.9646 2021-07-13 11:14:56,659 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 5:39:55, time: 0.393, data_time: 0.019, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6172, loss_cls: 2.7941, loss: 2.7941, grad_norm: 5.8275 2021-07-13 11:15:04,198 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 5:39:48, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6273, loss_cls: 2.7945, loss: 2.7945, grad_norm: 5.7123 2021-07-13 11:15:11,541 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 5:39:39, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6203, loss_cls: 2.7876, loss: 2.7876, grad_norm: 5.7506 2021-07-13 11:15:18,713 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 5:39:30, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6508, loss_cls: 2.6488, loss: 2.6488, grad_norm: 5.7297 2021-07-13 11:15:25,993 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 5:39:22, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.6102, loss_cls: 2.8832, loss: 2.8832, grad_norm: 5.9552 2021-07-13 11:15:33,819 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 5:39:16, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.3508, top5_acc: 0.5992, loss_cls: 2.8088, loss: 2.8088, grad_norm: 5.4941 2021-07-13 11:15:40,970 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 5:39:07, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5898, loss_cls: 2.8850, loss: 2.8850, grad_norm: 5.8688 2021-07-13 11:15:48,676 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 5:39:00, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6047, loss_cls: 2.8473, loss: 2.8473, grad_norm: 5.8778 2021-07-13 11:15:56,357 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 5:38:53, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6023, loss_cls: 2.8554, loss: 2.8554, grad_norm: 5.5923 2021-07-13 11:16:04,157 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 5:38:47, time: 0.391, data_time: 0.027, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6367, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.6961 2021-07-13 11:16:11,656 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 5:38:39, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6039, loss_cls: 2.8645, loss: 2.8645, grad_norm: 5.9325 2021-07-13 11:16:18,860 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 5:38:30, time: 0.361, data_time: 0.004, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6320, loss_cls: 2.7814, loss: 2.7814, grad_norm: 5.9532 2021-07-13 11:16:26,576 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 5:38:23, time: 0.386, data_time: 0.007, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6117, loss_cls: 2.7402, loss: 2.7402, grad_norm: 5.7132 2021-07-13 11:16:33,883 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 5:38:15, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6188, loss_cls: 2.8369, loss: 2.8369, grad_norm: 5.8200 2021-07-13 11:16:41,232 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 5:38:07, time: 0.367, data_time: 0.012, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6266, loss_cls: 2.7927, loss: 2.7927, grad_norm: 5.9862 2021-07-13 11:16:48,369 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 5:37:58, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6133, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.4881 2021-07-13 11:16:56,033 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 5:37:51, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6227, loss_cls: 2.7462, loss: 2.7462, grad_norm: 5.9989 2021-07-13 11:17:03,430 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 5:37:43, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6344, loss_cls: 2.7072, loss: 2.7072, grad_norm: 5.6751 2021-07-13 11:17:10,754 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 5:37:35, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6133, loss_cls: 2.7663, loss: 2.7663, grad_norm: 5.7642 2021-07-13 11:17:18,348 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 5:37:27, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6305, loss_cls: 2.7460, loss: 2.7460, grad_norm: 5.6994 2021-07-13 11:17:25,872 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 5:37:20, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6258, loss_cls: 2.8078, loss: 2.8078, grad_norm: 5.8760 2021-07-13 11:17:32,875 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 5:37:10, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6219, loss_cls: 2.7493, loss: 2.7493, grad_norm: 5.7254 2021-07-13 11:17:40,183 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 5:37:02, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6211, loss_cls: 2.7984, loss: 2.7984, grad_norm: 5.7342 2021-07-13 11:17:41,405 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-07-13 11:18:38,506 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 11:18:38,753 - mmaction - INFO - top1_acc 0.2901 top5_acc 0.5844 2021-07-13 11:18:38,754 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 11:18:38,768 - mmaction - INFO - mean_acc 0.2643 2021-07-13 11:18:38,772 - mmaction - INFO - Epoch(val) [10][181] top1_acc: 0.2901, top5_acc: 0.5844, mean_class_accuracy: 0.2643 2021-07-13 11:18:50,059 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 5:37:00, time: 0.562, data_time: 0.202, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6258, loss_cls: 2.7466, loss: 2.7466, grad_norm: 5.9546 2021-07-13 11:18:57,659 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 5:36:53, time: 0.382, data_time: 0.003, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6094, loss_cls: 2.8146, loss: 2.8146, grad_norm: 5.8038 2021-07-13 11:19:04,880 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 5:36:44, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6195, loss_cls: 2.8283, loss: 2.8283, grad_norm: 5.9108 2021-07-13 11:19:12,366 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 5:36:36, time: 0.374, data_time: 0.003, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6289, loss_cls: 2.7567, loss: 2.7567, grad_norm: 5.6896 2021-07-13 11:19:19,862 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 5:36:29, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5984, loss_cls: 2.9385, loss: 2.9385, grad_norm: 5.8457 2021-07-13 11:19:27,231 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 5:36:21, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6430, loss_cls: 2.7234, loss: 2.7234, grad_norm: 5.7124 2021-07-13 11:19:34,623 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 5:36:13, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6266, loss_cls: 2.7418, loss: 2.7418, grad_norm: 5.8957 2021-07-13 11:19:42,054 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 5:36:05, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6242, loss_cls: 2.6930, loss: 2.6930, grad_norm: 5.7371 2021-07-13 11:19:49,510 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 5:35:57, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6438, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.7884 2021-07-13 11:19:56,710 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 5:35:48, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6102, loss_cls: 2.8708, loss: 2.8708, grad_norm: 5.8089 2021-07-13 11:20:04,875 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 5:35:43, time: 0.409, data_time: 0.002, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6312, loss_cls: 2.7801, loss: 2.7801, grad_norm: 5.9749 2021-07-13 11:20:12,154 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 5:35:35, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6148, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.9701 2021-07-13 11:20:19,317 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 5:35:26, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6289, loss_cls: 2.6996, loss: 2.6996, grad_norm: 5.9990 2021-07-13 11:20:27,217 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 5:35:20, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6016, loss_cls: 2.9055, loss: 2.9055, grad_norm: 5.7787 2021-07-13 11:20:34,823 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 5:35:13, time: 0.380, data_time: 0.022, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6484, loss_cls: 2.6784, loss: 2.6784, grad_norm: 5.8834 2021-07-13 11:20:42,048 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 5:35:04, time: 0.362, data_time: 0.002, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6086, loss_cls: 2.8364, loss: 2.8364, grad_norm: 5.5941 2021-07-13 11:20:49,511 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 5:34:56, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6531, loss_cls: 2.6461, loss: 2.6461, grad_norm: 5.9625 2021-07-13 11:20:56,938 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 5:34:48, time: 0.370, data_time: 0.015, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6125, loss_cls: 2.8270, loss: 2.8270, grad_norm: 5.8658 2021-07-13 11:21:04,046 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 5:34:39, time: 0.354, data_time: 0.003, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6438, loss_cls: 2.6950, loss: 2.6950, grad_norm: 5.8616 2021-07-13 11:21:11,285 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 5:34:31, time: 0.366, data_time: 0.005, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6219, loss_cls: 2.8130, loss: 2.8130, grad_norm: 5.6711 2021-07-13 11:21:18,779 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 5:34:23, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6336, loss_cls: 2.7045, loss: 2.7045, grad_norm: 5.7309 2021-07-13 11:21:25,824 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 5:34:14, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6141, loss_cls: 2.7792, loss: 2.7792, grad_norm: 5.8195 2021-07-13 11:21:33,575 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 5:34:07, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6430, loss_cls: 2.6959, loss: 2.6959, grad_norm: 6.0402 2021-07-13 11:21:41,000 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 5:33:59, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6273, loss_cls: 2.7415, loss: 2.7415, grad_norm: 6.0752 2021-07-13 11:21:48,535 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 5:33:52, time: 0.377, data_time: 0.007, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6383, loss_cls: 2.6743, loss: 2.6743, grad_norm: 5.9043 2021-07-13 11:21:55,873 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 5:33:44, time: 0.367, data_time: 0.018, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6242, loss_cls: 2.7818, loss: 2.7818, grad_norm: 5.9878 2021-07-13 11:22:03,157 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 5:33:35, time: 0.364, data_time: 0.014, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6211, loss_cls: 2.7505, loss: 2.7505, grad_norm: 5.8983 2021-07-13 11:22:10,793 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 5:33:28, time: 0.383, data_time: 0.006, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6555, loss_cls: 2.6734, loss: 2.6734, grad_norm: 5.7247 2021-07-13 11:22:17,937 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 5:33:19, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6438, loss_cls: 2.6753, loss: 2.6753, grad_norm: 6.2208 2021-07-13 11:22:25,701 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 5:33:13, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6328, loss_cls: 2.7761, loss: 2.7761, grad_norm: 5.7734 2021-07-13 11:22:33,090 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 5:33:05, time: 0.370, data_time: 0.003, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6148, loss_cls: 2.8069, loss: 2.8069, grad_norm: 5.8782 2021-07-13 11:22:40,382 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 5:32:56, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6328, loss_cls: 2.6957, loss: 2.6957, grad_norm: 5.9903 2021-07-13 11:22:47,559 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 5:32:48, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6203, loss_cls: 2.7921, loss: 2.7921, grad_norm: 6.0420 2021-07-13 11:22:54,848 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 5:32:39, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6359, loss_cls: 2.6626, loss: 2.6626, grad_norm: 5.5916 2021-07-13 11:23:02,410 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 5:32:32, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6031, loss_cls: 2.8321, loss: 2.8321, grad_norm: 5.7095 2021-07-13 11:23:09,848 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 5:32:24, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6297, loss_cls: 2.6745, loss: 2.6745, grad_norm: 5.7077 2021-07-13 11:23:17,358 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 5:32:17, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6219, loss_cls: 2.7781, loss: 2.7781, grad_norm: 6.0257 2021-07-13 11:23:24,802 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 5:32:09, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6406, loss_cls: 2.6747, loss: 2.6747, grad_norm: 5.7341 2021-07-13 11:23:32,115 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 5:32:01, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6148, loss_cls: 2.8097, loss: 2.8097, grad_norm: 5.9842 2021-07-13 11:23:39,635 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 5:31:53, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6406, loss_cls: 2.6628, loss: 2.6628, grad_norm: 5.6565 2021-07-13 11:23:46,964 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 5:31:45, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6117, loss_cls: 2.7958, loss: 2.7958, grad_norm: 5.7698 2021-07-13 11:23:54,502 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 5:31:37, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6266, loss_cls: 2.8003, loss: 2.8003, grad_norm: 5.9263 2021-07-13 11:24:01,967 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 5:31:30, time: 0.372, data_time: 0.033, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6195, loss_cls: 2.7639, loss: 2.7639, grad_norm: 6.0731 2021-07-13 11:24:09,680 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 5:31:23, time: 0.388, data_time: 0.003, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6570, loss_cls: 2.6606, loss: 2.6606, grad_norm: 5.8857 2021-07-13 11:24:16,852 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 5:31:14, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6234, loss_cls: 2.7745, loss: 2.7745, grad_norm: 5.6531 2021-07-13 11:24:24,783 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 5:31:08, time: 0.398, data_time: 0.003, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6297, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.7118 2021-07-13 11:24:32,061 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 5:31:00, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6266, loss_cls: 2.7360, loss: 2.7360, grad_norm: 5.8045 2021-07-13 11:24:39,631 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 5:30:52, time: 0.379, data_time: 0.004, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6305, loss_cls: 2.7569, loss: 2.7569, grad_norm: 5.8489 2021-07-13 11:24:47,303 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 5:30:45, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6383, loss_cls: 2.6765, loss: 2.6765, grad_norm: 5.8194 2021-07-13 11:24:54,288 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 5:30:36, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6383, loss_cls: 2.7370, loss: 2.7370, grad_norm: 5.6027 2021-07-13 11:25:01,812 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 5:30:29, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6328, loss_cls: 2.7266, loss: 2.7266, grad_norm: 5.7416 2021-07-13 11:25:09,459 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 5:30:21, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6680, loss_cls: 2.6283, loss: 2.6283, grad_norm: 5.9481 2021-07-13 11:25:16,858 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 5:30:14, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6242, loss_cls: 2.7244, loss: 2.7244, grad_norm: 5.8146 2021-07-13 11:25:24,048 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 5:30:05, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6258, loss_cls: 2.7362, loss: 2.7362, grad_norm: 5.8178 2021-07-13 11:25:31,479 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 5:29:57, time: 0.371, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6414, loss_cls: 2.7303, loss: 2.7303, grad_norm: 5.8658 2021-07-13 11:25:38,461 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 5:29:48, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6141, loss_cls: 2.8075, loss: 2.8075, grad_norm: 5.6456 2021-07-13 11:25:46,017 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 5:29:40, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6305, loss_cls: 2.7115, loss: 2.7115, grad_norm: 5.6501 2021-07-13 11:25:53,952 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 5:29:34, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6273, loss_cls: 2.7901, loss: 2.7901, grad_norm: 5.8635 2021-07-13 11:26:01,256 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 5:29:26, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6492, loss_cls: 2.6657, loss: 2.6657, grad_norm: 5.8477 2021-07-13 11:26:09,292 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 5:29:20, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.5961, loss_cls: 2.8531, loss: 2.8531, grad_norm: 5.8244 2021-07-13 11:26:16,546 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 5:29:12, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6227, loss_cls: 2.7621, loss: 2.7621, grad_norm: 5.9430 2021-07-13 11:26:24,095 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 5:29:05, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6547, loss_cls: 2.6141, loss: 2.6141, grad_norm: 5.7842 2021-07-13 11:26:31,451 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 5:28:57, time: 0.368, data_time: 0.029, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6195, loss_cls: 2.7246, loss: 2.7246, grad_norm: 5.9636 2021-07-13 11:26:38,809 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 5:28:48, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6234, loss_cls: 2.7625, loss: 2.7625, grad_norm: 5.9662 2021-07-13 11:26:46,645 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 5:28:42, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6312, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.8162 2021-07-13 11:26:53,854 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 5:28:33, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6211, loss_cls: 2.7677, loss: 2.7677, grad_norm: 5.7041 2021-07-13 11:27:01,101 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 5:28:25, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6141, loss_cls: 2.8093, loss: 2.8093, grad_norm: 5.6985 2021-07-13 11:27:02,310 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-07-13 11:27:13,678 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 5:28:21, time: 0.550, data_time: 0.163, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6164, loss_cls: 2.7793, loss: 2.7793, grad_norm: 5.7855 2021-07-13 11:27:20,871 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 5:28:13, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6312, loss_cls: 2.7127, loss: 2.7127, grad_norm: 6.0582 2021-07-13 11:27:28,531 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 5:28:06, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6211, loss_cls: 2.8035, loss: 2.8035, grad_norm: 6.1207 2021-07-13 11:27:35,707 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 5:27:57, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6359, loss_cls: 2.7999, loss: 2.7999, grad_norm: 5.9850 2021-07-13 11:27:43,272 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 5:27:50, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6219, loss_cls: 2.7807, loss: 2.7807, grad_norm: 5.9683 2021-07-13 11:27:50,277 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 5:27:40, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6312, loss_cls: 2.7508, loss: 2.7508, grad_norm: 5.7152 2021-07-13 11:27:57,777 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 5:27:33, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6242, loss_cls: 2.7539, loss: 2.7539, grad_norm: 5.9154 2021-07-13 11:28:05,192 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 5:27:25, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6156, loss_cls: 2.7851, loss: 2.7851, grad_norm: 6.0865 2021-07-13 11:28:13,219 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 5:27:19, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6344, loss_cls: 2.7626, loss: 2.7626, grad_norm: 6.1821 2021-07-13 11:28:20,373 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 5:27:10, time: 0.361, data_time: 0.004, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6094, loss_cls: 2.8524, loss: 2.8524, grad_norm: 5.8629 2021-07-13 11:28:27,774 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 5:27:02, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6141, loss_cls: 2.7899, loss: 2.7899, grad_norm: 5.6473 2021-07-13 11:28:35,026 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 5:26:54, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6469, loss_cls: 2.6527, loss: 2.6527, grad_norm: 6.0389 2021-07-13 11:28:42,610 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 5:26:47, time: 0.380, data_time: 0.026, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6234, loss_cls: 2.7311, loss: 2.7311, grad_norm: 5.6574 2021-07-13 11:28:50,005 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 5:26:39, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6391, loss_cls: 2.6744, loss: 2.6744, grad_norm: 5.6925 2021-07-13 11:28:57,697 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 5:26:32, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6242, loss_cls: 2.7533, loss: 2.7533, grad_norm: 6.1830 2021-07-13 11:29:05,236 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 5:26:25, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6148, loss_cls: 2.7772, loss: 2.7772, grad_norm: 5.8551 2021-07-13 11:29:12,450 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 5:26:16, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6320, loss_cls: 2.6967, loss: 2.6967, grad_norm: 6.0335 2021-07-13 11:29:19,706 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 5:26:07, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6172, loss_cls: 2.8233, loss: 2.8233, grad_norm: 6.0153 2021-07-13 11:29:27,183 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 5:26:00, time: 0.376, data_time: 0.004, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6242, loss_cls: 2.6776, loss: 2.6776, grad_norm: 5.8904 2021-07-13 11:29:34,438 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 5:25:52, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6531, loss_cls: 2.6274, loss: 2.6274, grad_norm: 6.1119 2021-07-13 11:29:42,144 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 5:25:45, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6422, loss_cls: 2.7195, loss: 2.7195, grad_norm: 5.8291 2021-07-13 11:29:49,443 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 5:25:36, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6352, loss_cls: 2.7087, loss: 2.7087, grad_norm: 5.7413 2021-07-13 11:29:57,401 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 5:25:31, time: 0.399, data_time: 0.034, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6227, loss_cls: 2.7769, loss: 2.7769, grad_norm: 5.8201 2021-07-13 11:30:04,505 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 5:25:22, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6242, loss_cls: 2.6840, loss: 2.6840, grad_norm: 5.9809 2021-07-13 11:30:11,750 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 5:25:13, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6273, loss_cls: 2.7424, loss: 2.7424, grad_norm: 5.9246 2021-07-13 11:30:19,125 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 5:25:05, time: 0.368, data_time: 0.010, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6492, loss_cls: 2.6423, loss: 2.6423, grad_norm: 5.8282 2021-07-13 11:30:26,568 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 5:24:58, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6484, loss_cls: 2.6469, loss: 2.6469, grad_norm: 6.2873 2021-07-13 11:30:33,810 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 5:24:49, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6188, loss_cls: 2.7519, loss: 2.7519, grad_norm: 5.7866 2021-07-13 11:30:41,191 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 5:24:41, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6344, loss_cls: 2.7278, loss: 2.7278, grad_norm: 5.9208 2021-07-13 11:30:49,164 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 5:24:35, time: 0.398, data_time: 0.038, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6344, loss_cls: 2.7350, loss: 2.7350, grad_norm: 5.9256 2021-07-13 11:30:56,828 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 5:24:28, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6344, loss_cls: 2.7478, loss: 2.7478, grad_norm: 5.8628 2021-07-13 11:31:03,972 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 5:24:19, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6281, loss_cls: 2.7311, loss: 2.7311, grad_norm: 5.7492 2021-07-13 11:31:11,505 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 5:24:12, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6227, loss_cls: 2.7701, loss: 2.7701, grad_norm: 5.8905 2021-07-13 11:31:19,142 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 5:24:05, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6422, loss_cls: 2.7276, loss: 2.7276, grad_norm: 5.7882 2021-07-13 11:31:26,007 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 5:23:55, time: 0.344, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6570, loss_cls: 2.6204, loss: 2.6204, grad_norm: 5.8926 2021-07-13 11:31:33,619 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 5:23:48, time: 0.379, data_time: 0.022, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6500, loss_cls: 2.6885, loss: 2.6885, grad_norm: 6.0028 2021-07-13 11:31:40,887 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 5:23:40, time: 0.366, data_time: 0.003, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6430, loss_cls: 2.7042, loss: 2.7042, grad_norm: 6.0187 2021-07-13 11:31:48,433 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 5:23:32, time: 0.377, data_time: 0.005, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6234, loss_cls: 2.8199, loss: 2.8199, grad_norm: 5.9966 2021-07-13 11:31:55,600 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 5:23:24, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6344, loss_cls: 2.7453, loss: 2.7453, grad_norm: 6.0295 2021-07-13 11:32:02,856 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 5:23:15, time: 0.365, data_time: 0.003, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6406, loss_cls: 2.6942, loss: 2.6942, grad_norm: 5.6878 2021-07-13 11:32:10,145 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 5:23:07, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6258, loss_cls: 2.7491, loss: 2.7491, grad_norm: 6.0014 2021-07-13 11:32:17,948 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 5:23:01, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6273, loss_cls: 2.7574, loss: 2.7574, grad_norm: 5.8430 2021-07-13 11:32:25,246 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 5:22:52, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6492, loss_cls: 2.7063, loss: 2.7063, grad_norm: 5.8009 2021-07-13 11:32:32,502 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 5:22:44, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6328, loss_cls: 2.7050, loss: 2.7050, grad_norm: 6.0791 2021-07-13 11:32:40,430 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 5:22:38, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6414, loss_cls: 2.7375, loss: 2.7375, grad_norm: 5.6651 2021-07-13 11:32:47,716 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 5:22:30, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.6148, loss_cls: 2.8083, loss: 2.8083, grad_norm: 6.0156 2021-07-13 11:32:55,039 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 5:22:22, time: 0.367, data_time: 0.010, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6172, loss_cls: 2.7709, loss: 2.7709, grad_norm: 5.9250 2021-07-13 11:33:02,664 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 5:22:14, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6297, loss_cls: 2.7164, loss: 2.7164, grad_norm: 5.9586 2021-07-13 11:33:09,867 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 5:22:06, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6320, loss_cls: 2.7430, loss: 2.7430, grad_norm: 5.8144 2021-07-13 11:33:17,516 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 5:21:59, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.3187, top5_acc: 0.6102, loss_cls: 2.8129, loss: 2.8129, grad_norm: 5.7839 2021-07-13 11:33:24,793 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 5:21:51, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6469, loss_cls: 2.6301, loss: 2.6301, grad_norm: 5.7201 2021-07-13 11:33:32,630 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 5:21:44, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6375, loss_cls: 2.7449, loss: 2.7449, grad_norm: 5.9684 2021-07-13 11:33:40,255 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 5:21:37, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6469, loss_cls: 2.6901, loss: 2.6901, grad_norm: 5.8759 2021-07-13 11:33:47,894 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 5:21:30, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6344, loss_cls: 2.7199, loss: 2.7199, grad_norm: 5.8952 2021-07-13 11:33:55,137 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 5:21:21, time: 0.362, data_time: 0.019, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6266, loss_cls: 2.7744, loss: 2.7744, grad_norm: 6.1501 2021-07-13 11:34:02,508 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 5:21:14, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6289, loss_cls: 2.7836, loss: 2.7836, grad_norm: 5.9417 2021-07-13 11:34:09,653 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 5:21:05, time: 0.357, data_time: 0.000, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6453, loss_cls: 2.6844, loss: 2.6844, grad_norm: 5.9383 2021-07-13 11:34:17,165 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 5:20:57, time: 0.374, data_time: 0.004, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6094, loss_cls: 2.8104, loss: 2.8104, grad_norm: 5.6815 2021-07-13 11:34:25,069 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 5:20:51, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6430, loss_cls: 2.6304, loss: 2.6304, grad_norm: 5.9356 2021-07-13 11:34:32,134 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 5:20:42, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6336, loss_cls: 2.6991, loss: 2.6991, grad_norm: 5.7757 2021-07-13 11:34:39,924 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 5:20:35, time: 0.388, data_time: 0.034, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6266, loss_cls: 2.7920, loss: 2.7920, grad_norm: 5.8569 2021-07-13 11:34:46,799 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 5:20:26, time: 0.344, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6289, loss_cls: 2.6901, loss: 2.6901, grad_norm: 5.8929 2021-07-13 11:34:54,504 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 5:20:19, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6383, loss_cls: 2.7192, loss: 2.7192, grad_norm: 5.6689 2021-07-13 11:35:01,940 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 5:20:11, time: 0.372, data_time: 0.012, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6312, loss_cls: 2.7193, loss: 2.7193, grad_norm: 5.9052 2021-07-13 11:35:09,171 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 5:20:03, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6297, loss_cls: 2.6919, loss: 2.6919, grad_norm: 5.9343 2021-07-13 11:35:16,503 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 5:19:55, time: 0.366, data_time: 0.004, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6438, loss_cls: 2.6643, loss: 2.6643, grad_norm: 6.0185 2021-07-13 11:35:23,814 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 5:19:47, time: 0.367, data_time: 0.023, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6367, loss_cls: 2.6782, loss: 2.6782, grad_norm: 5.8809 2021-07-13 11:35:25,034 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-07-13 11:36:24,032 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 11:36:24,183 - mmaction - INFO - top1_acc 0.3050 top5_acc 0.6059 2021-07-13 11:36:24,183 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 11:36:24,194 - mmaction - INFO - mean_acc 0.2766 2021-07-13 11:36:24,519 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-07-13 11:36:24,519 - mmaction - INFO - Best top1_acc is 0.3050 at 12 epoch. 2021-07-13 11:36:24,523 - mmaction - INFO - Epoch(val) [12][181] top1_acc: 0.3050, top5_acc: 0.6059, mean_class_accuracy: 0.2766 2021-07-13 11:36:35,577 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 5:19:43, time: 0.552, data_time: 0.162, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6414, loss_cls: 2.7142, loss: 2.7142, grad_norm: 5.8213 2021-07-13 11:36:42,661 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 5:19:34, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6555, loss_cls: 2.6336, loss: 2.6336, grad_norm: 5.8934 2021-07-13 11:36:50,250 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 5:19:26, time: 0.378, data_time: 0.003, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6430, loss_cls: 2.6464, loss: 2.6464, grad_norm: 5.9249 2021-07-13 11:36:57,548 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 5:19:18, time: 0.370, data_time: 0.006, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.6613, loss: 2.6613, grad_norm: 6.1108 2021-07-13 11:37:05,170 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 5:19:11, time: 0.380, data_time: 0.027, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6547, loss_cls: 2.5862, loss: 2.5862, grad_norm: 5.9372 2021-07-13 11:37:12,743 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 5:19:04, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6445, loss_cls: 2.7008, loss: 2.7008, grad_norm: 6.1165 2021-07-13 11:37:19,719 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 5:18:55, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6602, loss_cls: 2.6177, loss: 2.6177, grad_norm: 6.0817 2021-07-13 11:37:27,185 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 5:18:47, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6383, loss_cls: 2.6674, loss: 2.6674, grad_norm: 5.9129 2021-07-13 11:37:35,048 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 5:18:41, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6484, loss_cls: 2.6125, loss: 2.6125, grad_norm: 6.1152 2021-07-13 11:37:42,254 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 5:18:32, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6336, loss_cls: 2.6723, loss: 2.6723, grad_norm: 5.8184 2021-07-13 11:37:49,940 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 5:18:25, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6352, loss_cls: 2.7266, loss: 2.7266, grad_norm: 5.6376 2021-07-13 11:37:57,223 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 5:18:17, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6562, loss_cls: 2.6016, loss: 2.6016, grad_norm: 5.7709 2021-07-13 11:38:04,850 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 5:18:10, time: 0.383, data_time: 0.003, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6125, loss_cls: 2.8229, loss: 2.8229, grad_norm: 5.9511 2021-07-13 11:38:12,082 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 5:18:01, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6164, loss_cls: 2.7738, loss: 2.7738, grad_norm: 5.9520 2021-07-13 11:38:20,037 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 5:17:56, time: 0.401, data_time: 0.036, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6406, loss_cls: 2.7191, loss: 2.7191, grad_norm: 5.9327 2021-07-13 11:38:27,566 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 5:17:48, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6312, loss_cls: 2.7720, loss: 2.7720, grad_norm: 5.8681 2021-07-13 11:38:34,650 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 5:17:39, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6211, loss_cls: 2.7099, loss: 2.7099, grad_norm: 5.9890 2021-07-13 11:38:42,663 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 5:17:33, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6477, loss_cls: 2.6787, loss: 2.6787, grad_norm: 6.1226 2021-07-13 11:38:49,887 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 5:17:25, time: 0.358, data_time: 0.002, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6281, loss_cls: 2.7400, loss: 2.7400, grad_norm: 5.9286 2021-07-13 11:38:57,565 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 5:17:18, time: 0.388, data_time: 0.019, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6500, loss_cls: 2.6238, loss: 2.6238, grad_norm: 5.9536 2021-07-13 11:39:04,854 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 5:17:10, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6414, loss_cls: 2.6857, loss: 2.6857, grad_norm: 6.0676 2021-07-13 11:39:12,668 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 5:17:03, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6289, loss_cls: 2.7544, loss: 2.7544, grad_norm: 6.0996 2021-07-13 11:39:19,917 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 5:16:55, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6594, loss_cls: 2.6786, loss: 2.6786, grad_norm: 6.0512 2021-07-13 11:39:27,596 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 5:16:48, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6227, loss_cls: 2.7185, loss: 2.7185, grad_norm: 5.7245 2021-07-13 11:39:34,696 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 5:16:39, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6516, loss_cls: 2.6329, loss: 2.6329, grad_norm: 5.9954 2021-07-13 11:39:42,054 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 5:16:31, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6344, loss_cls: 2.7702, loss: 2.7702, grad_norm: 5.8754 2021-07-13 11:39:49,532 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 5:16:24, time: 0.374, data_time: 0.006, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6555, loss_cls: 2.6441, loss: 2.6441, grad_norm: 5.9547 2021-07-13 11:39:57,157 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 5:16:16, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6195, loss_cls: 2.7372, loss: 2.7372, grad_norm: 6.2604 2021-07-13 11:40:04,883 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 5:16:09, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6336, loss_cls: 2.7896, loss: 2.7896, grad_norm: 5.8556 2021-07-13 11:40:12,090 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 5:16:01, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6258, loss_cls: 2.6835, loss: 2.6835, grad_norm: 5.7904 2021-07-13 11:40:19,634 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 5:15:54, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6539, loss_cls: 2.6533, loss: 2.6533, grad_norm: 5.8400 2021-07-13 11:40:27,221 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 5:15:46, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6578, loss_cls: 2.6265, loss: 2.6265, grad_norm: 5.7407 2021-07-13 11:40:35,092 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 5:15:40, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6547, loss_cls: 2.6537, loss: 2.6537, grad_norm: 5.9269 2021-07-13 11:40:42,852 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 5:15:33, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6477, loss_cls: 2.6278, loss: 2.6278, grad_norm: 5.8280 2021-07-13 11:40:50,038 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 5:15:25, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6219, loss_cls: 2.6797, loss: 2.6797, grad_norm: 5.8941 2021-07-13 11:40:57,415 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 5:15:17, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6500, loss_cls: 2.6322, loss: 2.6322, grad_norm: 5.6177 2021-07-13 11:41:04,754 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 5:15:09, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6273, loss_cls: 2.6981, loss: 2.6981, grad_norm: 5.8350 2021-07-13 11:41:12,089 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 5:15:01, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6297, loss_cls: 2.7537, loss: 2.7537, grad_norm: 5.8006 2021-07-13 11:41:19,361 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 5:14:53, time: 0.363, data_time: 0.007, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6266, loss_cls: 2.7245, loss: 2.7245, grad_norm: 5.9767 2021-07-13 11:41:27,255 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 5:14:46, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6312, loss_cls: 2.7034, loss: 2.7034, grad_norm: 5.8763 2021-07-13 11:41:34,525 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 5:14:38, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6594, loss_cls: 2.5949, loss: 2.5949, grad_norm: 5.9326 2021-07-13 11:41:41,881 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 5:14:30, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6297, loss_cls: 2.6984, loss: 2.6984, grad_norm: 5.6660 2021-07-13 11:41:49,559 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 5:14:23, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6578, loss_cls: 2.6605, loss: 2.6605, grad_norm: 5.9604 2021-07-13 11:41:56,747 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 5:14:15, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6188, loss_cls: 2.7452, loss: 2.7452, grad_norm: 5.8851 2021-07-13 11:42:04,530 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 5:14:08, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6125, loss_cls: 2.7502, loss: 2.7502, grad_norm: 6.0820 2021-07-13 11:42:12,026 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 5:14:00, time: 0.375, data_time: 0.031, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6994, loss: 2.6994, grad_norm: 5.6807 2021-07-13 11:42:19,901 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 5:13:54, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6398, loss_cls: 2.6803, loss: 2.6803, grad_norm: 5.8156 2021-07-13 11:42:27,264 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 5:13:46, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6414, loss_cls: 2.6939, loss: 2.6939, grad_norm: 6.0788 2021-07-13 11:42:35,130 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 5:13:40, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6172, loss_cls: 2.7334, loss: 2.7334, grad_norm: 5.7954 2021-07-13 11:42:42,594 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 5:13:32, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6102, loss_cls: 2.8425, loss: 2.8425, grad_norm: 5.8813 2021-07-13 11:42:49,640 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 5:13:23, time: 0.354, data_time: 0.002, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6742, loss_cls: 2.6111, loss: 2.6111, grad_norm: 5.4790 2021-07-13 11:42:57,684 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 5:13:17, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6367, loss_cls: 2.6689, loss: 2.6689, grad_norm: 5.9218 2021-07-13 11:43:05,110 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 5:13:09, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6367, loss_cls: 2.6794, loss: 2.6794, grad_norm: 5.7921 2021-07-13 11:43:12,998 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 5:13:03, time: 0.394, data_time: 0.029, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6617, loss_cls: 2.5883, loss: 2.5883, grad_norm: 5.8297 2021-07-13 11:43:20,518 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 5:12:55, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6609, loss_cls: 2.5749, loss: 2.5749, grad_norm: 5.8413 2021-07-13 11:43:27,810 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 5:12:47, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6672, loss_cls: 2.5314, loss: 2.5314, grad_norm: 5.7947 2021-07-13 11:43:35,953 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 5:12:42, time: 0.408, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6609, loss_cls: 2.6028, loss: 2.6028, grad_norm: 5.7332 2021-07-13 11:43:43,028 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 5:12:33, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6367, loss_cls: 2.7205, loss: 2.7205, grad_norm: 5.8449 2021-07-13 11:43:50,879 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 5:12:26, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6398, loss_cls: 2.6942, loss: 2.6942, grad_norm: 5.8773 2021-07-13 11:43:58,179 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 5:12:18, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6375, loss_cls: 2.6889, loss: 2.6889, grad_norm: 5.8350 2021-07-13 11:44:06,111 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 5:12:12, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6594, loss_cls: 2.5714, loss: 2.5714, grad_norm: 5.9242 2021-07-13 11:44:13,405 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 5:12:04, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6445, loss_cls: 2.6849, loss: 2.6849, grad_norm: 5.8860 2021-07-13 11:44:20,771 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 5:11:56, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6305, loss_cls: 2.6577, loss: 2.6577, grad_norm: 6.0296 2021-07-13 11:44:28,222 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 5:11:48, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6367, loss_cls: 2.6704, loss: 2.6704, grad_norm: 5.8464 2021-07-13 11:44:36,314 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 5:11:42, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6242, loss_cls: 2.7971, loss: 2.7971, grad_norm: 5.8662 2021-07-13 11:44:43,585 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 5:11:34, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6281, loss_cls: 2.7480, loss: 2.7480, grad_norm: 5.8139 2021-07-13 11:44:50,838 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 5:11:26, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6266, loss_cls: 2.7145, loss: 2.7145, grad_norm: 5.7352 2021-07-13 11:44:52,051 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-07-13 11:45:04,077 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 5:11:23, time: 0.584, data_time: 0.250, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6594, loss_cls: 2.6551, loss: 2.6551, grad_norm: 5.9150 2021-07-13 11:45:11,354 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 5:11:15, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6406, loss_cls: 2.6459, loss: 2.6459, grad_norm: 6.1528 2021-07-13 11:45:19,227 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 5:11:08, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6555, loss_cls: 2.6913, loss: 2.6913, grad_norm: 6.0887 2021-07-13 11:45:26,612 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 5:11:01, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6516, loss_cls: 2.6211, loss: 2.6211, grad_norm: 6.0113 2021-07-13 11:45:34,324 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 5:10:54, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5719, loss: 2.5719, grad_norm: 6.2122 2021-07-13 11:45:41,791 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 5:10:46, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6367, loss_cls: 2.6354, loss: 2.6354, grad_norm: 5.9659 2021-07-13 11:45:48,969 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 5:10:38, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6562, loss_cls: 2.7035, loss: 2.7035, grad_norm: 5.9360 2021-07-13 11:45:56,606 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 5:10:30, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6477, loss_cls: 2.7211, loss: 2.7211, grad_norm: 6.0666 2021-07-13 11:46:04,052 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 5:10:23, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6602, loss_cls: 2.6030, loss: 2.6030, grad_norm: 5.8976 2021-07-13 11:46:11,492 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 5:10:15, time: 0.375, data_time: 0.004, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6305, loss_cls: 2.7591, loss: 2.7591, grad_norm: 5.7692 2021-07-13 11:46:19,019 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 5:10:08, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6562, loss_cls: 2.6209, loss: 2.6209, grad_norm: 5.9789 2021-07-13 11:46:26,379 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 5:10:00, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6492, loss_cls: 2.6228, loss: 2.6228, grad_norm: 5.8524 2021-07-13 11:46:33,604 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 5:09:51, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6719, loss_cls: 2.5540, loss: 2.5540, grad_norm: 5.9295 2021-07-13 11:46:41,553 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 5:09:45, time: 0.397, data_time: 0.032, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6477, loss_cls: 2.6263, loss: 2.6263, grad_norm: 6.1845 2021-07-13 11:46:49,068 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 5:09:38, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6562, loss_cls: 2.5877, loss: 2.5877, grad_norm: 5.7982 2021-07-13 11:46:56,743 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 5:09:30, time: 0.382, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6484, loss_cls: 2.5934, loss: 2.5934, grad_norm: 5.9655 2021-07-13 11:47:04,480 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 5:09:24, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6391, loss_cls: 2.7303, loss: 2.7303, grad_norm: 5.8693 2021-07-13 11:47:11,764 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 5:09:15, time: 0.364, data_time: 0.019, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6430, loss_cls: 2.6718, loss: 2.6718, grad_norm: 5.6165 2021-07-13 11:47:19,222 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 5:09:08, time: 0.373, data_time: 0.035, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6375, loss_cls: 2.6941, loss: 2.6941, grad_norm: 6.0151 2021-07-13 11:47:27,096 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 5:09:01, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6477, loss_cls: 2.6246, loss: 2.6246, grad_norm: 5.9450 2021-07-13 11:47:34,760 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 5:08:54, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6492, loss_cls: 2.6052, loss: 2.6052, grad_norm: 5.8103 2021-07-13 11:47:42,172 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 5:08:46, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6594, loss_cls: 2.5307, loss: 2.5307, grad_norm: 5.8610 2021-07-13 11:47:49,331 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 5:08:38, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6492, loss_cls: 2.6483, loss: 2.6483, grad_norm: 6.1113 2021-07-13 11:47:56,662 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 5:08:30, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6664, loss_cls: 2.5898, loss: 2.5898, grad_norm: 5.9683 2021-07-13 11:48:03,888 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 5:08:22, time: 0.361, data_time: 0.018, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6320, loss_cls: 2.7153, loss: 2.7153, grad_norm: 5.9156 2021-07-13 11:48:11,131 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 5:08:13, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6617, loss_cls: 2.6069, loss: 2.6069, grad_norm: 6.0060 2021-07-13 11:48:19,076 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 5:08:07, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6203, loss_cls: 2.7435, loss: 2.7435, grad_norm: 5.9181 2021-07-13 11:48:26,307 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 5:07:59, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6195, loss_cls: 2.7534, loss: 2.7534, grad_norm: 5.9350 2021-07-13 11:48:34,045 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 5:07:52, time: 0.387, data_time: 0.003, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6203, loss_cls: 2.7665, loss: 2.7665, grad_norm: 6.0018 2021-07-13 11:48:41,870 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 5:07:45, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6438, loss_cls: 2.6431, loss: 2.6431, grad_norm: 5.9148 2021-07-13 11:48:49,427 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 5:07:38, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5653, loss: 2.5653, grad_norm: 6.0305 2021-07-13 11:48:56,464 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 5:07:29, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6406, loss_cls: 2.6114, loss: 2.6114, grad_norm: 5.6608 2021-07-13 11:49:04,252 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 5:07:22, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6477, loss_cls: 2.6775, loss: 2.6775, grad_norm: 5.8458 2021-07-13 11:49:11,423 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 5:07:14, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6445, loss_cls: 2.6909, loss: 2.6909, grad_norm: 5.9379 2021-07-13 11:49:19,206 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 5:07:07, time: 0.389, data_time: 0.000, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6492, loss_cls: 2.6770, loss: 2.6770, grad_norm: 6.0858 2021-07-13 11:49:26,992 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 5:07:00, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6602, loss_cls: 2.6113, loss: 2.6113, grad_norm: 5.9782 2021-07-13 11:49:34,473 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 5:06:53, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6250, loss_cls: 2.7201, loss: 2.7201, grad_norm: 5.9092 2021-07-13 11:49:41,769 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 5:06:45, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6586, loss_cls: 2.6389, loss: 2.6389, grad_norm: 5.8133 2021-07-13 11:49:49,517 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 5:06:38, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6453, loss_cls: 2.6781, loss: 2.6781, grad_norm: 6.0147 2021-07-13 11:49:56,949 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 5:06:30, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6523, loss_cls: 2.6249, loss: 2.6249, grad_norm: 5.8238 2021-07-13 11:50:04,356 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 5:06:22, time: 0.373, data_time: 0.003, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6617, loss_cls: 2.5352, loss: 2.5352, grad_norm: 5.9991 2021-07-13 11:50:11,637 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 5:06:14, time: 0.363, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6266, loss_cls: 2.7296, loss: 2.7296, grad_norm: 5.7702 2021-07-13 11:50:19,166 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 5:06:07, time: 0.377, data_time: 0.007, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.5512, loss: 2.5512, grad_norm: 5.8664 2021-07-13 11:50:26,761 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 5:05:59, time: 0.379, data_time: 0.003, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6672, loss_cls: 2.5176, loss: 2.5176, grad_norm: 5.9030 2021-07-13 11:50:34,453 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 5:05:52, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6695, loss_cls: 2.6535, loss: 2.6535, grad_norm: 6.1434 2021-07-13 11:50:41,783 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 5:05:44, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6391, loss_cls: 2.6513, loss: 2.6513, grad_norm: 5.8040 2021-07-13 11:50:49,484 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 5:05:37, time: 0.384, data_time: 0.010, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6500, loss_cls: 2.6803, loss: 2.6803, grad_norm: 5.8437 2021-07-13 11:50:57,203 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 5:05:30, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6352, loss_cls: 2.7143, loss: 2.7143, grad_norm: 5.6526 2021-07-13 11:51:04,659 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 5:05:23, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6555, loss_cls: 2.6367, loss: 2.6367, grad_norm: 5.9950 2021-07-13 11:51:12,348 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 5:05:16, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6594, loss_cls: 2.5870, loss: 2.5870, grad_norm: 5.9165 2021-07-13 11:51:19,687 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 5:05:08, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6336, loss_cls: 2.7083, loss: 2.7083, grad_norm: 5.9135 2021-07-13 11:51:27,097 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 5:05:00, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6516, loss_cls: 2.6163, loss: 2.6163, grad_norm: 5.8806 2021-07-13 11:51:34,901 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 5:04:53, time: 0.390, data_time: 0.054, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6617, loss_cls: 2.6012, loss: 2.6012, grad_norm: 5.7751 2021-07-13 11:51:42,280 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 5:04:45, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6344, loss_cls: 2.7108, loss: 2.7108, grad_norm: 6.0062 2021-07-13 11:51:49,468 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 5:04:37, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6445, loss_cls: 2.6665, loss: 2.6665, grad_norm: 5.7252 2021-07-13 11:51:57,302 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 5:04:30, time: 0.391, data_time: 0.044, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6641, loss_cls: 2.5729, loss: 2.5729, grad_norm: 5.8747 2021-07-13 11:52:05,175 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 5:04:24, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6508, loss_cls: 2.5778, loss: 2.5778, grad_norm: 6.2895 2021-07-13 11:52:12,782 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 5:04:16, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6508, loss_cls: 2.6603, loss: 2.6603, grad_norm: 5.9619 2021-07-13 11:52:20,387 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 5:04:09, time: 0.380, data_time: 0.038, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6523, loss_cls: 2.6877, loss: 2.6877, grad_norm: 6.1215 2021-07-13 11:52:27,931 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 5:04:02, time: 0.376, data_time: 0.005, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6352, loss_cls: 2.6869, loss: 2.6869, grad_norm: 5.7824 2021-07-13 11:52:35,384 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 5:03:54, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6570, loss_cls: 2.6378, loss: 2.6378, grad_norm: 5.9955 2021-07-13 11:52:42,515 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 5:03:45, time: 0.357, data_time: 0.002, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6336, loss_cls: 2.7069, loss: 2.7069, grad_norm: 6.0784 2021-07-13 11:52:50,141 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 5:03:38, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6578, loss_cls: 2.6131, loss: 2.6131, grad_norm: 5.7856 2021-07-13 11:52:57,922 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 5:03:31, time: 0.390, data_time: 0.005, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6414, loss_cls: 2.7319, loss: 2.7319, grad_norm: 5.8478 2021-07-13 11:53:05,315 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 5:03:24, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6438, loss_cls: 2.6087, loss: 2.6087, grad_norm: 5.6919 2021-07-13 11:53:12,875 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 5:03:16, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6539, loss_cls: 2.6167, loss: 2.6167, grad_norm: 6.1756 2021-07-13 11:53:20,313 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 5:03:09, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6320, loss_cls: 2.7295, loss: 2.7295, grad_norm: 5.9989 2021-07-13 11:53:21,530 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-07-13 11:54:18,849 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 11:54:19,060 - mmaction - INFO - top1_acc 0.3078 top5_acc 0.5961 2021-07-13 11:54:19,060 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 11:54:19,069 - mmaction - INFO - mean_acc 0.2830 2021-07-13 11:54:19,375 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-07-13 11:54:19,376 - mmaction - INFO - Best top1_acc is 0.3078 at 14 epoch. 2021-07-13 11:54:19,383 - mmaction - INFO - Epoch(val) [14][181] top1_acc: 0.3078, top5_acc: 0.5961, mean_class_accuracy: 0.2830 2021-07-13 11:54:30,268 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 5:03:03, time: 0.542, data_time: 0.157, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6602, loss_cls: 2.5906, loss: 2.5906, grad_norm: 5.7587 2021-07-13 11:54:37,742 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 5:02:55, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6773, loss_cls: 2.5439, loss: 2.5439, grad_norm: 5.8061 2021-07-13 11:54:45,707 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 5:02:49, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6594, loss_cls: 2.6121, loss: 2.6121, grad_norm: 6.2155 2021-07-13 11:54:52,981 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 5:02:41, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6516, loss_cls: 2.6155, loss: 2.6155, grad_norm: 5.9198 2021-07-13 11:55:00,211 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 5:02:33, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6641, loss_cls: 2.5512, loss: 2.5512, grad_norm: 5.9660 2021-07-13 11:55:08,138 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 5:02:26, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6391, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.8851 2021-07-13 11:55:15,376 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 5:02:18, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6492, loss_cls: 2.6333, loss: 2.6333, grad_norm: 5.9235 2021-07-13 11:55:23,129 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 5:02:11, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6781, loss_cls: 2.4729, loss: 2.4729, grad_norm: 5.9348 2021-07-13 11:55:30,406 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 5:02:03, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6492, loss_cls: 2.6387, loss: 2.6387, grad_norm: 5.9929 2021-07-13 11:55:38,112 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 5:01:56, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6797, loss_cls: 2.5126, loss: 2.5126, grad_norm: 6.1254 2021-07-13 11:55:45,574 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 5:01:48, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6242, loss_cls: 2.7797, loss: 2.7797, grad_norm: 5.9401 2021-07-13 11:55:53,259 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 5:01:41, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6555, loss_cls: 2.6302, loss: 2.6302, grad_norm: 5.9580 2021-07-13 11:56:00,649 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 5:01:33, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6703, loss_cls: 2.5168, loss: 2.5168, grad_norm: 5.7675 2021-07-13 11:56:08,301 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 5:01:26, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6555, loss_cls: 2.6280, loss: 2.6280, grad_norm: 5.7976 2021-07-13 11:56:15,573 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 5:01:18, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6281, loss_cls: 2.6906, loss: 2.6906, grad_norm: 6.0334 2021-07-13 11:56:23,018 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 5:01:10, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6336, loss_cls: 2.6524, loss: 2.6524, grad_norm: 6.0056 2021-07-13 11:56:31,112 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 5:01:04, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6617, loss_cls: 2.5772, loss: 2.5772, grad_norm: 5.7890 2021-07-13 11:56:38,021 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 5:00:55, time: 0.344, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6750, loss_cls: 2.5356, loss: 2.5356, grad_norm: 5.9270 2021-07-13 11:56:45,616 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 5:00:48, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6555, loss_cls: 2.5651, loss: 2.5651, grad_norm: 5.8022 2021-07-13 11:56:52,916 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 5:00:40, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6484, loss_cls: 2.5912, loss: 2.5912, grad_norm: 5.9773 2021-07-13 11:57:00,178 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 5:00:32, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6336, loss_cls: 2.6815, loss: 2.6815, grad_norm: 5.9898 2021-07-13 11:57:07,671 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 5:00:24, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6484, loss_cls: 2.5953, loss: 2.5953, grad_norm: 5.9962 2021-07-13 11:57:15,325 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 5:00:17, time: 0.382, data_time: 0.000, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6297, loss_cls: 2.7260, loss: 2.7260, grad_norm: 6.0007 2021-07-13 11:57:22,636 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 5:00:09, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6453, loss_cls: 2.6423, loss: 2.6423, grad_norm: 6.1663 2021-07-13 11:57:30,256 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 5:00:02, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6188, loss_cls: 2.7080, loss: 2.7080, grad_norm: 5.9107 2021-07-13 11:57:37,655 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 4:59:54, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6609, loss_cls: 2.6047, loss: 2.6047, grad_norm: 5.8738 2021-07-13 11:57:45,473 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 4:59:47, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6461, loss_cls: 2.6994, loss: 2.6994, grad_norm: 6.1358 2021-07-13 11:57:52,507 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 4:59:39, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.6188, loss: 2.6188, grad_norm: 5.9648 2021-07-13 11:58:00,177 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 4:59:31, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6422, loss_cls: 2.6722, loss: 2.6722, grad_norm: 6.0820 2021-07-13 11:58:07,562 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 4:59:24, time: 0.369, data_time: 0.010, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6617, loss_cls: 2.5301, loss: 2.5301, grad_norm: 5.9315 2021-07-13 11:58:14,884 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 4:59:16, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6516, loss_cls: 2.5937, loss: 2.5937, grad_norm: 5.9893 2021-07-13 11:58:22,366 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 4:59:08, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6617, loss_cls: 2.6119, loss: 2.6119, grad_norm: 5.9784 2021-07-13 11:58:29,705 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 4:59:00, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6664, loss_cls: 2.5558, loss: 2.5558, grad_norm: 6.0599 2021-07-13 11:58:37,297 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 4:58:53, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6586, loss_cls: 2.6361, loss: 2.6361, grad_norm: 5.9772 2021-07-13 11:58:44,445 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 4:58:44, time: 0.357, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6711, loss_cls: 2.5469, loss: 2.5469, grad_norm: 5.7986 2021-07-13 11:58:52,080 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 4:58:37, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6562, loss_cls: 2.5809, loss: 2.5809, grad_norm: 5.8499 2021-07-13 11:59:00,150 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 4:58:31, time: 0.403, data_time: 0.000, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.6125, loss: 2.6125, grad_norm: 6.2272 2021-07-13 11:59:07,288 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 4:58:23, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6648, loss_cls: 2.5746, loss: 2.5746, grad_norm: 5.8945 2021-07-13 11:59:14,473 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 4:58:14, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6664, loss_cls: 2.5310, loss: 2.5310, grad_norm: 6.2151 2021-07-13 11:59:21,743 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 4:58:06, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6453, loss_cls: 2.6284, loss: 2.6284, grad_norm: 5.9757 2021-07-13 11:59:29,448 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 4:57:59, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6414, loss_cls: 2.6410, loss: 2.6410, grad_norm: 6.0114 2021-07-13 11:59:37,192 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 4:57:52, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6586, loss_cls: 2.5951, loss: 2.5951, grad_norm: 5.9321 2021-07-13 11:59:44,660 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 4:57:44, time: 0.371, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6617, loss_cls: 2.5404, loss: 2.5404, grad_norm: 6.1325 2021-07-13 11:59:51,875 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 4:57:36, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6539, loss_cls: 2.6852, loss: 2.6852, grad_norm: 6.0814 2021-07-13 11:59:59,442 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 4:57:29, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6312, loss_cls: 2.7070, loss: 2.7070, grad_norm: 5.9046 2021-07-13 12:00:07,319 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 4:57:22, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6469, loss_cls: 2.6672, loss: 2.6672, grad_norm: 5.9463 2021-07-13 12:00:15,047 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 4:57:15, time: 0.385, data_time: 0.021, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6633, loss_cls: 2.5648, loss: 2.5648, grad_norm: 5.9411 2021-07-13 12:00:22,560 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 4:57:08, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6773, loss_cls: 2.5315, loss: 2.5315, grad_norm: 6.0800 2021-07-13 12:00:30,455 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 4:57:01, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6703, loss_cls: 2.5792, loss: 2.5792, grad_norm: 6.0159 2021-07-13 12:00:37,872 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 4:56:53, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6633, loss_cls: 2.6508, loss: 2.6508, grad_norm: 5.8642 2021-07-13 12:00:44,951 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 4:56:45, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6383, loss_cls: 2.6642, loss: 2.6642, grad_norm: 5.8972 2021-07-13 12:00:52,705 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 4:56:38, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6391, loss_cls: 2.6631, loss: 2.6631, grad_norm: 5.7848 2021-07-13 12:00:59,850 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 4:56:30, time: 0.358, data_time: 0.002, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6617, loss_cls: 2.6023, loss: 2.6023, grad_norm: 5.7194 2021-07-13 12:01:08,242 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 4:56:24, time: 0.418, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6508, loss_cls: 2.6056, loss: 2.6056, grad_norm: 5.9516 2021-07-13 12:01:15,381 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 4:56:16, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6477, loss_cls: 2.6399, loss: 2.6399, grad_norm: 5.7969 2021-07-13 12:01:22,906 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 4:56:08, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6516, loss_cls: 2.6436, loss: 2.6436, grad_norm: 5.8871 2021-07-13 12:01:30,482 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 4:56:01, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6523, loss_cls: 2.5615, loss: 2.5615, grad_norm: 5.9693 2021-07-13 12:01:37,879 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 4:55:53, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6250, loss_cls: 2.7088, loss: 2.7088, grad_norm: 6.0532 2021-07-13 12:01:45,437 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 4:55:46, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6711, loss_cls: 2.4920, loss: 2.4920, grad_norm: 6.0294 2021-07-13 12:01:52,758 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 4:55:38, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6594, loss_cls: 2.5374, loss: 2.5374, grad_norm: 6.2234 2021-07-13 12:02:00,044 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 4:55:30, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6648, loss_cls: 2.6079, loss: 2.6079, grad_norm: 6.0303 2021-07-13 12:02:08,321 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 4:55:24, time: 0.414, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6508, loss_cls: 2.6604, loss: 2.6604, grad_norm: 6.0420 2021-07-13 12:02:15,390 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 4:55:15, time: 0.353, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6523, loss_cls: 2.6682, loss: 2.6682, grad_norm: 5.9907 2021-07-13 12:02:22,953 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 4:55:08, time: 0.378, data_time: 0.004, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6586, loss_cls: 2.6051, loss: 2.6051, grad_norm: 5.9659 2021-07-13 12:02:30,385 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 4:55:00, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6594, loss_cls: 2.6542, loss: 2.6542, grad_norm: 6.2636 2021-07-13 12:02:37,881 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 4:54:53, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6484, loss_cls: 2.6163, loss: 2.6163, grad_norm: 5.9180 2021-07-13 12:02:45,325 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 4:54:45, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6570, loss_cls: 2.5740, loss: 2.5740, grad_norm: 5.8730 2021-07-13 12:02:46,544 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-07-13 12:02:58,350 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 4:54:41, time: 0.573, data_time: 0.152, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6656, loss_cls: 2.5693, loss: 2.5693, grad_norm: 6.1136 2021-07-13 12:03:05,421 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 4:54:32, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6422, loss_cls: 2.6888, loss: 2.6888, grad_norm: 5.9893 2021-07-13 12:03:13,156 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 4:54:25, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6766, loss_cls: 2.5180, loss: 2.5180, grad_norm: 5.9294 2021-07-13 12:03:20,331 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 4:54:17, time: 0.361, data_time: 0.003, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6555, loss_cls: 2.5795, loss: 2.5795, grad_norm: 6.2821 2021-07-13 12:03:28,154 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 4:54:10, time: 0.391, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6664, loss_cls: 2.5670, loss: 2.5670, grad_norm: 5.9952 2021-07-13 12:03:35,724 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 4:54:03, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6602, loss_cls: 2.5754, loss: 2.5754, grad_norm: 5.9854 2021-07-13 12:03:43,691 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 4:53:56, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6555, loss_cls: 2.6193, loss: 2.6193, grad_norm: 6.0002 2021-07-13 12:03:51,492 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 4:53:49, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6664, loss_cls: 2.5650, loss: 2.5650, grad_norm: 6.0207 2021-07-13 12:03:59,503 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 4:53:43, time: 0.400, data_time: 0.036, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6781, loss_cls: 2.4921, loss: 2.4921, grad_norm: 5.9335 2021-07-13 12:04:06,975 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 4:53:35, time: 0.374, data_time: 0.016, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6711, loss_cls: 2.5385, loss: 2.5385, grad_norm: 6.3583 2021-07-13 12:04:14,037 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 4:53:27, time: 0.353, data_time: 0.000, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6500, loss_cls: 2.6610, loss: 2.6610, grad_norm: 5.9571 2021-07-13 12:04:21,851 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 4:53:20, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6484, loss_cls: 2.6876, loss: 2.6876, grad_norm: 6.1658 2021-07-13 12:04:29,613 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 4:53:13, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6523, loss_cls: 2.6185, loss: 2.6185, grad_norm: 6.1021 2021-07-13 12:04:36,915 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 4:53:05, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6750, loss_cls: 2.5619, loss: 2.5619, grad_norm: 5.8140 2021-07-13 12:04:44,148 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 4:52:57, time: 0.361, data_time: 0.005, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6867, loss_cls: 2.4638, loss: 2.4638, grad_norm: 5.9325 2021-07-13 12:04:51,578 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 4:52:49, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6477, loss_cls: 2.6381, loss: 2.6381, grad_norm: 5.9977 2021-07-13 12:04:59,232 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 4:52:42, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6438, loss_cls: 2.6591, loss: 2.6591, grad_norm: 6.0985 2021-07-13 12:05:06,550 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 4:52:34, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6773, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.1250 2021-07-13 12:05:14,333 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 4:52:27, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6578, loss_cls: 2.5095, loss: 2.5095, grad_norm: 6.0387 2021-07-13 12:05:22,081 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 4:52:20, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6750, loss_cls: 2.5331, loss: 2.5331, grad_norm: 5.7029 2021-07-13 12:05:29,560 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 4:52:12, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6773, loss_cls: 2.5431, loss: 2.5431, grad_norm: 5.9687 2021-07-13 12:05:37,063 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 4:52:05, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6461, loss_cls: 2.6193, loss: 2.6193, grad_norm: 5.9196 2021-07-13 12:05:44,454 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 4:51:57, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6406, loss_cls: 2.6501, loss: 2.6501, grad_norm: 5.9820 2021-07-13 12:05:52,183 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 4:51:50, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6719, loss_cls: 2.6050, loss: 2.6050, grad_norm: 6.2252 2021-07-13 12:05:59,385 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 4:51:42, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6617, loss_cls: 2.6275, loss: 2.6275, grad_norm: 6.1280 2021-07-13 12:06:07,042 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 4:51:34, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6813, loss_cls: 2.5436, loss: 2.5436, grad_norm: 6.1575 2021-07-13 12:06:14,456 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 4:51:27, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6492, loss_cls: 2.6048, loss: 2.6048, grad_norm: 6.0146 2021-07-13 12:06:21,897 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 4:51:19, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6570, loss_cls: 2.5574, loss: 2.5574, grad_norm: 5.8772 2021-07-13 12:06:29,228 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 4:51:11, time: 0.366, data_time: 0.008, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6570, loss_cls: 2.5842, loss: 2.5842, grad_norm: 6.0614 2021-07-13 12:06:36,415 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 4:51:03, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6508, loss_cls: 2.5966, loss: 2.5966, grad_norm: 6.0816 2021-07-13 12:06:44,591 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 4:50:57, time: 0.409, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6312, loss_cls: 2.6500, loss: 2.6500, grad_norm: 5.9137 2021-07-13 12:06:51,762 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 4:50:49, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6734, loss_cls: 2.5808, loss: 2.5808, grad_norm: 5.8085 2021-07-13 12:06:59,231 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 4:50:41, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6789, loss_cls: 2.5966, loss: 2.5966, grad_norm: 6.1402 2021-07-13 12:07:06,568 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 4:50:33, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.5082, loss: 2.5082, grad_norm: 6.0586 2021-07-13 12:07:14,385 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 4:50:26, time: 0.392, data_time: 0.003, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6500, loss_cls: 2.6541, loss: 2.6541, grad_norm: 6.0252 2021-07-13 12:07:21,475 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 4:50:18, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6781, loss_cls: 2.5154, loss: 2.5154, grad_norm: 6.0526 2021-07-13 12:07:28,957 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 4:50:10, time: 0.377, data_time: 0.014, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6539, loss_cls: 2.6662, loss: 2.6662, grad_norm: 6.0499 2021-07-13 12:07:36,566 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 4:50:03, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6469, loss_cls: 2.6671, loss: 2.6671, grad_norm: 6.0446 2021-07-13 12:07:43,953 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 4:49:55, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6336, loss_cls: 2.6477, loss: 2.6477, grad_norm: 5.8679 2021-07-13 12:07:51,643 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 4:49:48, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6484, loss_cls: 2.6140, loss: 2.6140, grad_norm: 5.9089 2021-07-13 12:07:58,902 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 4:49:40, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6883, loss_cls: 2.4908, loss: 2.4908, grad_norm: 5.8651 2021-07-13 12:08:06,219 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 4:49:32, time: 0.368, data_time: 0.004, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6695, loss_cls: 2.5016, loss: 2.5016, grad_norm: 5.9400 2021-07-13 12:08:13,992 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 4:49:25, time: 0.390, data_time: 0.052, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6500, loss_cls: 2.6146, loss: 2.6146, grad_norm: 6.1689 2021-07-13 12:08:21,070 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 4:49:16, time: 0.352, data_time: 0.000, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6469, loss_cls: 2.6448, loss: 2.6448, grad_norm: 6.0669 2021-07-13 12:08:28,767 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 4:49:09, time: 0.386, data_time: 0.011, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6656, loss_cls: 2.5889, loss: 2.5889, grad_norm: 6.0146 2021-07-13 12:08:36,191 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 4:49:01, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6391, loss_cls: 2.6790, loss: 2.6790, grad_norm: 6.0387 2021-07-13 12:08:44,165 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 4:48:55, time: 0.403, data_time: 0.005, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6531, loss_cls: 2.6391, loss: 2.6391, grad_norm: 6.0010 2021-07-13 12:08:51,006 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 4:48:46, time: 0.342, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6508, loss_cls: 2.6203, loss: 2.6203, grad_norm: 5.7186 2021-07-13 12:08:58,550 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 4:48:39, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6687, loss_cls: 2.5282, loss: 2.5282, grad_norm: 5.8405 2021-07-13 12:09:05,868 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 4:48:31, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6453, loss_cls: 2.6034, loss: 2.6034, grad_norm: 6.0575 2021-07-13 12:09:13,665 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 4:48:24, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6539, loss_cls: 2.5806, loss: 2.5806, grad_norm: 5.8617 2021-07-13 12:09:21,043 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 4:48:16, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6562, loss_cls: 2.5714, loss: 2.5714, grad_norm: 6.0989 2021-07-13 12:09:28,625 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 4:48:09, time: 0.380, data_time: 0.003, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6539, loss_cls: 2.6110, loss: 2.6110, grad_norm: 5.8297 2021-07-13 12:09:36,101 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 4:48:01, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.5672, loss: 2.5672, grad_norm: 6.0370 2021-07-13 12:09:44,094 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 4:47:55, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6609, loss_cls: 2.5880, loss: 2.5880, grad_norm: 5.7182 2021-07-13 12:09:51,102 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 4:47:46, time: 0.348, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6367, loss_cls: 2.7284, loss: 2.7284, grad_norm: 5.9455 2021-07-13 12:09:58,596 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 4:47:38, time: 0.375, data_time: 0.003, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6672, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.8772 2021-07-13 12:10:06,021 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 4:47:31, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6500, loss_cls: 2.6247, loss: 2.6247, grad_norm: 6.0021 2021-07-13 12:10:13,746 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 4:47:24, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6445, loss_cls: 2.6399, loss: 2.6399, grad_norm: 5.9876 2021-07-13 12:10:20,942 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 4:47:15, time: 0.356, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6680, loss_cls: 2.6103, loss: 2.6103, grad_norm: 6.1998 2021-07-13 12:10:28,594 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 4:47:08, time: 0.386, data_time: 0.004, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6766, loss_cls: 2.4701, loss: 2.4701, grad_norm: 6.1166 2021-07-13 12:10:36,007 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 4:47:00, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6813, loss_cls: 2.5251, loss: 2.5251, grad_norm: 6.0217 2021-07-13 12:10:43,518 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 4:46:53, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6547, loss_cls: 2.6265, loss: 2.6265, grad_norm: 5.8940 2021-07-13 12:10:50,231 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 4:46:44, time: 0.335, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6813, loss_cls: 2.5066, loss: 2.5066, grad_norm: 5.5837 2021-07-13 12:10:58,078 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 4:46:37, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6617, loss_cls: 2.5423, loss: 2.5423, grad_norm: 5.9926 2021-07-13 12:11:05,421 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 4:46:29, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6617, loss_cls: 2.5817, loss: 2.5817, grad_norm: 5.9390 2021-07-13 12:11:12,986 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 4:46:22, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6672, loss_cls: 2.5708, loss: 2.5708, grad_norm: 6.1233 2021-07-13 12:11:14,216 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-07-13 12:12:11,078 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 12:12:11,222 - mmaction - INFO - top1_acc 0.3091 top5_acc 0.5978 2021-07-13 12:12:11,222 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 12:12:11,231 - mmaction - INFO - mean_acc 0.2787 2021-07-13 12:12:11,534 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-07-13 12:12:11,534 - mmaction - INFO - Best top1_acc is 0.3091 at 16 epoch. 2021-07-13 12:12:11,542 - mmaction - INFO - Epoch(val) [16][181] top1_acc: 0.3091, top5_acc: 0.5978, mean_class_accuracy: 0.2787 2021-07-13 12:12:22,530 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 4:46:16, time: 0.548, data_time: 0.150, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6820, loss_cls: 2.4659, loss: 2.4659, grad_norm: 5.9938 2021-07-13 12:12:31,018 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 4:46:10, time: 0.426, data_time: 0.002, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6562, loss_cls: 2.5740, loss: 2.5740, grad_norm: 5.9766 2021-07-13 12:12:38,174 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 4:46:02, time: 0.356, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6547, loss_cls: 2.5367, loss: 2.5367, grad_norm: 5.9710 2021-07-13 12:12:45,481 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 4:45:54, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6805, loss_cls: 2.4748, loss: 2.4748, grad_norm: 5.9717 2021-07-13 12:12:53,369 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 4:45:47, time: 0.394, data_time: 0.003, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6633, loss_cls: 2.5503, loss: 2.5503, grad_norm: 5.8875 2021-07-13 12:13:00,689 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 4:45:39, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6320, loss_cls: 2.6780, loss: 2.6780, grad_norm: 6.0619 2021-07-13 12:13:08,152 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 4:45:32, time: 0.374, data_time: 0.010, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.5494, loss: 2.5494, grad_norm: 6.0900 2021-07-13 12:13:15,614 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 4:45:24, time: 0.373, data_time: 0.034, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6750, loss_cls: 2.4733, loss: 2.4733, grad_norm: 6.0335 2021-07-13 12:13:22,768 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 4:45:16, time: 0.356, data_time: 0.002, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6648, loss_cls: 2.5292, loss: 2.5292, grad_norm: 5.9525 2021-07-13 12:13:30,365 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 4:45:08, time: 0.383, data_time: 0.007, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6492, loss_cls: 2.5949, loss: 2.5949, grad_norm: 5.8728 2021-07-13 12:13:37,886 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 4:45:01, time: 0.376, data_time: 0.015, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6617, loss_cls: 2.5787, loss: 2.5787, grad_norm: 5.8778 2021-07-13 12:13:45,167 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 4:44:53, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.6703, loss_cls: 2.4721, loss: 2.4721, grad_norm: 5.9911 2021-07-13 12:13:52,806 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 4:44:46, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6773, loss_cls: 2.5001, loss: 2.5001, grad_norm: 5.8566 2021-07-13 12:14:00,127 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 4:44:38, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6867, loss_cls: 2.4668, loss: 2.4668, grad_norm: 6.0312 2021-07-13 12:14:07,480 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 4:44:30, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6844, loss_cls: 2.4522, loss: 2.4522, grad_norm: 6.1947 2021-07-13 12:14:15,161 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 4:44:23, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6781, loss_cls: 2.4499, loss: 2.4499, grad_norm: 5.9180 2021-07-13 12:14:22,224 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 4:44:14, time: 0.353, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6586, loss_cls: 2.4749, loss: 2.4749, grad_norm: 6.1783 2021-07-13 12:14:30,152 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 4:44:07, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6633, loss_cls: 2.5837, loss: 2.5837, grad_norm: 5.9882 2021-07-13 12:14:36,972 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 4:43:59, time: 0.343, data_time: 0.003, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6867, loss_cls: 2.4961, loss: 2.4961, grad_norm: 6.0367 2021-07-13 12:14:44,990 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 4:43:52, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6727, loss_cls: 2.5561, loss: 2.5561, grad_norm: 6.0464 2021-07-13 12:14:52,328 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 4:43:44, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6844, loss_cls: 2.5166, loss: 2.5166, grad_norm: 6.1522 2021-07-13 12:14:59,990 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 4:43:37, time: 0.385, data_time: 0.003, memory: 7066, top1_acc: 0.4383, top5_acc: 0.6883, loss_cls: 2.3783, loss: 2.3783, grad_norm: 5.9499 2021-07-13 12:15:07,306 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 4:43:29, time: 0.366, data_time: 0.003, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6758, loss_cls: 2.5499, loss: 2.5499, grad_norm: 6.1148 2021-07-13 12:15:14,711 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 4:43:21, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6367, loss_cls: 2.6198, loss: 2.6198, grad_norm: 5.9757 2021-07-13 12:15:22,193 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 4:43:14, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6617, loss_cls: 2.5826, loss: 2.5826, grad_norm: 6.1176 2021-07-13 12:15:29,544 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 4:43:06, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6578, loss_cls: 2.5473, loss: 2.5473, grad_norm: 6.0377 2021-07-13 12:15:37,341 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 4:42:59, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6766, loss_cls: 2.5687, loss: 2.5687, grad_norm: 6.0837 2021-07-13 12:15:44,454 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 4:42:51, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.4393, loss: 2.4393, grad_norm: 6.0362 2021-07-13 12:15:52,396 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 4:42:44, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6656, loss_cls: 2.4897, loss: 2.4897, grad_norm: 5.9399 2021-07-13 12:15:59,464 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 4:42:36, time: 0.350, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6680, loss_cls: 2.5680, loss: 2.5680, grad_norm: 6.3571 2021-07-13 12:16:07,435 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 4:42:29, time: 0.401, data_time: 0.004, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6687, loss_cls: 2.4838, loss: 2.4838, grad_norm: 5.8700 2021-07-13 12:16:14,907 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 4:42:21, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6633, loss_cls: 2.5548, loss: 2.5548, grad_norm: 6.1549 2021-07-13 12:16:22,310 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 4:42:14, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6562, loss_cls: 2.6187, loss: 2.6187, grad_norm: 6.1616 2021-07-13 12:16:29,384 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 4:42:05, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6609, loss_cls: 2.5381, loss: 2.5381, grad_norm: 6.0905 2021-07-13 12:16:37,249 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 4:41:58, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6719, loss_cls: 2.5200, loss: 2.5200, grad_norm: 6.3055 2021-07-13 12:16:45,191 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 4:41:52, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6477, loss_cls: 2.6938, loss: 2.6938, grad_norm: 6.1764 2021-07-13 12:16:52,513 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 4:41:44, time: 0.367, data_time: 0.002, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6617, loss_cls: 2.6207, loss: 2.6207, grad_norm: 6.2319 2021-07-13 12:17:00,107 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 4:41:37, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6500, loss_cls: 2.6163, loss: 2.6163, grad_norm: 6.0069 2021-07-13 12:17:07,467 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 4:41:29, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6578, loss_cls: 2.5864, loss: 2.5864, grad_norm: 5.9395 2021-07-13 12:17:15,274 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 4:41:22, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6727, loss_cls: 2.5212, loss: 2.5212, grad_norm: 6.0209 2021-07-13 12:17:22,705 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 4:41:14, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6469, loss_cls: 2.5895, loss: 2.5895, grad_norm: 6.0690 2021-07-13 12:17:30,112 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 4:41:06, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6570, loss_cls: 2.5507, loss: 2.5507, grad_norm: 6.0692 2021-07-13 12:17:37,756 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 4:40:59, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6500, loss_cls: 2.6313, loss: 2.6313, grad_norm: 5.8524 2021-07-13 12:17:45,020 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 4:40:51, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6617, loss_cls: 2.5656, loss: 2.5656, grad_norm: 5.9552 2021-07-13 12:17:52,481 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 4:40:43, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6500, loss_cls: 2.6061, loss: 2.6061, grad_norm: 6.1573 2021-07-13 12:17:59,821 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 4:40:36, time: 0.369, data_time: 0.003, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6422, loss_cls: 2.6353, loss: 2.6353, grad_norm: 5.8455 2021-07-13 12:18:07,156 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 4:40:28, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6687, loss_cls: 2.5138, loss: 2.5138, grad_norm: 5.8484 2021-07-13 12:18:15,131 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 4:40:21, time: 0.398, data_time: 0.003, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6625, loss_cls: 2.6077, loss: 2.6077, grad_norm: 6.0180 2021-07-13 12:18:22,407 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 4:40:13, time: 0.365, data_time: 0.002, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6539, loss_cls: 2.6214, loss: 2.6214, grad_norm: 5.9632 2021-07-13 12:18:30,591 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 4:40:07, time: 0.409, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6641, loss_cls: 2.5689, loss: 2.5689, grad_norm: 6.0575 2021-07-13 12:18:37,920 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 4:39:59, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6789, loss_cls: 2.4666, loss: 2.4666, grad_norm: 5.8995 2021-07-13 12:18:45,494 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 4:39:52, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6852, loss_cls: 2.4905, loss: 2.4905, grad_norm: 6.1640 2021-07-13 12:18:52,786 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 4:39:44, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6695, loss_cls: 2.5787, loss: 2.5787, grad_norm: 6.1205 2021-07-13 12:19:00,668 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 4:39:37, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6617, loss_cls: 2.5334, loss: 2.5334, grad_norm: 6.0632 2021-07-13 12:19:08,020 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 4:39:29, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6602, loss_cls: 2.5775, loss: 2.5775, grad_norm: 5.8014 2021-07-13 12:19:15,493 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 4:39:22, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6703, loss_cls: 2.5893, loss: 2.5893, grad_norm: 5.9869 2021-07-13 12:19:23,283 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 4:39:15, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6734, loss_cls: 2.5009, loss: 2.5009, grad_norm: 5.9264 2021-07-13 12:19:30,650 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 4:39:07, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6680, loss_cls: 2.5268, loss: 2.5268, grad_norm: 6.0476 2021-07-13 12:19:38,485 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 4:39:00, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6742, loss_cls: 2.5134, loss: 2.5134, grad_norm: 6.1853 2021-07-13 12:19:45,693 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 4:38:52, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6242, loss_cls: 2.6701, loss: 2.6701, grad_norm: 5.9274 2021-07-13 12:19:53,202 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 4:38:44, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6516, loss_cls: 2.6478, loss: 2.6478, grad_norm: 6.1123 2021-07-13 12:20:00,496 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 4:38:36, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6305, loss_cls: 2.6294, loss: 2.6294, grad_norm: 6.0222 2021-07-13 12:20:08,062 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 4:38:29, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6672, loss_cls: 2.5313, loss: 2.5313, grad_norm: 5.9389 2021-07-13 12:20:16,105 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 4:38:22, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6562, loss_cls: 2.5789, loss: 2.5789, grad_norm: 6.1649 2021-07-13 12:20:23,264 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 4:38:14, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6891, loss_cls: 2.5206, loss: 2.5206, grad_norm: 6.1196 2021-07-13 12:20:30,880 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 4:38:07, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6750, loss_cls: 2.5115, loss: 2.5115, grad_norm: 6.0474 2021-07-13 12:20:38,292 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 4:37:59, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6516, loss_cls: 2.6851, loss: 2.6851, grad_norm: 6.1601 2021-07-13 12:20:39,504 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-07-13 12:20:51,299 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 4:37:54, time: 0.574, data_time: 0.174, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6773, loss_cls: 2.5205, loss: 2.5205, grad_norm: 5.7672 2021-07-13 12:20:58,635 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 4:37:46, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6633, loss_cls: 2.5246, loss: 2.5246, grad_norm: 5.9535 2021-07-13 12:21:06,182 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 4:37:38, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5448, loss: 2.5448, grad_norm: 6.3193 2021-07-13 12:21:13,917 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 4:37:31, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6789, loss_cls: 2.5365, loss: 2.5365, grad_norm: 5.8924 2021-07-13 12:21:21,548 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 4:37:24, time: 0.384, data_time: 0.003, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6906, loss_cls: 2.5193, loss: 2.5193, grad_norm: 6.0613 2021-07-13 12:21:28,738 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 4:37:16, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6797, loss_cls: 2.5047, loss: 2.5047, grad_norm: 6.0958 2021-07-13 12:21:36,239 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 4:37:08, time: 0.376, data_time: 0.021, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6680, loss_cls: 2.5565, loss: 2.5565, grad_norm: 5.9989 2021-07-13 12:21:43,786 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 4:37:01, time: 0.377, data_time: 0.016, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6570, loss_cls: 2.5350, loss: 2.5350, grad_norm: 5.9316 2021-07-13 12:21:51,484 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 4:36:54, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6875, loss_cls: 2.4621, loss: 2.4621, grad_norm: 6.0906 2021-07-13 12:21:58,907 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 4:36:46, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6797, loss_cls: 2.4840, loss: 2.4840, grad_norm: 6.1224 2021-07-13 12:22:06,239 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 4:36:38, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6727, loss_cls: 2.4905, loss: 2.4905, grad_norm: 6.2666 2021-07-13 12:22:13,491 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 4:36:30, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6695, loss_cls: 2.5343, loss: 2.5343, grad_norm: 6.0658 2021-07-13 12:22:20,768 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 4:36:22, time: 0.364, data_time: 0.018, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6687, loss_cls: 2.5430, loss: 2.5430, grad_norm: 6.1049 2021-07-13 12:22:28,581 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 4:36:15, time: 0.392, data_time: 0.009, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.5408, loss: 2.5408, grad_norm: 6.1666 2021-07-13 12:22:36,249 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 4:36:08, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6813, loss_cls: 2.4592, loss: 2.4592, grad_norm: 6.0317 2021-07-13 12:22:43,342 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 4:36:00, time: 0.355, data_time: 0.015, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6734, loss_cls: 2.5136, loss: 2.5136, grad_norm: 6.3590 2021-07-13 12:22:51,111 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 4:35:53, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6664, loss_cls: 2.5752, loss: 2.5752, grad_norm: 6.1699 2021-07-13 12:22:58,774 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 4:35:45, time: 0.383, data_time: 0.034, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6953, loss_cls: 2.5216, loss: 2.5216, grad_norm: 6.2829 2021-07-13 12:23:06,341 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 4:35:38, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6711, loss_cls: 2.4450, loss: 2.4450, grad_norm: 6.0104 2021-07-13 12:23:13,765 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 4:35:30, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6648, loss_cls: 2.5024, loss: 2.5024, grad_norm: 6.2840 2021-07-13 12:23:21,167 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 4:35:23, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6500, loss_cls: 2.5564, loss: 2.5564, grad_norm: 6.0583 2021-07-13 12:23:28,919 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 4:35:15, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6828, loss_cls: 2.4793, loss: 2.4793, grad_norm: 6.0321 2021-07-13 12:23:35,958 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 4:35:07, time: 0.353, data_time: 0.003, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6789, loss_cls: 2.4864, loss: 2.4864, grad_norm: 6.0206 2021-07-13 12:23:43,783 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 4:35:00, time: 0.391, data_time: 0.015, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6758, loss_cls: 2.5030, loss: 2.5030, grad_norm: 6.2625 2021-07-13 12:23:51,467 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 4:34:53, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6875, loss_cls: 2.5265, loss: 2.5265, grad_norm: 6.1914 2021-07-13 12:23:58,840 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 4:34:45, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6906, loss_cls: 2.4527, loss: 2.4527, grad_norm: 6.0926 2021-07-13 12:24:06,871 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 4:34:39, time: 0.400, data_time: 0.039, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6578, loss_cls: 2.5447, loss: 2.5447, grad_norm: 5.9787 2021-07-13 12:24:13,754 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 4:34:30, time: 0.346, data_time: 0.002, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6820, loss_cls: 2.5171, loss: 2.5171, grad_norm: 6.3348 2021-07-13 12:24:21,729 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 4:34:23, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.5505, loss: 2.5505, grad_norm: 6.0785 2021-07-13 12:24:28,854 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 4:34:15, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6789, loss_cls: 2.5081, loss: 2.5081, grad_norm: 6.1425 2021-07-13 12:24:36,610 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 4:34:08, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6523, loss_cls: 2.6076, loss: 2.6076, grad_norm: 6.2449 2021-07-13 12:24:44,246 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 4:34:01, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6750, loss_cls: 2.5670, loss: 2.5670, grad_norm: 6.1159 2021-07-13 12:24:51,436 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 4:33:52, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6687, loss_cls: 2.5004, loss: 2.5004, grad_norm: 6.1049 2021-07-13 12:24:59,157 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 4:33:45, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6648, loss_cls: 2.5689, loss: 2.5689, grad_norm: 6.1164 2021-07-13 12:25:06,356 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 4:33:37, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6523, loss_cls: 2.5311, loss: 2.5311, grad_norm: 6.1621 2021-07-13 12:25:14,471 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 4:33:31, time: 0.406, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6766, loss_cls: 2.5331, loss: 2.5331, grad_norm: 6.4846 2021-07-13 12:25:21,911 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 4:33:23, time: 0.370, data_time: 0.020, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6633, loss_cls: 2.5739, loss: 2.5739, grad_norm: 5.9948 2021-07-13 12:25:29,513 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 4:33:16, time: 0.382, data_time: 0.012, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6742, loss_cls: 2.5083, loss: 2.5083, grad_norm: 5.9908 2021-07-13 12:25:36,744 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 4:33:08, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6547, loss_cls: 2.5726, loss: 2.5726, grad_norm: 6.1030 2021-07-13 12:25:44,151 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 4:33:00, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4817, loss: 2.4817, grad_norm: 6.0743 2021-07-13 12:25:51,228 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 4:32:52, time: 0.354, data_time: 0.003, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6633, loss_cls: 2.5338, loss: 2.5338, grad_norm: 6.0462 2021-07-13 12:25:59,203 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 4:32:45, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6719, loss_cls: 2.5328, loss: 2.5328, grad_norm: 6.0259 2021-07-13 12:26:06,367 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 4:32:37, time: 0.359, data_time: 0.009, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6547, loss_cls: 2.5877, loss: 2.5877, grad_norm: 5.8266 2021-07-13 12:26:13,888 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 4:32:29, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6500, loss_cls: 2.6092, loss: 2.6092, grad_norm: 6.0422 2021-07-13 12:26:21,596 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 4:32:22, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6922, loss_cls: 2.4724, loss: 2.4724, grad_norm: 5.9391 2021-07-13 12:26:29,351 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 4:32:15, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 2.5821, loss: 2.5821, grad_norm: 6.0938 2021-07-13 12:26:36,650 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 4:32:07, time: 0.367, data_time: 0.003, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6797, loss_cls: 2.5250, loss: 2.5250, grad_norm: 6.2398 2021-07-13 12:26:43,590 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 4:31:59, time: 0.347, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6883, loss_cls: 2.4794, loss: 2.4794, grad_norm: 6.2080 2021-07-13 12:26:51,314 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 4:31:51, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6609, loss_cls: 2.6152, loss: 2.6152, grad_norm: 6.1616 2021-07-13 12:26:59,107 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 4:31:44, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6555, loss_cls: 2.6334, loss: 2.6334, grad_norm: 6.1115 2021-07-13 12:27:06,268 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 4:31:36, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6422, loss_cls: 2.6414, loss: 2.6414, grad_norm: 5.8309 2021-07-13 12:27:13,950 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 4:31:29, time: 0.383, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6789, loss_cls: 2.5340, loss: 2.5340, grad_norm: 6.0196 2021-07-13 12:27:20,765 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 4:31:20, time: 0.341, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6789, loss_cls: 2.5109, loss: 2.5109, grad_norm: 5.8711 2021-07-13 12:27:28,798 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 4:31:14, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6641, loss_cls: 2.5397, loss: 2.5397, grad_norm: 5.9063 2021-07-13 12:27:36,156 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 4:31:06, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6766, loss_cls: 2.5141, loss: 2.5141, grad_norm: 6.1401 2021-07-13 12:27:43,792 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 4:30:59, time: 0.382, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6578, loss_cls: 2.5865, loss: 2.5865, grad_norm: 6.0073 2021-07-13 12:27:51,129 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 4:30:51, time: 0.367, data_time: 0.018, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6891, loss_cls: 2.4260, loss: 2.4260, grad_norm: 5.8074 2021-07-13 12:27:58,307 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 4:30:43, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4341, loss: 2.4341, grad_norm: 6.0466 2021-07-13 12:28:05,701 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 4:30:35, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6828, loss_cls: 2.4480, loss: 2.4480, grad_norm: 6.0747 2021-07-13 12:28:13,154 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 4:30:27, time: 0.373, data_time: 0.010, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6633, loss_cls: 2.5038, loss: 2.5038, grad_norm: 6.0266 2021-07-13 12:28:20,345 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 4:30:19, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6711, loss_cls: 2.4892, loss: 2.4892, grad_norm: 6.0790 2021-07-13 12:28:27,720 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 4:30:11, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6742, loss_cls: 2.5032, loss: 2.5032, grad_norm: 5.9314 2021-07-13 12:28:35,661 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 4:30:05, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6789, loss_cls: 2.5659, loss: 2.5659, grad_norm: 5.9596 2021-07-13 12:28:42,859 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 4:29:57, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6695, loss_cls: 2.5456, loss: 2.5456, grad_norm: 6.2243 2021-07-13 12:28:50,214 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 4:29:49, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6672, loss_cls: 2.5089, loss: 2.5089, grad_norm: 6.0428 2021-07-13 12:28:57,511 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 4:29:41, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6648, loss_cls: 2.5113, loss: 2.5113, grad_norm: 5.9934 2021-07-13 12:29:05,003 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 4:29:33, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6500, loss_cls: 2.6478, loss: 2.6478, grad_norm: 6.0113 2021-07-13 12:29:06,209 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-07-13 12:30:04,226 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 12:30:04,372 - mmaction - INFO - top1_acc 0.3399 top5_acc 0.6456 2021-07-13 12:30:04,373 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 12:30:04,381 - mmaction - INFO - mean_acc 0.3045 2021-07-13 12:30:04,686 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-07-13 12:30:04,687 - mmaction - INFO - Best top1_acc is 0.3399 at 18 epoch. 2021-07-13 12:30:04,694 - mmaction - INFO - Epoch(val) [18][181] top1_acc: 0.3399, top5_acc: 0.6456, mean_class_accuracy: 0.3045 2021-07-13 12:30:15,890 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 4:29:27, time: 0.558, data_time: 0.149, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6805, loss_cls: 2.4626, loss: 2.4626, grad_norm: 5.8808 2021-07-13 12:30:23,144 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 4:29:19, time: 0.362, data_time: 0.002, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6922, loss_cls: 2.4303, loss: 2.4303, grad_norm: 6.0994 2021-07-13 12:30:30,155 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 4:29:11, time: 0.353, data_time: 0.003, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6492, loss_cls: 2.5882, loss: 2.5882, grad_norm: 6.2013 2021-07-13 12:30:37,668 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 4:29:03, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.4237, loss: 2.4237, grad_norm: 5.9779 2021-07-13 12:30:45,776 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 4:28:57, time: 0.405, data_time: 0.053, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6805, loss_cls: 2.5143, loss: 2.5143, grad_norm: 6.1021 2021-07-13 12:30:53,324 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 4:28:49, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7039, loss_cls: 2.3261, loss: 2.3261, grad_norm: 6.0821 2021-07-13 12:31:00,518 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 4:28:41, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6805, loss_cls: 2.4970, loss: 2.4970, grad_norm: 6.0693 2021-07-13 12:31:07,769 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 4:28:33, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6625, loss_cls: 2.5091, loss: 2.5091, grad_norm: 6.2052 2021-07-13 12:31:15,589 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 4:28:26, time: 0.391, data_time: 0.015, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.5558, loss: 2.5558, grad_norm: 6.0318 2021-07-13 12:31:23,283 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 4:28:19, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6625, loss_cls: 2.5360, loss: 2.5360, grad_norm: 5.7810 2021-07-13 12:31:31,069 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 4:28:12, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6719, loss_cls: 2.4682, loss: 2.4682, grad_norm: 5.9450 2021-07-13 12:31:38,214 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 4:28:04, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6930, loss_cls: 2.4831, loss: 2.4831, grad_norm: 6.0673 2021-07-13 12:31:46,385 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 4:27:57, time: 0.408, data_time: 0.002, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6969, loss_cls: 2.4332, loss: 2.4332, grad_norm: 6.0667 2021-07-13 12:31:53,994 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 4:27:50, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6945, loss_cls: 2.3827, loss: 2.3827, grad_norm: 6.2033 2021-07-13 12:32:01,100 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 4:27:42, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6758, loss_cls: 2.5061, loss: 2.5061, grad_norm: 6.2431 2021-07-13 12:32:08,801 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 4:27:35, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6727, loss_cls: 2.4634, loss: 2.4634, grad_norm: 6.1580 2021-07-13 12:32:16,263 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 4:27:27, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7039, loss_cls: 2.3544, loss: 2.3544, grad_norm: 6.1625 2021-07-13 12:32:24,063 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 4:27:20, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6852, loss_cls: 2.4550, loss: 2.4550, grad_norm: 6.1302 2021-07-13 12:32:31,219 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 4:27:12, time: 0.360, data_time: 0.003, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6930, loss_cls: 2.4226, loss: 2.4226, grad_norm: 6.2474 2021-07-13 12:32:38,313 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 4:27:04, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6648, loss_cls: 2.5371, loss: 2.5371, grad_norm: 6.0090 2021-07-13 12:32:45,792 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 4:26:56, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6773, loss_cls: 2.4564, loss: 2.4564, grad_norm: 5.9312 2021-07-13 12:32:53,635 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 4:26:49, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6836, loss_cls: 2.4215, loss: 2.4215, grad_norm: 6.0227 2021-07-13 12:33:01,149 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 4:26:42, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6453, loss_cls: 2.6488, loss: 2.6488, grad_norm: 6.1439 2021-07-13 12:33:08,800 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 4:26:34, time: 0.380, data_time: 0.024, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6727, loss_cls: 2.5071, loss: 2.5071, grad_norm: 6.0203 2021-07-13 12:33:15,999 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 4:26:26, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 2.4543, loss: 2.4543, grad_norm: 6.0590 2021-07-13 12:33:23,191 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 4:26:18, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6719, loss_cls: 2.4767, loss: 2.4767, grad_norm: 6.1245 2021-07-13 12:33:31,006 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 4:26:11, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6664, loss_cls: 2.5050, loss: 2.5050, grad_norm: 6.0940 2021-07-13 12:33:38,225 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 4:26:03, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6562, loss_cls: 2.5672, loss: 2.5672, grad_norm: 6.0686 2021-07-13 12:33:45,564 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 4:25:55, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6734, loss_cls: 2.5200, loss: 2.5200, grad_norm: 6.2240 2021-07-13 12:33:53,113 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 4:25:48, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6813, loss_cls: 2.4519, loss: 2.4519, grad_norm: 6.0541 2021-07-13 12:34:00,544 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 4:25:40, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6633, loss_cls: 2.5171, loss: 2.5171, grad_norm: 6.0734 2021-07-13 12:34:07,787 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 4:25:32, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6711, loss_cls: 2.5099, loss: 2.5099, grad_norm: 6.1492 2021-07-13 12:34:15,710 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 4:25:25, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6719, loss_cls: 2.5301, loss: 2.5301, grad_norm: 5.9845 2021-07-13 12:34:23,342 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 4:25:18, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6578, loss_cls: 2.5619, loss: 2.5619, grad_norm: 6.0219 2021-07-13 12:34:30,501 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 4:25:10, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6734, loss_cls: 2.5242, loss: 2.5242, grad_norm: 5.6719 2021-07-13 12:34:38,295 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 4:25:03, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6852, loss_cls: 2.4615, loss: 2.4615, grad_norm: 6.2059 2021-07-13 12:34:46,151 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 4:24:56, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6859, loss_cls: 2.5005, loss: 2.5005, grad_norm: 6.3089 2021-07-13 12:34:53,397 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 4:24:48, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6914, loss_cls: 2.4576, loss: 2.4576, grad_norm: 6.1205 2021-07-13 12:35:00,970 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 4:24:41, time: 0.377, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6844, loss_cls: 2.4610, loss: 2.4610, grad_norm: 6.5158 2021-07-13 12:35:08,712 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 4:24:33, time: 0.388, data_time: 0.005, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6773, loss_cls: 2.5495, loss: 2.5495, grad_norm: 6.2463 2021-07-13 12:35:16,397 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 4:24:26, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6703, loss_cls: 2.5449, loss: 2.5449, grad_norm: 6.1685 2021-07-13 12:35:23,657 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 4:24:18, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6773, loss_cls: 2.4593, loss: 2.4593, grad_norm: 5.9568 2021-07-13 12:35:31,615 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 4:24:12, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6727, loss_cls: 2.4836, loss: 2.4836, grad_norm: 6.0067 2021-07-13 12:35:38,716 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 4:24:03, time: 0.355, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6852, loss_cls: 2.5220, loss: 2.5220, grad_norm: 5.9041 2021-07-13 12:35:46,040 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 4:23:55, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6727, loss_cls: 2.4708, loss: 2.4708, grad_norm: 5.8173 2021-07-13 12:35:53,144 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 4:23:47, time: 0.355, data_time: 0.010, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6875, loss_cls: 2.5155, loss: 2.5155, grad_norm: 6.2129 2021-07-13 12:36:00,918 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 4:23:40, time: 0.388, data_time: 0.016, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6773, loss_cls: 2.4523, loss: 2.4523, grad_norm: 5.9786 2021-07-13 12:36:08,948 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 4:23:34, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6813, loss_cls: 2.4583, loss: 2.4583, grad_norm: 6.3908 2021-07-13 12:36:16,262 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 4:23:26, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6641, loss_cls: 2.5717, loss: 2.5717, grad_norm: 6.0367 2021-07-13 12:36:24,009 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 4:23:19, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6867, loss_cls: 2.4329, loss: 2.4329, grad_norm: 6.1354 2021-07-13 12:36:31,266 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 4:23:11, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6555, loss_cls: 2.5889, loss: 2.5889, grad_norm: 6.0347 2021-07-13 12:36:38,448 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 4:23:02, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6711, loss_cls: 2.4740, loss: 2.4740, grad_norm: 6.1350 2021-07-13 12:36:46,657 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 4:22:56, time: 0.411, data_time: 0.002, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6828, loss_cls: 2.4212, loss: 2.4212, grad_norm: 5.8726 2021-07-13 12:36:54,175 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 4:22:49, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6539, loss_cls: 2.5964, loss: 2.5964, grad_norm: 6.0895 2021-07-13 12:37:02,199 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 4:22:42, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6562, loss_cls: 2.5700, loss: 2.5700, grad_norm: 5.9463 2021-07-13 12:37:09,394 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 4:22:34, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.5036, loss: 2.5036, grad_norm: 6.1286 2021-07-13 12:37:17,107 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 4:22:27, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6656, loss_cls: 2.5680, loss: 2.5680, grad_norm: 6.0144 2021-07-13 12:37:24,516 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 4:22:19, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6742, loss_cls: 2.4677, loss: 2.4677, grad_norm: 6.0322 2021-07-13 12:37:31,751 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 4:22:11, time: 0.367, data_time: 0.021, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6742, loss_cls: 2.5302, loss: 2.5302, grad_norm: 6.0805 2021-07-13 12:37:39,230 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 4:22:03, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5509, loss: 2.5509, grad_norm: 6.1708 2021-07-13 12:37:46,921 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 4:21:56, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6250, loss_cls: 2.6309, loss: 2.6309, grad_norm: 6.0752 2021-07-13 12:37:54,850 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 4:21:49, time: 0.396, data_time: 0.023, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6703, loss_cls: 2.6009, loss: 2.6009, grad_norm: 6.2488 2021-07-13 12:38:01,957 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 4:21:41, time: 0.356, data_time: 0.002, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6742, loss_cls: 2.4969, loss: 2.4969, grad_norm: 6.0480 2021-07-13 12:38:09,145 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 4:21:33, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6883, loss_cls: 2.4918, loss: 2.4918, grad_norm: 5.9396 2021-07-13 12:38:16,863 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 4:21:26, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6734, loss_cls: 2.5307, loss: 2.5307, grad_norm: 6.0495 2021-07-13 12:38:24,110 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 4:21:18, time: 0.371, data_time: 0.009, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6797, loss_cls: 2.4680, loss: 2.4680, grad_norm: 6.0875 2021-07-13 12:38:31,729 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 4:21:11, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6711, loss_cls: 2.5601, loss: 2.5601, grad_norm: 6.1942 2021-07-13 12:38:32,939 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-07-13 12:38:44,502 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 4:21:04, time: 0.562, data_time: 0.138, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6609, loss_cls: 2.5508, loss: 2.5508, grad_norm: 6.3304 2021-07-13 12:38:52,176 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 4:20:57, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6633, loss_cls: 2.5707, loss: 2.5707, grad_norm: 6.0119 2021-07-13 12:38:59,934 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 4:20:50, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.6961, loss_cls: 2.3769, loss: 2.3769, grad_norm: 5.7904 2021-07-13 12:39:07,144 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 4:20:42, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7055, loss_cls: 2.3816, loss: 2.3816, grad_norm: 6.2710 2021-07-13 12:39:14,330 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 4:20:34, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6594, loss_cls: 2.5882, loss: 2.5882, grad_norm: 6.0665 2021-07-13 12:39:21,910 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 4:20:26, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6719, loss_cls: 2.5148, loss: 2.5148, grad_norm: 5.9619 2021-07-13 12:39:29,281 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 4:20:19, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7000, loss_cls: 2.4355, loss: 2.4355, grad_norm: 6.2261 2021-07-13 12:39:36,826 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 4:20:11, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6680, loss_cls: 2.4729, loss: 2.4729, grad_norm: 6.2165 2021-07-13 12:39:44,596 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 4:20:04, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6641, loss_cls: 2.5391, loss: 2.5391, grad_norm: 6.1979 2021-07-13 12:39:52,129 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 4:19:57, time: 0.377, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6609, loss_cls: 2.5562, loss: 2.5562, grad_norm: 6.1831 2021-07-13 12:39:59,718 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 4:19:49, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6953, loss_cls: 2.4191, loss: 2.4191, grad_norm: 6.1419 2021-07-13 12:40:06,865 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 4:19:41, time: 0.358, data_time: 0.002, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7000, loss_cls: 2.3168, loss: 2.3168, grad_norm: 5.8978 2021-07-13 12:40:14,491 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 4:19:34, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6750, loss_cls: 2.4425, loss: 2.4425, grad_norm: 6.2707 2021-07-13 12:40:21,888 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 4:19:26, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6820, loss_cls: 2.5079, loss: 2.5079, grad_norm: 6.3936 2021-07-13 12:40:29,521 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 4:19:19, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6711, loss_cls: 2.4973, loss: 2.4973, grad_norm: 6.0796 2021-07-13 12:40:37,437 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 4:19:12, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6859, loss_cls: 2.4990, loss: 2.4990, grad_norm: 6.1798 2021-07-13 12:40:44,408 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 4:19:03, time: 0.349, data_time: 0.002, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6891, loss_cls: 2.4102, loss: 2.4102, grad_norm: 6.2327 2021-07-13 12:40:51,658 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 4:18:55, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6914, loss_cls: 2.4425, loss: 2.4425, grad_norm: 6.0501 2021-07-13 12:40:59,042 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 4:18:48, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6859, loss_cls: 2.4324, loss: 2.4324, grad_norm: 6.2776 2021-07-13 12:41:06,339 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 4:18:40, time: 0.365, data_time: 0.003, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6805, loss_cls: 2.5122, loss: 2.5122, grad_norm: 6.3267 2021-07-13 12:41:14,313 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 4:18:33, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6711, loss_cls: 2.5428, loss: 2.5428, grad_norm: 6.2977 2021-07-13 12:41:21,378 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 4:18:25, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6781, loss_cls: 2.5273, loss: 2.5273, grad_norm: 5.8701 2021-07-13 12:41:29,023 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 4:18:18, time: 0.382, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6891, loss_cls: 2.4288, loss: 2.4288, grad_norm: 5.8099 2021-07-13 12:41:36,589 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 4:18:10, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7133, loss_cls: 2.3946, loss: 2.3946, grad_norm: 6.2284 2021-07-13 12:41:43,942 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 4:18:02, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6797, loss_cls: 2.5180, loss: 2.5180, grad_norm: 6.3811 2021-07-13 12:41:51,392 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 4:17:55, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6805, loss_cls: 2.5134, loss: 2.5134, grad_norm: 6.1457 2021-07-13 12:41:58,883 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 4:17:47, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6758, loss_cls: 2.4922, loss: 2.4922, grad_norm: 6.0882 2021-07-13 12:42:06,199 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 4:17:39, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6898, loss_cls: 2.3955, loss: 2.3955, grad_norm: 6.1855 2021-07-13 12:42:13,920 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 4:17:32, time: 0.385, data_time: 0.030, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6766, loss_cls: 2.4952, loss: 2.4952, grad_norm: 6.0003 2021-07-13 12:42:21,196 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 4:17:24, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.4644, loss: 2.4644, grad_norm: 5.9649 2021-07-13 12:42:28,797 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 4:17:17, time: 0.379, data_time: 0.034, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6703, loss_cls: 2.5022, loss: 2.5022, grad_norm: 6.0445 2021-07-13 12:42:35,938 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 4:17:09, time: 0.360, data_time: 0.003, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6766, loss_cls: 2.4283, loss: 2.4283, grad_norm: 5.8285 2021-07-13 12:42:43,510 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 4:17:01, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6781, loss_cls: 2.4275, loss: 2.4275, grad_norm: 6.0116 2021-07-13 12:42:51,056 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 4:16:54, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6984, loss_cls: 2.3977, loss: 2.3977, grad_norm: 6.1117 2021-07-13 12:42:58,597 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 4:16:46, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6664, loss_cls: 2.5691, loss: 2.5691, grad_norm: 6.2841 2021-07-13 12:43:06,128 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 4:16:39, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6898, loss_cls: 2.4170, loss: 2.4170, grad_norm: 6.1491 2021-07-13 12:43:13,651 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 4:16:31, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6898, loss_cls: 2.4349, loss: 2.4349, grad_norm: 6.0219 2021-07-13 12:43:21,587 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 4:16:25, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6969, loss_cls: 2.4019, loss: 2.4019, grad_norm: 5.9866 2021-07-13 12:43:28,752 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 4:16:16, time: 0.354, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6727, loss_cls: 2.5216, loss: 2.5216, grad_norm: 6.3203 2021-07-13 12:43:36,100 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 4:16:09, time: 0.372, data_time: 0.005, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6977, loss_cls: 2.4372, loss: 2.4372, grad_norm: 6.4094 2021-07-13 12:43:43,435 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 4:16:01, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6586, loss_cls: 2.6026, loss: 2.6026, grad_norm: 6.3617 2021-07-13 12:43:51,493 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 4:15:54, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6727, loss_cls: 2.5287, loss: 2.5287, grad_norm: 6.0205 2021-07-13 12:43:58,541 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 4:15:46, time: 0.356, data_time: 0.004, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6758, loss_cls: 2.4653, loss: 2.4653, grad_norm: 6.2494 2021-07-13 12:44:06,548 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 4:15:39, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5670, loss: 2.5670, grad_norm: 6.1876 2021-07-13 12:44:13,803 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 4:15:31, time: 0.364, data_time: 0.008, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6734, loss_cls: 2.4749, loss: 2.4749, grad_norm: 6.0233 2021-07-13 12:44:21,192 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 4:15:24, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6766, loss_cls: 2.5209, loss: 2.5209, grad_norm: 6.2982 2021-07-13 12:44:29,099 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 4:15:17, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5176, loss: 2.5176, grad_norm: 6.1537 2021-07-13 12:44:36,322 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 4:15:08, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6734, loss_cls: 2.4720, loss: 2.4720, grad_norm: 6.0883 2021-07-13 12:44:43,478 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 4:15:01, time: 0.363, data_time: 0.016, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.5534, loss: 2.5534, grad_norm: 6.0784 2021-07-13 12:44:51,141 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 4:14:53, time: 0.384, data_time: 0.045, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6750, loss_cls: 2.5477, loss: 2.5477, grad_norm: 5.9570 2021-07-13 12:44:58,884 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 4:14:46, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6898, loss_cls: 2.4909, loss: 2.4909, grad_norm: 6.0024 2021-07-13 12:45:06,405 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 4:14:39, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6750, loss_cls: 2.5055, loss: 2.5055, grad_norm: 5.9964 2021-07-13 12:45:13,788 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 4:14:31, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6852, loss_cls: 2.4891, loss: 2.4891, grad_norm: 6.1404 2021-07-13 12:45:21,528 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 4:14:24, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6969, loss_cls: 2.4273, loss: 2.4273, grad_norm: 6.3174 2021-07-13 12:45:29,182 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 4:14:16, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6867, loss_cls: 2.5186, loss: 2.5186, grad_norm: 6.0100 2021-07-13 12:45:36,263 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 4:14:08, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.4414, top5_acc: 0.6961, loss_cls: 2.3718, loss: 2.3718, grad_norm: 5.8551 2021-07-13 12:45:44,297 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 4:14:01, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6758, loss_cls: 2.4604, loss: 2.4604, grad_norm: 6.0420 2021-07-13 12:45:51,660 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 4:13:54, time: 0.368, data_time: 0.022, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6539, loss_cls: 2.5893, loss: 2.5893, grad_norm: 5.9618 2021-07-13 12:45:58,900 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 4:13:46, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6953, loss_cls: 2.4432, loss: 2.4432, grad_norm: 6.1411 2021-07-13 12:46:06,667 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 4:13:39, time: 0.389, data_time: 0.017, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6891, loss_cls: 2.5009, loss: 2.5009, grad_norm: 6.2213 2021-07-13 12:46:13,574 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 4:13:30, time: 0.345, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6758, loss_cls: 2.4960, loss: 2.4960, grad_norm: 6.0407 2021-07-13 12:46:21,382 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 4:13:23, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6992, loss_cls: 2.4503, loss: 2.4503, grad_norm: 6.1954 2021-07-13 12:46:28,765 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 4:13:15, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6766, loss_cls: 2.5143, loss: 2.5143, grad_norm: 6.4151 2021-07-13 12:46:36,682 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 4:13:08, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6813, loss_cls: 2.4341, loss: 2.4341, grad_norm: 6.2207 2021-07-13 12:46:44,022 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 4:13:01, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6570, loss_cls: 2.5820, loss: 2.5820, grad_norm: 6.1547 2021-07-13 12:46:51,759 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 4:12:54, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6719, loss_cls: 2.4901, loss: 2.4901, grad_norm: 6.2142 2021-07-13 12:46:59,234 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 4:12:46, time: 0.375, data_time: 0.032, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6594, loss_cls: 2.5669, loss: 2.5669, grad_norm: 5.8556 2021-07-13 12:47:00,451 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-07-13 12:47:58,420 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 12:47:58,567 - mmaction - INFO - top1_acc 0.3397 top5_acc 0.6321 2021-07-13 12:47:58,567 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 12:47:58,576 - mmaction - INFO - mean_acc 0.3086 2021-07-13 12:47:58,578 - mmaction - INFO - Epoch(val) [20][181] top1_acc: 0.3397, top5_acc: 0.6321, mean_class_accuracy: 0.3086 2021-07-13 12:48:09,833 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 4:12:39, time: 0.561, data_time: 0.147, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7047, loss_cls: 2.3551, loss: 2.3551, grad_norm: 5.7745 2021-07-13 12:48:17,422 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 4:12:32, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7172, loss_cls: 2.2724, loss: 2.2724, grad_norm: 5.8087 2021-07-13 12:48:24,880 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 4:12:24, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7016, loss_cls: 2.3055, loss: 2.3055, grad_norm: 5.7743 2021-07-13 12:48:32,398 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 4:12:17, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7320, loss_cls: 2.1275, loss: 2.1275, grad_norm: 5.6289 2021-07-13 12:48:40,121 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 4:12:10, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7211, loss_cls: 2.2658, loss: 2.2658, grad_norm: 5.7637 2021-07-13 12:48:47,606 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 4:12:02, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7461, loss_cls: 2.1390, loss: 2.1390, grad_norm: 5.8239 2021-07-13 12:48:54,977 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 4:11:54, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7305, loss_cls: 2.2014, loss: 2.2014, grad_norm: 5.8471 2021-07-13 12:49:02,185 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 4:11:46, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7297, loss_cls: 2.1879, loss: 2.1879, grad_norm: 5.6772 2021-07-13 12:49:09,446 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 4:11:38, time: 0.363, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7375, loss_cls: 2.1426, loss: 2.1426, grad_norm: 5.7326 2021-07-13 12:49:17,301 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 4:11:31, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7258, loss_cls: 2.1971, loss: 2.1971, grad_norm: 5.8530 2021-07-13 12:49:24,601 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 4:11:24, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1485, loss: 2.1485, grad_norm: 5.9379 2021-07-13 12:49:32,209 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 4:11:16, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7484, loss_cls: 2.1253, loss: 2.1253, grad_norm: 5.9356 2021-07-13 12:49:39,970 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 4:11:09, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7461, loss_cls: 2.1214, loss: 2.1214, grad_norm: 5.9482 2021-07-13 12:49:47,171 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 4:11:01, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.1598, loss: 2.1598, grad_norm: 5.8875 2021-07-13 12:49:54,682 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 4:10:54, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7461, loss_cls: 2.1243, loss: 2.1243, grad_norm: 5.8842 2021-07-13 12:50:01,689 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 4:10:45, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7359, loss_cls: 2.1390, loss: 2.1390, grad_norm: 5.8112 2021-07-13 12:50:09,432 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 4:10:38, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7602, loss_cls: 2.0671, loss: 2.0671, grad_norm: 5.8640 2021-07-13 12:50:17,096 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 4:10:31, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7305, loss_cls: 2.1753, loss: 2.1753, grad_norm: 6.0103 2021-07-13 12:50:24,539 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 4:10:23, time: 0.369, data_time: 0.025, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.1036, loss: 2.1036, grad_norm: 6.0846 2021-07-13 12:50:31,906 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 4:10:15, time: 0.371, data_time: 0.024, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7570, loss_cls: 1.9601, loss: 1.9601, grad_norm: 5.7441 2021-07-13 12:50:39,453 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 4:10:08, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7586, loss_cls: 2.0508, loss: 2.0508, grad_norm: 6.0842 2021-07-13 12:50:46,583 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 4:10:00, time: 0.357, data_time: 0.014, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7445, loss_cls: 2.0266, loss: 2.0266, grad_norm: 6.0038 2021-07-13 12:50:54,209 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 4:09:52, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 1.9873, loss: 1.9873, grad_norm: 5.9768 2021-07-13 12:51:01,415 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 4:09:44, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7570, loss_cls: 2.0515, loss: 2.0515, grad_norm: 6.0157 2021-07-13 12:51:08,871 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 4:09:37, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.5086, top5_acc: 0.7617, loss_cls: 2.0173, loss: 2.0173, grad_norm: 5.9882 2021-07-13 12:51:16,171 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 4:09:29, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7359, loss_cls: 2.1078, loss: 2.1078, grad_norm: 6.1345 2021-07-13 12:51:23,711 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 4:09:22, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7367, loss_cls: 2.0903, loss: 2.0903, grad_norm: 5.9285 2021-07-13 12:51:31,010 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 4:09:14, time: 0.365, data_time: 0.014, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7461, loss_cls: 2.0650, loss: 2.0650, grad_norm: 5.8464 2021-07-13 12:51:38,728 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 4:09:07, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7727, loss_cls: 2.0235, loss: 2.0235, grad_norm: 6.0289 2021-07-13 12:51:45,983 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 4:08:59, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7648, loss_cls: 1.9598, loss: 1.9598, grad_norm: 5.7811 2021-07-13 12:51:53,521 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 4:08:51, time: 0.381, data_time: 0.005, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7516, loss_cls: 2.1066, loss: 2.1066, grad_norm: 6.1789 2021-07-13 12:52:00,931 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 4:08:43, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7391, loss_cls: 2.0855, loss: 2.0855, grad_norm: 6.2061 2021-07-13 12:52:08,479 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 4:08:36, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.5039, top5_acc: 0.7672, loss_cls: 1.9587, loss: 1.9587, grad_norm: 5.9061 2021-07-13 12:52:16,335 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 4:08:29, time: 0.396, data_time: 0.003, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7523, loss_cls: 2.0672, loss: 2.0672, grad_norm: 6.0876 2021-07-13 12:52:23,568 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 4:08:21, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7383, loss_cls: 2.0760, loss: 2.0760, grad_norm: 5.9694 2021-07-13 12:52:31,053 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 4:08:13, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7453, loss_cls: 2.0403, loss: 2.0403, grad_norm: 5.9458 2021-07-13 12:52:39,370 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 4:08:07, time: 0.416, data_time: 0.051, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7477, loss_cls: 2.0282, loss: 2.0282, grad_norm: 6.1119 2021-07-13 12:52:46,348 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 4:07:59, time: 0.349, data_time: 0.002, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7516, loss_cls: 2.0165, loss: 2.0165, grad_norm: 6.0249 2021-07-13 12:52:54,141 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 4:07:52, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7695, loss_cls: 1.9800, loss: 1.9800, grad_norm: 6.0950 2021-07-13 12:53:01,814 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 4:07:44, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.0907, loss: 2.0907, grad_norm: 6.2141 2021-07-13 12:53:09,221 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 4:07:37, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7641, loss_cls: 2.0099, loss: 2.0099, grad_norm: 5.9816 2021-07-13 12:53:16,833 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 4:07:29, time: 0.381, data_time: 0.006, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7391, loss_cls: 2.0411, loss: 2.0411, grad_norm: 6.0439 2021-07-13 12:53:24,371 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 4:07:22, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7805, loss_cls: 1.9122, loss: 1.9122, grad_norm: 6.0313 2021-07-13 12:53:31,919 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 4:07:14, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7570, loss_cls: 2.0274, loss: 2.0274, grad_norm: 6.1419 2021-07-13 12:53:40,208 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 4:07:08, time: 0.414, data_time: 0.001, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7484, loss_cls: 2.0251, loss: 2.0251, grad_norm: 6.0339 2021-07-13 12:53:47,627 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 4:07:00, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7531, loss_cls: 2.0257, loss: 2.0257, grad_norm: 6.2218 2021-07-13 12:53:54,802 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 4:06:52, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7555, loss_cls: 2.0678, loss: 2.0678, grad_norm: 6.4013 2021-07-13 12:54:02,365 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 4:06:45, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7461, loss_cls: 2.0493, loss: 2.0493, grad_norm: 6.3254 2021-07-13 12:54:10,121 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 4:06:38, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.0498, loss: 2.0498, grad_norm: 6.2810 2021-07-13 12:54:17,270 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 4:06:30, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7641, loss_cls: 1.9732, loss: 1.9732, grad_norm: 6.1420 2021-07-13 12:54:25,174 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 4:06:23, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7570, loss_cls: 1.9707, loss: 1.9707, grad_norm: 6.0288 2021-07-13 12:54:32,503 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 4:06:15, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5008, top5_acc: 0.7445, loss_cls: 2.0877, loss: 2.0877, grad_norm: 6.3586 2021-07-13 12:54:40,010 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 4:06:07, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7875, loss_cls: 1.9034, loss: 1.9034, grad_norm: 6.1019 2021-07-13 12:54:47,303 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 4:06:00, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7594, loss_cls: 2.0154, loss: 2.0154, grad_norm: 6.3054 2021-07-13 12:54:55,274 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 4:05:53, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7555, loss_cls: 2.0332, loss: 2.0332, grad_norm: 6.2776 2021-07-13 12:55:02,595 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 4:05:45, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 1.9560, loss: 1.9560, grad_norm: 6.0790 2021-07-13 12:55:10,134 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 4:05:37, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7453, loss_cls: 1.9903, loss: 1.9903, grad_norm: 6.2364 2021-07-13 12:55:17,395 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 4:05:29, time: 0.364, data_time: 0.003, memory: 7066, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 1.9979, loss: 1.9979, grad_norm: 6.3484 2021-07-13 12:55:24,726 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 4:05:22, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 2.0470, loss: 2.0470, grad_norm: 6.3547 2021-07-13 12:55:32,076 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 4:05:14, time: 0.368, data_time: 0.006, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7570, loss_cls: 1.9966, loss: 1.9966, grad_norm: 6.1959 2021-07-13 12:55:39,419 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 4:05:06, time: 0.367, data_time: 0.000, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 2.0134, loss: 2.0134, grad_norm: 6.2667 2021-07-13 12:55:47,181 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 4:04:59, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7867, loss_cls: 1.8651, loss: 1.8651, grad_norm: 5.9109 2021-07-13 12:55:55,083 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 4:04:52, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7734, loss_cls: 1.9855, loss: 1.9855, grad_norm: 6.1556 2021-07-13 12:56:02,287 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 4:04:44, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.8008, loss_cls: 1.8031, loss: 1.8031, grad_norm: 5.9648 2021-07-13 12:56:09,699 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 4:04:36, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7742, loss_cls: 1.9430, loss: 1.9430, grad_norm: 6.1825 2021-07-13 12:56:17,737 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 4:04:30, time: 0.399, data_time: 0.004, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7508, loss_cls: 2.0323, loss: 2.0323, grad_norm: 6.4088 2021-07-13 12:56:24,608 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 4:04:21, time: 0.346, data_time: 0.003, memory: 7066, top1_acc: 0.5117, top5_acc: 0.7664, loss_cls: 1.9065, loss: 1.9065, grad_norm: 6.0031 2021-07-13 12:56:25,824 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-07-13 12:56:37,299 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 4:04:14, time: 0.558, data_time: 0.131, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7672, loss_cls: 2.0047, loss: 2.0047, grad_norm: 6.4568 2021-07-13 12:56:44,749 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 4:04:07, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7836, loss_cls: 1.9088, loss: 1.9088, grad_norm: 6.1751 2021-07-13 12:56:52,030 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 4:03:59, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7695, loss_cls: 1.9541, loss: 1.9541, grad_norm: 6.3704 2021-07-13 12:57:00,054 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 4:03:52, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9348, loss: 1.9348, grad_norm: 6.3388 2021-07-13 12:57:07,125 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 4:03:44, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 1.9586, loss: 1.9586, grad_norm: 6.0493 2021-07-13 12:57:14,820 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 4:03:37, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7750, loss_cls: 1.9208, loss: 1.9208, grad_norm: 6.0966 2021-07-13 12:57:22,035 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 4:03:29, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7688, loss_cls: 1.9151, loss: 1.9151, grad_norm: 6.2507 2021-07-13 12:57:29,278 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 4:03:21, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7766, loss_cls: 1.9537, loss: 1.9537, grad_norm: 6.4154 2021-07-13 12:57:37,219 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 4:03:14, time: 0.397, data_time: 0.004, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7844, loss_cls: 1.9599, loss: 1.9599, grad_norm: 6.3306 2021-07-13 12:57:44,644 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 4:03:06, time: 0.370, data_time: 0.006, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7781, loss_cls: 1.9601, loss: 1.9601, grad_norm: 6.4231 2021-07-13 12:57:51,903 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 4:02:58, time: 0.363, data_time: 0.004, memory: 7066, top1_acc: 0.5297, top5_acc: 0.8000, loss_cls: 1.8820, loss: 1.8820, grad_norm: 6.2454 2021-07-13 12:57:59,106 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 4:02:50, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5086, top5_acc: 0.7508, loss_cls: 2.0000, loss: 2.0000, grad_norm: 6.4442 2021-07-13 12:58:06,899 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 4:02:43, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7547, loss_cls: 1.9699, loss: 1.9699, grad_norm: 6.2285 2021-07-13 12:58:14,652 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 4:02:36, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7891, loss_cls: 1.9011, loss: 1.9011, grad_norm: 6.3767 2021-07-13 12:58:22,182 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 4:02:29, time: 0.378, data_time: 0.003, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7500, loss_cls: 2.0486, loss: 2.0486, grad_norm: 6.2170 2021-07-13 12:58:29,714 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 4:02:21, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.4531 2021-07-13 12:58:37,424 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 4:02:14, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7773, loss_cls: 1.9639, loss: 1.9639, grad_norm: 6.3631 2021-07-13 12:58:45,220 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 4:02:07, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7758, loss_cls: 1.9166, loss: 1.9166, grad_norm: 6.3928 2021-07-13 12:58:52,312 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 4:01:59, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.5078, top5_acc: 0.7602, loss_cls: 2.0015, loss: 2.0015, grad_norm: 6.4862 2021-07-13 12:58:59,503 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 4:01:50, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7750, loss_cls: 1.9594, loss: 1.9594, grad_norm: 6.3442 2021-07-13 12:59:07,005 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 4:01:43, time: 0.378, data_time: 0.003, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7570, loss_cls: 1.9775, loss: 1.9775, grad_norm: 6.5257 2021-07-13 12:59:14,752 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 4:01:36, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7906, loss_cls: 1.8740, loss: 1.8740, grad_norm: 6.1904 2021-07-13 12:59:21,903 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 4:01:28, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7609, loss_cls: 1.9658, loss: 1.9658, grad_norm: 6.3652 2021-07-13 12:59:29,956 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 4:01:21, time: 0.405, data_time: 0.002, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7695, loss_cls: 1.9529, loss: 1.9529, grad_norm: 6.2997 2021-07-13 12:59:37,454 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 4:01:13, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7836, loss_cls: 1.9017, loss: 1.9017, grad_norm: 6.3861 2021-07-13 12:59:44,973 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 4:01:06, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7773, loss_cls: 1.9382, loss: 1.9382, grad_norm: 6.5362 2021-07-13 12:59:52,192 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 4:00:58, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7656, loss_cls: 1.9480, loss: 1.9480, grad_norm: 6.4658 2021-07-13 12:59:59,733 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 4:00:51, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 1.9408, loss: 1.9408, grad_norm: 6.4044 2021-07-13 13:00:07,180 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 4:00:43, time: 0.372, data_time: 0.036, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7891, loss_cls: 1.8728, loss: 1.8728, grad_norm: 6.3560 2021-07-13 13:00:14,210 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 4:00:35, time: 0.352, data_time: 0.002, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7672, loss_cls: 1.9084, loss: 1.9084, grad_norm: 6.3246 2021-07-13 13:00:21,644 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 4:00:27, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7688, loss_cls: 1.9655, loss: 1.9655, grad_norm: 6.3607 2021-07-13 13:00:29,202 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 4:00:20, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7891, loss_cls: 1.9202, loss: 1.9202, grad_norm: 6.3249 2021-07-13 13:00:36,727 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 4:00:12, time: 0.379, data_time: 0.004, memory: 7066, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 1.9727, loss: 1.9727, grad_norm: 6.4294 2021-07-13 13:00:44,101 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 4:00:04, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7820, loss_cls: 1.9209, loss: 1.9209, grad_norm: 6.4318 2021-07-13 13:00:51,664 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 3:59:57, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7680, loss_cls: 1.9441, loss: 1.9441, grad_norm: 6.4527 2021-07-13 13:00:58,831 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 3:59:49, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7562, loss_cls: 1.9686, loss: 1.9686, grad_norm: 6.4516 2021-07-13 13:01:06,436 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 3:59:42, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7719, loss_cls: 1.8806, loss: 1.8806, grad_norm: 6.3956 2021-07-13 13:01:14,317 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 3:59:35, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7500, loss_cls: 2.0232, loss: 2.0232, grad_norm: 6.5504 2021-07-13 13:01:21,514 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 3:59:27, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0154, loss: 2.0154, grad_norm: 6.3821 2021-07-13 13:01:29,082 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 3:59:19, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7531, loss_cls: 2.0126, loss: 2.0126, grad_norm: 6.4049 2021-07-13 13:01:36,542 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 3:59:12, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.8023, loss_cls: 1.7950, loss: 1.7950, grad_norm: 6.2062 2021-07-13 13:01:44,004 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 3:59:04, time: 0.374, data_time: 0.016, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7680, loss_cls: 1.9820, loss: 1.9820, grad_norm: 6.4292 2021-07-13 13:01:51,474 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 3:58:56, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7664, loss_cls: 1.9233, loss: 1.9233, grad_norm: 6.5509 2021-07-13 13:01:59,075 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 3:58:49, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7797, loss_cls: 1.8882, loss: 1.8882, grad_norm: 6.3739 2021-07-13 13:02:06,513 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 3:58:41, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7922, loss_cls: 1.8474, loss: 1.8474, grad_norm: 6.3010 2021-07-13 13:02:14,297 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 3:58:34, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7727, loss_cls: 1.9373, loss: 1.9373, grad_norm: 6.5715 2021-07-13 13:02:22,054 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 3:58:27, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7648, loss_cls: 1.9170, loss: 1.9170, grad_norm: 6.3629 2021-07-13 13:02:29,175 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 3:58:19, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7680, loss_cls: 1.9355, loss: 1.9355, grad_norm: 6.6350 2021-07-13 13:02:37,031 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 3:58:12, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7586, loss_cls: 1.9615, loss: 1.9615, grad_norm: 6.3358 2021-07-13 13:02:44,131 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 3:58:04, time: 0.357, data_time: 0.002, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7523, loss_cls: 2.0114, loss: 2.0114, grad_norm: 6.4895 2021-07-13 13:02:51,867 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 3:57:57, time: 0.386, data_time: 0.024, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7836, loss_cls: 1.8959, loss: 1.8959, grad_norm: 6.4183 2021-07-13 13:02:59,435 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 3:57:49, time: 0.379, data_time: 0.025, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7820, loss_cls: 1.8466, loss: 1.8466, grad_norm: 6.2548 2021-07-13 13:03:06,834 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 3:57:41, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.5188, top5_acc: 0.7820, loss_cls: 1.9020, loss: 1.9020, grad_norm: 6.5495 2021-07-13 13:03:14,268 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 3:57:34, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 1.9431, loss: 1.9431, grad_norm: 6.4612 2021-07-13 13:03:21,472 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 3:57:26, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7695, loss_cls: 1.9425, loss: 1.9425, grad_norm: 6.6485 2021-07-13 13:03:29,250 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 3:57:19, time: 0.389, data_time: 0.017, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 1.9490, loss: 1.9490, grad_norm: 6.5615 2021-07-13 13:03:36,909 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 3:57:11, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7664, loss_cls: 1.9429, loss: 1.9429, grad_norm: 6.5159 2021-07-13 13:03:44,488 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 3:57:04, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7734, loss_cls: 1.9342, loss: 1.9342, grad_norm: 6.3466 2021-07-13 13:03:52,140 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 3:56:57, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7531, loss_cls: 2.0507, loss: 2.0507, grad_norm: 6.6115 2021-07-13 13:03:59,248 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 3:56:49, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7914, loss_cls: 1.8497, loss: 1.8497, grad_norm: 6.2112 2021-07-13 13:04:07,092 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 3:56:42, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7648, loss_cls: 1.9084, loss: 1.9084, grad_norm: 6.2569 2021-07-13 13:04:14,465 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 3:56:34, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7828, loss_cls: 1.9321, loss: 1.9321, grad_norm: 6.4930 2021-07-13 13:04:22,233 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 3:56:27, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7680, loss_cls: 1.9495, loss: 1.9495, grad_norm: 6.5610 2021-07-13 13:04:29,930 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 3:56:19, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7805, loss_cls: 1.9259, loss: 1.9259, grad_norm: 6.5811 2021-07-13 13:04:37,154 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 3:56:11, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7648, loss_cls: 1.9670, loss: 1.9670, grad_norm: 6.6265 2021-07-13 13:04:45,153 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 3:56:05, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.5070, top5_acc: 0.7609, loss_cls: 2.0071, loss: 2.0071, grad_norm: 6.6278 2021-07-13 13:04:52,014 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 3:55:56, time: 0.343, data_time: 0.000, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7508, loss_cls: 2.0021, loss: 2.0021, grad_norm: 6.4769 2021-07-13 13:04:53,238 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-07-13 13:05:50,953 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 13:05:51,099 - mmaction - INFO - top1_acc 0.4353 top5_acc 0.7286 2021-07-13 13:05:51,099 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 13:05:51,107 - mmaction - INFO - mean_acc 0.3862 2021-07-13 13:05:51,412 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-07-13 13:05:51,413 - mmaction - INFO - Best top1_acc is 0.4353 at 22 epoch. 2021-07-13 13:05:51,416 - mmaction - INFO - Epoch(val) [22][181] top1_acc: 0.4353, top5_acc: 0.7286, mean_class_accuracy: 0.3862 2021-07-13 13:06:02,573 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 3:55:49, time: 0.557, data_time: 0.179, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7828, loss_cls: 1.8865, loss: 1.8865, grad_norm: 6.3678 2021-07-13 13:06:10,089 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 3:55:41, time: 0.376, data_time: 0.028, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7875, loss_cls: 1.8675, loss: 1.8675, grad_norm: 6.3402 2021-07-13 13:06:17,750 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 3:55:34, time: 0.383, data_time: 0.033, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7688, loss_cls: 1.9338, loss: 1.9338, grad_norm: 6.6009 2021-07-13 13:06:25,054 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 3:55:26, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7961, loss_cls: 1.8022, loss: 1.8022, grad_norm: 6.5175 2021-07-13 13:06:32,683 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 3:55:19, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7922, loss_cls: 1.8217, loss: 1.8217, grad_norm: 6.2914 2021-07-13 13:06:39,953 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 3:55:11, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9033, loss: 1.9033, grad_norm: 6.7303 2021-07-13 13:06:47,606 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 3:55:04, time: 0.382, data_time: 0.027, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7695, loss_cls: 1.9387, loss: 1.9387, grad_norm: 6.6151 2021-07-13 13:06:54,917 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 3:54:56, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7766, loss_cls: 1.9166, loss: 1.9166, grad_norm: 6.3816 2021-07-13 13:07:02,273 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 3:54:48, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7773, loss_cls: 1.9026, loss: 1.9026, grad_norm: 6.5511 2021-07-13 13:07:10,323 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 3:54:41, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7750, loss_cls: 1.8621, loss: 1.8621, grad_norm: 6.4492 2021-07-13 13:07:17,435 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 3:54:33, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7719, loss_cls: 1.9095, loss: 1.9095, grad_norm: 6.7302 2021-07-13 13:07:24,993 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 3:54:26, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7727, loss_cls: 1.8632, loss: 1.8632, grad_norm: 6.6181 2021-07-13 13:07:32,186 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 3:54:18, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7961, loss_cls: 1.8678, loss: 1.8678, grad_norm: 6.4825 2021-07-13 13:07:39,717 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 3:54:11, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.7922, loss_cls: 1.8295, loss: 1.8295, grad_norm: 6.4351 2021-07-13 13:07:46,931 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 3:54:03, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7711, loss_cls: 1.9269, loss: 1.9269, grad_norm: 6.5415 2021-07-13 13:07:54,957 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 3:53:56, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7844, loss_cls: 1.8941, loss: 1.8941, grad_norm: 6.4657 2021-07-13 13:08:02,391 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 3:53:48, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7992, loss_cls: 1.8347, loss: 1.8347, grad_norm: 6.6547 2021-07-13 13:08:09,649 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 3:53:40, time: 0.366, data_time: 0.007, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7742, loss_cls: 1.8329, loss: 1.8329, grad_norm: 6.5662 2021-07-13 13:08:17,357 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 3:53:33, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7750, loss_cls: 1.8648, loss: 1.8648, grad_norm: 6.4922 2021-07-13 13:08:25,030 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 3:53:26, time: 0.388, data_time: 0.005, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7852, loss_cls: 1.8272, loss: 1.8272, grad_norm: 6.5566 2021-07-13 13:08:32,075 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 3:53:18, time: 0.349, data_time: 0.000, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7891, loss_cls: 1.9040, loss: 1.9040, grad_norm: 6.7540 2021-07-13 13:08:39,792 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 3:53:10, time: 0.387, data_time: 0.004, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7930, loss_cls: 1.8928, loss: 1.8928, grad_norm: 6.5410 2021-07-13 13:08:46,967 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 3:53:02, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.5070, top5_acc: 0.7578, loss_cls: 2.0099, loss: 2.0099, grad_norm: 6.7284 2021-07-13 13:08:55,118 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 3:52:56, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7781, loss_cls: 1.9411, loss: 1.9411, grad_norm: 6.6363 2021-07-13 13:09:02,328 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 3:52:48, time: 0.361, data_time: 0.002, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7906, loss_cls: 1.8499, loss: 1.8499, grad_norm: 6.6032 2021-07-13 13:09:09,692 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 3:52:40, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7812, loss_cls: 1.9328, loss: 1.9328, grad_norm: 6.7243 2021-07-13 13:09:17,253 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 3:52:33, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7703, loss_cls: 1.9272, loss: 1.9272, grad_norm: 6.5003 2021-07-13 13:09:24,792 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 3:52:25, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.8047, loss_cls: 1.8128, loss: 1.8128, grad_norm: 6.4590 2021-07-13 13:09:32,284 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 3:52:17, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7734, loss_cls: 1.8937, loss: 1.8937, grad_norm: 6.5573 2021-07-13 13:09:40,206 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 3:52:11, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7836, loss_cls: 1.8566, loss: 1.8566, grad_norm: 6.4984 2021-07-13 13:09:47,493 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 3:52:03, time: 0.363, data_time: 0.000, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7945, loss_cls: 1.8066, loss: 1.8066, grad_norm: 6.5145 2021-07-13 13:09:54,885 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 3:51:55, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7602, loss_cls: 1.9593, loss: 1.9593, grad_norm: 6.7991 2021-07-13 13:10:02,515 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 3:51:48, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.8079, loss: 1.8079, grad_norm: 6.4085 2021-07-13 13:10:09,568 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 3:51:40, time: 0.354, data_time: 0.002, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7898, loss_cls: 1.8022, loss: 1.8022, grad_norm: 6.5428 2021-07-13 13:10:17,560 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 3:51:33, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7797, loss_cls: 1.9070, loss: 1.9070, grad_norm: 6.4605 2021-07-13 13:10:24,556 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 3:51:24, time: 0.350, data_time: 0.002, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7594, loss_cls: 1.9185, loss: 1.9185, grad_norm: 6.6256 2021-07-13 13:10:32,252 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 3:51:17, time: 0.386, data_time: 0.017, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7859, loss_cls: 1.8154, loss: 1.8154, grad_norm: 6.4607 2021-07-13 13:10:39,577 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 3:51:09, time: 0.365, data_time: 0.014, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.8562, loss: 1.8562, grad_norm: 6.8132 2021-07-13 13:10:46,822 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 3:51:02, time: 0.362, data_time: 0.002, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7797, loss_cls: 1.8744, loss: 1.8744, grad_norm: 6.9681 2021-07-13 13:10:54,032 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 3:50:54, time: 0.361, data_time: 0.011, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7914, loss_cls: 1.8387, loss: 1.8387, grad_norm: 6.6369 2021-07-13 13:11:00,998 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 3:50:45, time: 0.347, data_time: 0.015, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7891, loss_cls: 1.8624, loss: 1.8624, grad_norm: 6.6191 2021-07-13 13:11:08,733 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 3:50:38, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5227, top5_acc: 0.7836, loss_cls: 1.8883, loss: 1.8883, grad_norm: 6.6447 2021-07-13 13:11:16,128 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 3:50:31, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7930, loss_cls: 1.8302, loss: 1.8302, grad_norm: 6.6400 2021-07-13 13:11:24,243 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 3:50:24, time: 0.406, data_time: 0.000, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7930, loss_cls: 1.8299, loss: 1.8299, grad_norm: 6.6275 2021-07-13 13:11:31,470 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 3:50:16, time: 0.361, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7906, loss_cls: 1.8178, loss: 1.8178, grad_norm: 6.5488 2021-07-13 13:11:39,467 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 3:50:09, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7922, loss_cls: 1.8192, loss: 1.8192, grad_norm: 6.6234 2021-07-13 13:11:47,334 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 3:50:02, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7844, loss_cls: 1.9056, loss: 1.9056, grad_norm: 7.0758 2021-07-13 13:11:54,386 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 3:49:54, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7852, loss_cls: 1.9001, loss: 1.9001, grad_norm: 6.7411 2021-07-13 13:12:01,926 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 3:49:46, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7883, loss_cls: 1.8637, loss: 1.8637, grad_norm: 6.8319 2021-07-13 13:12:09,254 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 3:49:39, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7992, loss_cls: 1.8466, loss: 1.8466, grad_norm: 6.6363 2021-07-13 13:12:16,808 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 3:49:31, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7852, loss_cls: 1.8926, loss: 1.8926, grad_norm: 6.7129 2021-07-13 13:12:24,482 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 3:49:24, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7883, loss_cls: 1.8735, loss: 1.8735, grad_norm: 6.7707 2021-07-13 13:12:31,888 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 3:49:16, time: 0.371, data_time: 0.023, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7758, loss_cls: 1.9102, loss: 1.9102, grad_norm: 6.6858 2021-07-13 13:12:39,830 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 3:49:09, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5039, top5_acc: 0.7461, loss_cls: 2.0478, loss: 2.0478, grad_norm: 6.7947 2021-07-13 13:12:46,841 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 3:49:01, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7852, loss_cls: 1.8978, loss: 1.8978, grad_norm: 6.6538 2021-07-13 13:12:54,392 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 3:48:53, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5227, top5_acc: 0.7688, loss_cls: 1.9259, loss: 1.9259, grad_norm: 6.7352 2021-07-13 13:13:01,659 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 3:48:46, time: 0.366, data_time: 0.003, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7930, loss_cls: 1.8320, loss: 1.8320, grad_norm: 6.7619 2021-07-13 13:13:08,911 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 3:48:38, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7727, loss_cls: 1.9672, loss: 1.9672, grad_norm: 6.9277 2021-07-13 13:13:16,207 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 3:48:30, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7883, loss_cls: 1.8535, loss: 1.8535, grad_norm: 6.8612 2021-07-13 13:13:23,692 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 3:48:22, time: 0.374, data_time: 0.017, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7773, loss_cls: 1.9866, loss: 1.9866, grad_norm: 7.1142 2021-07-13 13:13:31,572 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 3:48:15, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7992, loss_cls: 1.8278, loss: 1.8278, grad_norm: 6.5599 2021-07-13 13:13:39,063 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 3:48:08, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.8075, loss: 1.8075, grad_norm: 6.5892 2021-07-13 13:13:46,494 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 3:48:00, time: 0.371, data_time: 0.000, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7930, loss_cls: 1.8099, loss: 1.8099, grad_norm: 6.7505 2021-07-13 13:13:53,766 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 3:47:52, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7758, loss_cls: 1.9022, loss: 1.9022, grad_norm: 6.7973 2021-07-13 13:14:01,527 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 3:47:45, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7766, loss_cls: 1.8970, loss: 1.8970, grad_norm: 6.7678 2021-07-13 13:14:08,832 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 3:47:37, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7695, loss_cls: 1.8723, loss: 1.8723, grad_norm: 6.6915 2021-07-13 13:14:16,253 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 3:47:30, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7742, loss_cls: 1.9249, loss: 1.9249, grad_norm: 7.1288 2021-07-13 13:14:17,465 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-07-13 13:14:29,188 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 3:47:23, time: 0.570, data_time: 0.130, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7883, loss_cls: 1.9043, loss: 1.9043, grad_norm: 6.7289 2021-07-13 13:14:36,635 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 3:47:15, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7922, loss_cls: 1.8373, loss: 1.8373, grad_norm: 6.5250 2021-07-13 13:14:44,282 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 3:47:08, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.5227, top5_acc: 0.7820, loss_cls: 1.9131, loss: 1.9131, grad_norm: 6.8687 2021-07-13 13:14:51,592 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 3:47:00, time: 0.368, data_time: 0.003, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7805, loss_cls: 1.9055, loss: 1.9055, grad_norm: 6.8942 2021-07-13 13:14:59,205 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 3:46:53, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7805, loss_cls: 1.8952, loss: 1.8952, grad_norm: 6.7015 2021-07-13 13:15:06,240 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 3:46:45, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7914, loss_cls: 1.8484, loss: 1.8484, grad_norm: 6.6092 2021-07-13 13:15:13,604 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 3:46:37, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7977, loss_cls: 1.8155, loss: 1.8155, grad_norm: 6.6666 2021-07-13 13:15:21,258 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 3:46:29, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7570, loss_cls: 1.9373, loss: 1.9373, grad_norm: 6.6035 2021-07-13 13:15:28,378 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 3:46:22, time: 0.358, data_time: 0.003, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7742, loss_cls: 1.9040, loss: 1.9040, grad_norm: 6.9328 2021-07-13 13:15:36,303 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 3:46:15, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7820, loss_cls: 1.8347, loss: 1.8347, grad_norm: 6.6480 2021-07-13 13:15:43,722 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 3:46:07, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7727, loss_cls: 1.9116, loss: 1.9116, grad_norm: 6.8771 2021-07-13 13:15:50,923 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 3:45:59, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7953, loss_cls: 1.8307, loss: 1.8307, grad_norm: 6.6372 2021-07-13 13:15:58,561 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 3:45:52, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7875, loss_cls: 1.8516, loss: 1.8516, grad_norm: 6.8122 2021-07-13 13:16:05,958 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 3:45:44, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7852, loss_cls: 1.8775, loss: 1.8775, grad_norm: 6.8304 2021-07-13 13:16:12,992 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 3:45:36, time: 0.353, data_time: 0.002, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7961, loss_cls: 1.7771, loss: 1.7771, grad_norm: 6.5074 2021-07-13 13:16:20,640 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 3:45:28, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.7688, loss: 1.7688, grad_norm: 6.4243 2021-07-13 13:16:28,146 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 3:45:21, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7867, loss_cls: 1.8397, loss: 1.8397, grad_norm: 6.8578 2021-07-13 13:16:35,968 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 3:45:14, time: 0.391, data_time: 0.043, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7969, loss_cls: 1.8204, loss: 1.8204, grad_norm: 6.6520 2021-07-13 13:16:43,358 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 3:45:06, time: 0.370, data_time: 0.011, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7836, loss_cls: 1.8556, loss: 1.8556, grad_norm: 6.8348 2021-07-13 13:16:50,513 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 3:44:58, time: 0.357, data_time: 0.001, memory: 7066, top1_acc: 0.5211, top5_acc: 0.7648, loss_cls: 1.9630, loss: 1.9630, grad_norm: 7.1021 2021-07-13 13:16:58,077 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 3:44:51, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7609, loss_cls: 1.9195, loss: 1.9195, grad_norm: 7.0208 2021-07-13 13:17:05,333 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 3:44:43, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7891, loss_cls: 1.8701, loss: 1.8701, grad_norm: 6.7106 2021-07-13 13:17:13,054 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 3:44:36, time: 0.386, data_time: 0.006, memory: 7066, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7988, loss: 1.7988, grad_norm: 6.7455 2021-07-13 13:17:20,948 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 3:44:29, time: 0.395, data_time: 0.032, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7922, loss_cls: 1.8357, loss: 1.8357, grad_norm: 6.6805 2021-07-13 13:17:28,572 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 3:44:21, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7891, loss_cls: 1.8867, loss: 1.8867, grad_norm: 6.7926 2021-07-13 13:17:35,807 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 3:44:13, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7945, loss_cls: 1.8380, loss: 1.8380, grad_norm: 6.8611 2021-07-13 13:17:43,539 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 3:44:06, time: 0.387, data_time: 0.022, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7703, loss_cls: 1.8776, loss: 1.8776, grad_norm: 6.6841 2021-07-13 13:17:51,589 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 3:43:59, time: 0.402, data_time: 0.019, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8008, loss_cls: 1.7408, loss: 1.7408, grad_norm: 6.7727 2021-07-13 13:17:58,721 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 3:43:51, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7758, loss_cls: 1.8836, loss: 1.8836, grad_norm: 6.9410 2021-07-13 13:18:06,560 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 3:43:44, time: 0.394, data_time: 0.012, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8521, loss: 1.8521, grad_norm: 7.0545 2021-07-13 13:18:14,083 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 3:43:37, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7820, loss_cls: 1.8539, loss: 1.8539, grad_norm: 6.6797 2021-07-13 13:18:21,587 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 3:43:29, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.7961, loss_cls: 1.7769, loss: 1.7769, grad_norm: 6.7379 2021-07-13 13:18:29,359 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 3:43:22, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7891, loss_cls: 1.8530, loss: 1.8530, grad_norm: 6.8052 2021-07-13 13:18:36,621 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 3:43:14, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7937, loss_cls: 1.8111, loss: 1.8111, grad_norm: 6.6990 2021-07-13 13:18:43,888 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 3:43:06, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7883, loss_cls: 1.8247, loss: 1.8247, grad_norm: 6.9621 2021-07-13 13:18:51,193 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 3:42:58, time: 0.367, data_time: 0.003, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7844, loss_cls: 1.7849, loss: 1.7849, grad_norm: 6.6095 2021-07-13 13:18:58,697 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 3:42:51, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7734, loss_cls: 1.9526, loss: 1.9526, grad_norm: 6.9965 2021-07-13 13:19:06,268 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 3:42:43, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7766, loss_cls: 1.9051, loss: 1.9051, grad_norm: 6.8632 2021-07-13 13:19:13,729 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 3:42:36, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8000, loss_cls: 1.7827, loss: 1.7827, grad_norm: 6.8313 2021-07-13 13:19:21,359 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 3:42:28, time: 0.383, data_time: 0.010, memory: 7066, top1_acc: 0.5297, top5_acc: 0.8055, loss_cls: 1.7946, loss: 1.7946, grad_norm: 6.7245 2021-07-13 13:19:28,802 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 3:42:21, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.8600, loss: 1.8600, grad_norm: 6.6889 2021-07-13 13:19:36,423 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 3:42:13, time: 0.381, data_time: 0.032, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7805, loss_cls: 1.8616, loss: 1.8616, grad_norm: 6.6014 2021-07-13 13:19:43,975 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 3:42:06, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7875, loss_cls: 1.8548, loss: 1.8548, grad_norm: 6.9983 2021-07-13 13:19:51,490 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 3:41:58, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7742, loss_cls: 1.8971, loss: 1.8971, grad_norm: 7.1390 2021-07-13 13:19:58,955 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 3:41:51, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7820, loss_cls: 1.8585, loss: 1.8585, grad_norm: 6.9250 2021-07-13 13:20:06,578 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 3:41:43, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7844, loss_cls: 1.8340, loss: 1.8340, grad_norm: 6.9881 2021-07-13 13:20:14,334 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 3:41:36, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.8023, loss_cls: 1.8052, loss: 1.8052, grad_norm: 6.8584 2021-07-13 13:20:21,513 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 3:41:28, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7930, loss_cls: 1.8181, loss: 1.8181, grad_norm: 6.7794 2021-07-13 13:20:29,073 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 3:41:21, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8527, loss: 1.8527, grad_norm: 6.8309 2021-07-13 13:20:36,664 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 3:41:13, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7828, loss_cls: 1.8573, loss: 1.8573, grad_norm: 6.8879 2021-07-13 13:20:44,103 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 3:41:06, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7727, loss_cls: 1.8964, loss: 1.8964, grad_norm: 6.7803 2021-07-13 13:20:51,939 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 3:40:59, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8141, loss_cls: 1.7877, loss: 1.7877, grad_norm: 6.8396 2021-07-13 13:20:59,337 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 3:40:51, time: 0.370, data_time: 0.021, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7945, loss_cls: 1.8574, loss: 1.8574, grad_norm: 7.1491 2021-07-13 13:21:06,836 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 3:40:43, time: 0.374, data_time: 0.019, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7875, loss_cls: 1.8504, loss: 1.8504, grad_norm: 6.9654 2021-07-13 13:21:13,878 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 3:40:35, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7812, loss_cls: 1.9056, loss: 1.9056, grad_norm: 7.0778 2021-07-13 13:21:21,748 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 3:40:28, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8000, loss_cls: 1.7258, loss: 1.7258, grad_norm: 6.9054 2021-07-13 13:21:29,180 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 3:40:21, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7773, loss_cls: 1.8727, loss: 1.8727, grad_norm: 7.0905 2021-07-13 13:21:36,771 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 3:40:13, time: 0.383, data_time: 0.004, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7781, loss_cls: 1.8448, loss: 1.8448, grad_norm: 6.9113 2021-07-13 13:21:44,085 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 3:40:05, time: 0.366, data_time: 0.004, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7633, loss_cls: 1.9419, loss: 1.9419, grad_norm: 6.9635 2021-07-13 13:21:51,448 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 3:39:58, time: 0.367, data_time: 0.007, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7836, loss_cls: 1.8907, loss: 1.8907, grad_norm: 7.0243 2021-07-13 13:21:58,870 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 3:39:50, time: 0.372, data_time: 0.023, memory: 7066, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.7740, loss: 1.7740, grad_norm: 6.8264 2021-07-13 13:22:06,753 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 3:39:43, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7953, loss_cls: 1.8428, loss: 1.8428, grad_norm: 6.9525 2021-07-13 13:22:14,174 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 3:39:35, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8324, loss: 1.8324, grad_norm: 6.9549 2021-07-13 13:22:21,488 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 3:39:28, time: 0.365, data_time: 0.004, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7781, loss_cls: 1.8758, loss: 1.8758, grad_norm: 7.1178 2021-07-13 13:22:28,472 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 3:39:20, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7875, loss_cls: 1.8006, loss: 1.8006, grad_norm: 6.9877 2021-07-13 13:22:36,039 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 3:39:12, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7891, loss_cls: 1.8304, loss: 1.8304, grad_norm: 6.7580 2021-07-13 13:22:43,168 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 3:39:04, time: 0.358, data_time: 0.002, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7836, loss_cls: 1.8568, loss: 1.8568, grad_norm: 6.8414 2021-07-13 13:22:44,389 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-07-13 13:23:42,109 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 13:23:42,255 - mmaction - INFO - top1_acc 0.4509 top5_acc 0.7396 2021-07-13 13:23:42,255 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 13:23:42,264 - mmaction - INFO - mean_acc 0.4038 2021-07-13 13:23:42,572 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-07-13 13:23:42,572 - mmaction - INFO - Best top1_acc is 0.4509 at 24 epoch. 2021-07-13 13:23:42,576 - mmaction - INFO - Epoch(val) [24][181] top1_acc: 0.4509, top5_acc: 0.7396, mean_class_accuracy: 0.4038 2021-07-13 13:23:53,767 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 3:38:57, time: 0.559, data_time: 0.187, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7805, loss_cls: 1.8332, loss: 1.8332, grad_norm: 6.9621 2021-07-13 13:24:01,126 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 3:38:49, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.7820, loss_cls: 1.8234, loss: 1.8234, grad_norm: 6.7049 2021-07-13 13:24:08,857 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 3:38:42, time: 0.388, data_time: 0.019, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7961, loss_cls: 1.8119, loss: 1.8119, grad_norm: 6.9317 2021-07-13 13:24:16,731 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 3:38:35, time: 0.394, data_time: 0.055, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7797, loss_cls: 1.8699, loss: 1.8699, grad_norm: 7.0024 2021-07-13 13:24:24,527 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 3:38:27, time: 0.390, data_time: 0.039, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8031, loss_cls: 1.7951, loss: 1.7951, grad_norm: 6.7982 2021-07-13 13:24:32,484 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 3:38:20, time: 0.398, data_time: 0.005, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8039, loss_cls: 1.7124, loss: 1.7124, grad_norm: 6.7640 2021-07-13 13:24:39,678 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 3:38:13, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7828, loss_cls: 1.8868, loss: 1.8868, grad_norm: 7.1220 2021-07-13 13:24:47,803 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 3:38:06, time: 0.405, data_time: 0.000, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7781, loss_cls: 1.8286, loss: 1.8286, grad_norm: 7.2071 2021-07-13 13:24:55,073 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 3:37:58, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7750, loss_cls: 1.9546, loss: 1.9546, grad_norm: 7.0869 2021-07-13 13:25:02,753 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 3:37:51, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 1.8841, loss: 1.8841, grad_norm: 7.0097 2021-07-13 13:25:09,875 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 3:37:43, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7812, loss_cls: 1.8748, loss: 1.8748, grad_norm: 6.8638 2021-07-13 13:25:17,689 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 3:37:35, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8117, loss_cls: 1.7163, loss: 1.7163, grad_norm: 6.5294 2021-07-13 13:25:25,232 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 3:37:28, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7937, loss_cls: 1.8245, loss: 1.8245, grad_norm: 6.9262 2021-07-13 13:25:32,972 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 3:37:21, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.8256, loss: 1.8256, grad_norm: 7.2142 2021-07-13 13:25:40,135 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 3:37:13, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7945, loss_cls: 1.8554, loss: 1.8554, grad_norm: 7.0856 2021-07-13 13:25:47,381 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 3:37:05, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8023, loss_cls: 1.7577, loss: 1.7577, grad_norm: 6.9737 2021-07-13 13:25:54,990 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 3:36:57, time: 0.380, data_time: 0.003, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.8421, loss: 1.8421, grad_norm: 7.0472 2021-07-13 13:26:02,359 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 3:36:50, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7773, loss_cls: 1.8366, loss: 1.8366, grad_norm: 7.0505 2021-07-13 13:26:10,083 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 3:36:42, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7992, loss_cls: 1.7921, loss: 1.7921, grad_norm: 6.8108 2021-07-13 13:26:17,262 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 3:36:35, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7883, loss_cls: 1.8482, loss: 1.8482, grad_norm: 7.0583 2021-07-13 13:26:24,557 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 3:36:27, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7891, loss_cls: 1.8301, loss: 1.8301, grad_norm: 6.8006 2021-07-13 13:26:32,509 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 3:36:20, time: 0.398, data_time: 0.035, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7906, loss_cls: 1.8926, loss: 1.8926, grad_norm: 6.8620 2021-07-13 13:26:39,692 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 3:36:12, time: 0.359, data_time: 0.000, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.7621, loss: 1.7621, grad_norm: 6.8985 2021-07-13 13:26:47,189 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 3:36:04, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7875, loss_cls: 1.8958, loss: 1.8958, grad_norm: 7.0924 2021-07-13 13:26:54,812 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 3:35:57, time: 0.382, data_time: 0.012, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7977, loss_cls: 1.8012, loss: 1.8012, grad_norm: 7.0299 2021-07-13 13:27:02,672 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 3:35:50, time: 0.393, data_time: 0.052, memory: 7066, top1_acc: 0.5742, top5_acc: 0.7875, loss_cls: 1.7839, loss: 1.7839, grad_norm: 6.8344 2021-07-13 13:27:10,093 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 3:35:42, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7859, loss_cls: 1.8820, loss: 1.8820, grad_norm: 7.0394 2021-07-13 13:27:17,625 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 3:35:35, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8104, loss: 1.8104, grad_norm: 7.0113 2021-07-13 13:27:24,675 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 3:35:27, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.7572, loss: 1.7572, grad_norm: 6.9099 2021-07-13 13:27:32,342 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 3:35:19, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7805, loss_cls: 1.8726, loss: 1.8726, grad_norm: 7.2690 2021-07-13 13:27:39,527 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 3:35:11, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7891, loss_cls: 1.8163, loss: 1.8163, grad_norm: 7.0036 2021-07-13 13:27:47,453 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 3:35:04, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7867, loss_cls: 1.8661, loss: 1.8661, grad_norm: 7.1973 2021-07-13 13:27:54,544 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 3:34:56, time: 0.354, data_time: 0.002, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7859, loss_cls: 1.8429, loss: 1.8429, grad_norm: 7.2156 2021-07-13 13:28:01,931 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 3:34:49, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7992, loss_cls: 1.8438, loss: 1.8438, grad_norm: 7.0287 2021-07-13 13:28:09,485 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 3:34:41, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.8652, loss: 1.8652, grad_norm: 7.1889 2021-07-13 13:28:16,680 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 3:34:33, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7773, loss_cls: 1.9123, loss: 1.9123, grad_norm: 7.3064 2021-07-13 13:28:24,381 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 3:34:26, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7828, loss_cls: 1.9045, loss: 1.9045, grad_norm: 7.2485 2021-07-13 13:28:32,256 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 3:34:19, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 1.9413, loss: 1.9413, grad_norm: 7.3890 2021-07-13 13:28:39,771 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 3:34:11, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8063, loss_cls: 1.7437, loss: 1.7437, grad_norm: 7.0398 2021-07-13 13:28:46,701 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 3:34:03, time: 0.343, data_time: 0.001, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7828, loss_cls: 1.8726, loss: 1.8726, grad_norm: 7.1543 2021-07-13 13:28:54,614 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 3:33:56, time: 0.399, data_time: 0.004, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7898, loss_cls: 1.8052, loss: 1.8052, grad_norm: 7.1471 2021-07-13 13:29:01,826 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 3:33:48, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7898, loss_cls: 1.7818, loss: 1.7818, grad_norm: 7.0976 2021-07-13 13:29:09,294 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 3:33:41, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7789, loss_cls: 1.9398, loss: 1.9398, grad_norm: 7.1962 2021-07-13 13:29:17,207 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 3:33:34, time: 0.395, data_time: 0.047, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8000, loss_cls: 1.7460, loss: 1.7460, grad_norm: 6.8254 2021-07-13 13:29:24,647 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 3:33:26, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7844, loss_cls: 1.8773, loss: 1.8773, grad_norm: 7.1595 2021-07-13 13:29:32,141 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 3:33:19, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7914, loss_cls: 1.8102, loss: 1.8102, grad_norm: 6.8090 2021-07-13 13:29:39,373 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 3:33:11, time: 0.361, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7891, loss_cls: 1.8130, loss: 1.8130, grad_norm: 6.8830 2021-07-13 13:29:47,486 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 3:33:04, time: 0.406, data_time: 0.002, memory: 7066, top1_acc: 0.5516, top5_acc: 0.8055, loss_cls: 1.8150, loss: 1.8150, grad_norm: 7.0715 2021-07-13 13:29:54,652 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 3:32:56, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7906, loss_cls: 1.8452, loss: 1.8452, grad_norm: 6.9469 2021-07-13 13:30:01,959 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 3:32:48, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8023, loss_cls: 1.7755, loss: 1.7755, grad_norm: 6.9649 2021-07-13 13:30:09,363 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 3:32:41, time: 0.371, data_time: 0.003, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 1.9275, loss: 1.9275, grad_norm: 7.2287 2021-07-13 13:30:16,886 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 3:32:33, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8047, loss_cls: 1.7576, loss: 1.7576, grad_norm: 6.9285 2021-07-13 13:30:24,397 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 3:32:25, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8031, loss_cls: 1.7497, loss: 1.7497, grad_norm: 7.1366 2021-07-13 13:30:32,027 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 3:32:18, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8039, loss_cls: 1.7512, loss: 1.7512, grad_norm: 6.9320 2021-07-13 13:30:39,071 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 3:32:10, time: 0.355, data_time: 0.003, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.8452, loss: 1.8452, grad_norm: 7.3616 2021-07-13 13:30:46,130 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 3:32:02, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.8073, loss: 1.8073, grad_norm: 7.1531 2021-07-13 13:30:54,016 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 3:31:55, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7961, loss_cls: 1.7986, loss: 1.7986, grad_norm: 7.1509 2021-07-13 13:31:01,518 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 3:31:47, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7844, loss_cls: 1.8459, loss: 1.8459, grad_norm: 7.0930 2021-07-13 13:31:08,536 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 3:31:39, time: 0.351, data_time: 0.003, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.8381, loss: 1.8381, grad_norm: 7.1071 2021-07-13 13:31:16,015 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 3:31:32, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7922, loss_cls: 1.7551, loss: 1.7551, grad_norm: 6.9722 2021-07-13 13:31:23,812 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 3:31:25, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.7883, loss_cls: 1.7343, loss: 1.7343, grad_norm: 6.9409 2021-07-13 13:31:31,639 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 3:31:17, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.8694, loss: 1.8694, grad_norm: 7.1851 2021-07-13 13:31:38,822 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 3:31:10, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8117, loss_cls: 1.7238, loss: 1.7238, grad_norm: 7.1563 2021-07-13 13:31:46,372 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 3:31:02, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7984, loss_cls: 1.7630, loss: 1.7630, grad_norm: 7.0543 2021-07-13 13:31:53,859 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 3:30:55, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7703, loss_cls: 1.9281, loss: 1.9281, grad_norm: 7.1157 2021-07-13 13:32:01,378 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 3:30:47, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7906, loss_cls: 1.8132, loss: 1.8132, grad_norm: 6.8944 2021-07-13 13:32:08,653 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 3:30:39, time: 0.372, data_time: 0.008, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7977, loss_cls: 1.7981, loss: 1.7981, grad_norm: 7.1273 2021-07-13 13:32:09,864 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-07-13 13:32:21,441 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 3:30:32, time: 0.558, data_time: 0.175, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8023, loss_cls: 1.7140, loss: 1.7140, grad_norm: 6.7741 2021-07-13 13:32:29,215 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 3:30:24, time: 0.394, data_time: 0.006, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7742, loss_cls: 1.8550, loss: 1.8550, grad_norm: 6.9511 2021-07-13 13:32:36,696 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 3:30:17, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.8039, loss_cls: 1.8030, loss: 1.8030, grad_norm: 7.1168 2021-07-13 13:32:44,169 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 3:30:09, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.5227, top5_acc: 0.7859, loss_cls: 1.8589, loss: 1.8589, grad_norm: 7.1162 2021-07-13 13:32:51,895 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 3:30:02, time: 0.386, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7914, loss_cls: 1.8005, loss: 1.8005, grad_norm: 7.0824 2021-07-13 13:32:59,135 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 3:29:54, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8086, loss_cls: 1.7474, loss: 1.7474, grad_norm: 7.0724 2021-07-13 13:33:06,354 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 3:29:46, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.7945, loss_cls: 1.7504, loss: 1.7504, grad_norm: 7.2199 2021-07-13 13:33:14,212 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 3:29:39, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.7992, loss_cls: 1.7700, loss: 1.7700, grad_norm: 7.1004 2021-07-13 13:33:21,555 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 3:29:32, time: 0.363, data_time: 0.000, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7539, loss_cls: 1.9620, loss: 1.9620, grad_norm: 7.2500 2021-07-13 13:33:29,222 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 3:29:24, time: 0.387, data_time: 0.005, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8047, loss_cls: 1.7690, loss: 1.7690, grad_norm: 7.1503 2021-07-13 13:33:36,919 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 3:29:17, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7953, loss_cls: 1.8529, loss: 1.8529, grad_norm: 7.1549 2021-07-13 13:33:44,076 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 3:29:09, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7961, loss_cls: 1.8376, loss: 1.8376, grad_norm: 7.2930 2021-07-13 13:33:52,073 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 3:29:02, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.7953, loss_cls: 1.7745, loss: 1.7745, grad_norm: 7.1345 2021-07-13 13:33:59,470 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 3:28:54, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8070, loss_cls: 1.7367, loss: 1.7367, grad_norm: 7.0855 2021-07-13 13:34:06,656 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 3:28:46, time: 0.361, data_time: 0.003, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7922, loss_cls: 1.8477, loss: 1.8477, grad_norm: 7.2434 2021-07-13 13:34:14,882 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 3:28:40, time: 0.412, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7867, loss_cls: 1.7949, loss: 1.7949, grad_norm: 7.2980 2021-07-13 13:34:22,387 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 3:28:32, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8172, loss_cls: 1.7691, loss: 1.7691, grad_norm: 7.1538 2021-07-13 13:34:29,792 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 3:28:24, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.5336, top5_acc: 0.7875, loss_cls: 1.8347, loss: 1.8347, grad_norm: 7.4337 2021-07-13 13:34:37,146 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 3:28:17, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7977, loss_cls: 1.7701, loss: 1.7701, grad_norm: 7.1756 2021-07-13 13:34:44,446 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 3:28:09, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8039, loss_cls: 1.6854, loss: 1.6854, grad_norm: 6.8659 2021-07-13 13:34:52,047 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 3:28:02, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7805, loss_cls: 1.7972, loss: 1.7972, grad_norm: 7.1514 2021-07-13 13:34:59,248 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 3:27:54, time: 0.360, data_time: 0.000, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8055, loss_cls: 1.7427, loss: 1.7427, grad_norm: 7.0334 2021-07-13 13:35:06,888 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 3:27:46, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7977, loss_cls: 1.8262, loss: 1.8262, grad_norm: 7.3802 2021-07-13 13:35:14,628 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 3:27:39, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.6585, loss: 1.6585, grad_norm: 6.9834 2021-07-13 13:35:22,126 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 3:27:32, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7820, loss_cls: 1.8499, loss: 1.8499, grad_norm: 7.4873 2021-07-13 13:35:29,668 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 3:27:24, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8023, loss_cls: 1.7440, loss: 1.7440, grad_norm: 7.1495 2021-07-13 13:35:37,297 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 3:27:17, time: 0.383, data_time: 0.003, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7937, loss_cls: 1.8408, loss: 1.8408, grad_norm: 7.3392 2021-07-13 13:35:44,569 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 3:27:09, time: 0.364, data_time: 0.020, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7930, loss_cls: 1.8041, loss: 1.8041, grad_norm: 7.1378 2021-07-13 13:35:52,113 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 3:27:01, time: 0.378, data_time: 0.024, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7852, loss_cls: 1.8129, loss: 1.8129, grad_norm: 7.1349 2021-07-13 13:35:59,817 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 3:26:54, time: 0.384, data_time: 0.000, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7945, loss_cls: 1.8320, loss: 1.8320, grad_norm: 7.1420 2021-07-13 13:36:06,777 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 3:26:46, time: 0.348, data_time: 0.002, memory: 7066, top1_acc: 0.5523, top5_acc: 0.8000, loss_cls: 1.7808, loss: 1.7808, grad_norm: 7.1573 2021-07-13 13:36:14,257 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 3:26:38, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8063, loss_cls: 1.7888, loss: 1.7888, grad_norm: 7.0740 2021-07-13 13:36:21,606 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 3:26:31, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.8395, loss: 1.8395, grad_norm: 6.9921 2021-07-13 13:36:29,001 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 3:26:23, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8102, loss_cls: 1.7301, loss: 1.7301, grad_norm: 7.0778 2021-07-13 13:36:36,402 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 3:26:16, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7992, loss_cls: 1.7737, loss: 1.7737, grad_norm: 7.3084 2021-07-13 13:36:43,765 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 3:26:08, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7891, loss_cls: 1.8282, loss: 1.8282, grad_norm: 7.4448 2021-07-13 13:36:51,882 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 3:26:01, time: 0.406, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7719, loss_cls: 1.9212, loss: 1.9212, grad_norm: 7.4186 2021-07-13 13:36:58,896 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 3:25:53, time: 0.350, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7914, loss_cls: 1.7990, loss: 1.7990, grad_norm: 7.2350 2021-07-13 13:37:06,580 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 3:25:46, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7844, loss_cls: 1.7647, loss: 1.7647, grad_norm: 6.9975 2021-07-13 13:37:14,117 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 3:25:38, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8117, loss_cls: 1.6887, loss: 1.6887, grad_norm: 6.8561 2021-07-13 13:37:21,483 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 3:25:30, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7984, loss_cls: 1.8467, loss: 1.8467, grad_norm: 7.3794 2021-07-13 13:37:28,944 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 3:25:23, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.5320, top5_acc: 0.8031, loss_cls: 1.8484, loss: 1.8484, grad_norm: 7.3975 2021-07-13 13:37:36,229 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 3:25:15, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7906, loss_cls: 1.8405, loss: 1.8405, grad_norm: 7.1370 2021-07-13 13:37:43,529 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 3:25:07, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8133, loss_cls: 1.7047, loss: 1.7047, grad_norm: 7.0077 2021-07-13 13:37:51,418 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 3:25:00, time: 0.392, data_time: 0.038, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7766, loss_cls: 1.8247, loss: 1.8247, grad_norm: 7.3844 2021-07-13 13:37:58,828 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 3:24:53, time: 0.372, data_time: 0.003, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7766, loss_cls: 1.8546, loss: 1.8546, grad_norm: 7.5702 2021-07-13 13:38:06,251 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 3:24:45, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7906, loss_cls: 1.7979, loss: 1.7979, grad_norm: 7.3321 2021-07-13 13:38:13,735 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 3:24:37, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7992, loss_cls: 1.8099, loss: 1.8099, grad_norm: 7.2479 2021-07-13 13:38:21,050 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 3:24:30, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8016, loss_cls: 1.7930, loss: 1.7930, grad_norm: 7.3762 2021-07-13 13:38:28,751 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 3:24:22, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7930, loss_cls: 1.7803, loss: 1.7803, grad_norm: 7.1857 2021-07-13 13:38:35,775 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 3:24:14, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7828, loss_cls: 1.8305, loss: 1.8305, grad_norm: 7.2091 2021-07-13 13:38:43,439 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 3:24:07, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8055, loss_cls: 1.7139, loss: 1.7139, grad_norm: 7.2190 2021-07-13 13:38:50,799 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 3:23:59, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7773, loss_cls: 1.8674, loss: 1.8674, grad_norm: 7.3206 2021-07-13 13:38:58,339 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 3:23:52, time: 0.375, data_time: 0.005, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7984, loss_cls: 1.7713, loss: 1.7713, grad_norm: 6.9569 2021-07-13 13:39:05,936 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 3:23:44, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7766, loss_cls: 1.8382, loss: 1.8382, grad_norm: 7.3286 2021-07-13 13:39:13,378 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 3:23:37, time: 0.372, data_time: 0.020, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8023, loss_cls: 1.7843, loss: 1.7843, grad_norm: 7.1485 2021-07-13 13:39:20,987 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 3:23:29, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7859, loss_cls: 1.8061, loss: 1.8061, grad_norm: 7.2781 2021-07-13 13:39:28,136 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 3:23:21, time: 0.357, data_time: 0.002, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7930, loss_cls: 1.7745, loss: 1.7745, grad_norm: 7.1805 2021-07-13 13:39:35,808 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 3:23:14, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7906, loss_cls: 1.8759, loss: 1.8759, grad_norm: 7.4527 2021-07-13 13:39:43,255 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 3:23:07, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8102, loss_cls: 1.7130, loss: 1.7130, grad_norm: 7.0675 2021-07-13 13:39:50,536 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 3:22:59, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.5469, top5_acc: 0.7773, loss_cls: 1.8243, loss: 1.8243, grad_norm: 7.1264 2021-07-13 13:39:58,108 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 3:22:51, time: 0.379, data_time: 0.015, memory: 7066, top1_acc: 0.5695, top5_acc: 0.7953, loss_cls: 1.8159, loss: 1.8159, grad_norm: 7.2896 2021-07-13 13:40:05,817 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 3:22:44, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7922, loss_cls: 1.8551, loss: 1.8551, grad_norm: 7.4956 2021-07-13 13:40:13,968 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 3:22:37, time: 0.408, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7984, loss_cls: 1.7938, loss: 1.7938, grad_norm: 7.1534 2021-07-13 13:40:21,220 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 3:22:29, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8086, loss_cls: 1.6881, loss: 1.6881, grad_norm: 7.1120 2021-07-13 13:40:28,981 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 3:22:22, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5750, top5_acc: 0.7906, loss_cls: 1.7452, loss: 1.7452, grad_norm: 7.2135 2021-07-13 13:40:36,004 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 3:22:14, time: 0.354, data_time: 0.003, memory: 7066, top1_acc: 0.5320, top5_acc: 0.8031, loss_cls: 1.8080, loss: 1.8080, grad_norm: 7.4368 2021-07-13 13:40:37,224 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-07-13 13:41:34,751 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 13:41:34,897 - mmaction - INFO - top1_acc 0.4472 top5_acc 0.7399 2021-07-13 13:41:34,897 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 13:41:34,906 - mmaction - INFO - mean_acc 0.4034 2021-07-13 13:41:34,908 - mmaction - INFO - Epoch(val) [26][181] top1_acc: 0.4472, top5_acc: 0.7399, mean_class_accuracy: 0.4034 2021-07-13 13:41:46,187 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 3:22:06, time: 0.562, data_time: 0.151, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7906, loss_cls: 1.8058, loss: 1.8058, grad_norm: 7.0593 2021-07-13 13:41:53,905 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 3:21:59, time: 0.387, data_time: 0.003, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7844, loss_cls: 1.8075, loss: 1.8075, grad_norm: 7.0503 2021-07-13 13:42:02,023 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 3:21:52, time: 0.405, data_time: 0.038, memory: 7066, top1_acc: 0.5453, top5_acc: 0.8008, loss_cls: 1.8411, loss: 1.8411, grad_norm: 7.4157 2021-07-13 13:42:09,289 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 3:21:44, time: 0.362, data_time: 0.003, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8109, loss_cls: 1.7103, loss: 1.7103, grad_norm: 7.0720 2021-07-13 13:42:16,710 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 3:21:37, time: 0.373, data_time: 0.003, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7773, loss_cls: 1.8528, loss: 1.8528, grad_norm: 7.4841 2021-07-13 13:42:24,340 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 3:21:29, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8125, loss_cls: 1.6493, loss: 1.6493, grad_norm: 7.0151 2021-07-13 13:42:31,947 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 3:21:22, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8109, loss_cls: 1.8089, loss: 1.8089, grad_norm: 7.6015 2021-07-13 13:42:39,157 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 3:21:14, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8031, loss_cls: 1.7653, loss: 1.7653, grad_norm: 7.2714 2021-07-13 13:42:46,461 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 3:21:06, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8180, loss_cls: 1.6923, loss: 1.6923, grad_norm: 7.1077 2021-07-13 13:42:54,227 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 3:20:59, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7984, loss_cls: 1.7523, loss: 1.7523, grad_norm: 7.2429 2021-07-13 13:43:02,000 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 3:20:52, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8156, loss_cls: 1.7334, loss: 1.7334, grad_norm: 7.2532 2021-07-13 13:43:09,042 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 3:20:44, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8031, loss_cls: 1.7107, loss: 1.7107, grad_norm: 7.3308 2021-07-13 13:43:16,392 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 3:20:36, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8227, loss_cls: 1.7082, loss: 1.7082, grad_norm: 7.0827 2021-07-13 13:43:23,971 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 3:20:29, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7969, loss_cls: 1.8142, loss: 1.8142, grad_norm: 7.3515 2021-07-13 13:43:32,081 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 3:20:22, time: 0.407, data_time: 0.002, memory: 7066, top1_acc: 0.5523, top5_acc: 0.8195, loss_cls: 1.7404, loss: 1.7404, grad_norm: 7.3294 2021-07-13 13:43:39,528 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 3:20:14, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8094, loss_cls: 1.7865, loss: 1.7865, grad_norm: 7.1952 2021-07-13 13:43:47,065 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 3:20:07, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7688, loss_cls: 1.8618, loss: 1.8618, grad_norm: 7.5842 2021-07-13 13:43:54,869 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 3:19:59, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7930, loss_cls: 1.7802, loss: 1.7802, grad_norm: 7.1447 2021-07-13 13:44:02,274 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 3:19:52, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7969, loss_cls: 1.7876, loss: 1.7876, grad_norm: 7.3749 2021-07-13 13:44:09,230 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 3:19:44, time: 0.348, data_time: 0.002, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8094, loss_cls: 1.7646, loss: 1.7646, grad_norm: 7.2696 2021-07-13 13:44:16,968 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 3:19:36, time: 0.386, data_time: 0.005, memory: 7066, top1_acc: 0.5758, top5_acc: 0.7937, loss_cls: 1.7418, loss: 1.7418, grad_norm: 7.2327 2021-07-13 13:44:24,611 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 3:19:29, time: 0.384, data_time: 0.006, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8047, loss_cls: 1.7835, loss: 1.7835, grad_norm: 7.4945 2021-07-13 13:44:31,947 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 3:19:21, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7906, loss_cls: 1.7754, loss: 1.7754, grad_norm: 7.3571 2021-07-13 13:44:39,382 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 3:19:14, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7953, loss_cls: 1.7985, loss: 1.7985, grad_norm: 7.2695 2021-07-13 13:44:46,640 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 3:19:06, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7914, loss_cls: 1.7885, loss: 1.7885, grad_norm: 7.3540 2021-07-13 13:44:54,616 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 3:18:59, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7898, loss_cls: 1.7690, loss: 1.7690, grad_norm: 7.1846 2021-07-13 13:45:01,603 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 3:18:51, time: 0.349, data_time: 0.000, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8008, loss_cls: 1.7912, loss: 1.7912, grad_norm: 7.3154 2021-07-13 13:45:09,381 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 3:18:44, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7867, loss_cls: 1.8046, loss: 1.8046, grad_norm: 7.2370 2021-07-13 13:45:16,666 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 3:18:36, time: 0.364, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7930, loss_cls: 1.7597, loss: 1.7597, grad_norm: 7.3732 2021-07-13 13:45:23,929 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 3:18:28, time: 0.362, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8109, loss_cls: 1.7207, loss: 1.7207, grad_norm: 7.3569 2021-07-13 13:45:31,693 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 3:18:21, time: 0.389, data_time: 0.005, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7680, loss_cls: 1.8818, loss: 1.8818, grad_norm: 7.4512 2021-07-13 13:45:39,343 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 3:18:13, time: 0.379, data_time: 0.002, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8100, loss: 1.8100, grad_norm: 7.1979 2021-07-13 13:45:48,072 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 3:18:07, time: 0.439, data_time: 0.067, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7984, loss_cls: 1.7960, loss: 1.7960, grad_norm: 7.4199 2021-07-13 13:45:58,263 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 3:18:02, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8148, loss_cls: 1.6784, loss: 1.6784, grad_norm: 7.1686 2021-07-13 13:46:05,765 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 3:17:54, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7945, loss_cls: 1.7634, loss: 1.7634, grad_norm: 7.1075 2021-07-13 13:46:13,839 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 3:17:47, time: 0.404, data_time: 0.040, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8063, loss_cls: 1.7331, loss: 1.7331, grad_norm: 7.2475 2021-07-13 13:46:22,508 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 3:17:41, time: 0.433, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8102, loss_cls: 1.7093, loss: 1.7093, grad_norm: 7.2590 2021-07-13 13:46:30,222 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 3:17:33, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.7852, loss_cls: 1.8033, loss: 1.8033, grad_norm: 7.6490 2021-07-13 13:46:38,220 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 3:17:26, time: 0.400, data_time: 0.002, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7977, loss_cls: 1.7403, loss: 1.7403, grad_norm: 7.2735 2021-07-13 13:46:47,232 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 3:17:20, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7906, loss_cls: 1.8170, loss: 1.8170, grad_norm: 7.5394 2021-07-13 13:46:54,605 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 3:17:12, time: 0.369, data_time: 0.002, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8031, loss_cls: 1.8026, loss: 1.8026, grad_norm: 7.5454 2021-07-13 13:47:02,429 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 3:17:05, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7977, loss_cls: 1.7800, loss: 1.7800, grad_norm: 7.5893 2021-07-13 13:47:10,551 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 3:16:58, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7977, loss_cls: 1.7817, loss: 1.7817, grad_norm: 7.2409 2021-07-13 13:47:17,907 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 3:16:50, time: 0.370, data_time: 0.004, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7891, loss_cls: 1.7948, loss: 1.7948, grad_norm: 7.2811 2021-07-13 13:47:25,251 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 3:16:43, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.5484, top5_acc: 0.8117, loss_cls: 1.7617, loss: 1.7617, grad_norm: 7.3987 2021-07-13 13:47:33,210 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 3:16:36, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8125, loss_cls: 1.7317, loss: 1.7317, grad_norm: 7.5818 2021-07-13 13:47:41,151 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 3:16:29, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.6792, loss: 1.6792, grad_norm: 7.3550 2021-07-13 13:47:49,000 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 3:16:21, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8016, loss_cls: 1.7166, loss: 1.7166, grad_norm: 7.2000 2021-07-13 13:47:56,946 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 3:16:14, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8203, loss_cls: 1.7369, loss: 1.7369, grad_norm: 7.4698 2021-07-13 13:48:04,334 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 3:16:06, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7961, loss_cls: 1.8153, loss: 1.8153, grad_norm: 7.3467 2021-07-13 13:48:11,645 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 3:15:59, time: 0.366, data_time: 0.003, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7914, loss_cls: 1.7871, loss: 1.7871, grad_norm: 7.4787 2021-07-13 13:48:19,527 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 3:15:52, time: 0.394, data_time: 0.030, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8156, loss_cls: 1.6891, loss: 1.6891, grad_norm: 7.2935 2021-07-13 13:48:27,365 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 3:15:44, time: 0.390, data_time: 0.023, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7906, loss_cls: 1.7930, loss: 1.7930, grad_norm: 7.4876 2021-07-13 13:48:34,756 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 3:15:37, time: 0.371, data_time: 0.003, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7805, loss_cls: 1.8535, loss: 1.8535, grad_norm: 7.4020 2021-07-13 13:48:42,505 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 3:15:29, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7977, loss_cls: 1.7588, loss: 1.7588, grad_norm: 7.3107 2021-07-13 13:48:50,565 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 3:15:22, time: 0.409, data_time: 0.007, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7945, loss_cls: 1.7739, loss: 1.7739, grad_norm: 7.4575 2021-07-13 13:48:57,607 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 3:15:14, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8055, loss_cls: 1.7731, loss: 1.7731, grad_norm: 7.4925 2021-07-13 13:49:05,475 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 3:15:07, time: 0.394, data_time: 0.011, memory: 7066, top1_acc: 0.5805, top5_acc: 0.7945, loss_cls: 1.7548, loss: 1.7548, grad_norm: 7.2480 2021-07-13 13:49:13,239 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 3:15:00, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.8328, loss: 1.8328, grad_norm: 7.5341 2021-07-13 13:49:21,456 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 3:14:53, time: 0.412, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8164, loss_cls: 1.7090, loss: 1.7090, grad_norm: 7.3057 2021-07-13 13:49:29,048 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 3:14:45, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7945, loss_cls: 1.8052, loss: 1.8052, grad_norm: 7.5613 2021-07-13 13:49:36,638 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 3:14:38, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8031, loss_cls: 1.7382, loss: 1.7382, grad_norm: 7.4721 2021-07-13 13:49:44,117 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 3:14:30, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8023, loss_cls: 1.7461, loss: 1.7461, grad_norm: 7.3539 2021-07-13 13:49:51,691 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 3:14:23, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7969, loss_cls: 1.7793, loss: 1.7793, grad_norm: 7.6874 2021-07-13 13:49:59,133 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 3:14:15, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7720, loss: 1.7720, grad_norm: 7.3503 2021-07-13 13:50:06,682 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 3:14:08, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8148, loss_cls: 1.7039, loss: 1.7039, grad_norm: 7.5460 2021-07-13 13:50:14,204 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 3:14:00, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7977, loss_cls: 1.7626, loss: 1.7626, grad_norm: 7.7825 2021-07-13 13:50:15,412 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-07-13 13:50:27,581 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 3:13:53, time: 0.589, data_time: 0.132, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8000, loss_cls: 1.7696, loss: 1.7696, grad_norm: 7.2394 2021-07-13 13:50:34,751 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 3:13:45, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8023, loss_cls: 1.7384, loss: 1.7384, grad_norm: 7.2592 2021-07-13 13:50:42,255 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 3:13:37, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8258, loss_cls: 1.6660, loss: 1.6660, grad_norm: 7.3314 2021-07-13 13:50:50,284 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 3:13:30, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8047, loss_cls: 1.7839, loss: 1.7839, grad_norm: 7.5092 2021-07-13 13:50:57,971 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 3:13:23, time: 0.384, data_time: 0.029, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8234, loss_cls: 1.6573, loss: 1.6573, grad_norm: 7.1499 2021-07-13 13:51:05,412 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 3:13:15, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.6782, loss: 1.6782, grad_norm: 7.1133 2021-07-13 13:51:13,184 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 3:13:08, time: 0.389, data_time: 0.003, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8102, loss_cls: 1.7189, loss: 1.7189, grad_norm: 7.4105 2021-07-13 13:51:20,313 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 3:13:00, time: 0.356, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8117, loss_cls: 1.6643, loss: 1.6643, grad_norm: 7.2243 2021-07-13 13:51:28,355 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 3:12:53, time: 0.403, data_time: 0.002, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7961, loss_cls: 1.7590, loss: 1.7590, grad_norm: 7.6649 2021-07-13 13:51:36,416 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 3:12:46, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.7992, loss_cls: 1.7640, loss: 1.7640, grad_norm: 7.5285 2021-07-13 13:51:44,369 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 3:12:39, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7727, loss_cls: 1.8494, loss: 1.8494, grad_norm: 7.4739 2021-07-13 13:51:51,966 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 3:12:31, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8227, loss_cls: 1.6876, loss: 1.6876, grad_norm: 7.4333 2021-07-13 13:51:59,297 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 3:12:24, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7914, loss_cls: 1.8153, loss: 1.8153, grad_norm: 7.6766 2021-07-13 13:52:06,884 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 3:12:16, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7984, loss_cls: 1.7763, loss: 1.7763, grad_norm: 7.4855 2021-07-13 13:52:14,756 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 3:12:09, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8172, loss_cls: 1.6368, loss: 1.6368, grad_norm: 7.2197 2021-07-13 13:52:21,866 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 3:12:01, time: 0.353, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7867, loss_cls: 1.7649, loss: 1.7649, grad_norm: 7.3427 2021-07-13 13:52:29,851 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 3:11:54, time: 0.402, data_time: 0.004, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8117, loss_cls: 1.7052, loss: 1.7052, grad_norm: 7.4324 2021-07-13 13:52:37,495 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 3:11:47, time: 0.382, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8023, loss_cls: 1.7840, loss: 1.7840, grad_norm: 7.5909 2021-07-13 13:52:44,862 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 3:11:39, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.7651, loss: 1.7651, grad_norm: 7.7761 2021-07-13 13:52:52,942 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 3:11:32, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8109, loss_cls: 1.7260, loss: 1.7260, grad_norm: 7.7001 2021-07-13 13:53:00,455 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 3:11:24, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7742, loss_cls: 1.8838, loss: 1.8838, grad_norm: 7.7786 2021-07-13 13:53:08,066 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 3:11:17, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7875, loss_cls: 1.8620, loss: 1.8620, grad_norm: 7.7647 2021-07-13 13:53:16,157 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 3:11:10, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8203, loss_cls: 1.6580, loss: 1.6580, grad_norm: 7.2898 2021-07-13 13:53:23,687 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 3:11:02, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7891, loss_cls: 1.8342, loss: 1.8342, grad_norm: 7.6288 2021-07-13 13:53:30,901 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 3:10:54, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8016, loss_cls: 1.8273, loss: 1.8273, grad_norm: 7.7221 2021-07-13 13:53:38,537 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 3:10:47, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8028, loss: 1.8028, grad_norm: 7.5906 2021-07-13 13:53:46,450 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 3:10:40, time: 0.397, data_time: 0.003, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8047, loss_cls: 1.7160, loss: 1.7160, grad_norm: 7.3947 2021-07-13 13:53:54,190 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 3:10:32, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8094, loss_cls: 1.7042, loss: 1.7042, grad_norm: 7.6174 2021-07-13 13:54:01,655 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 3:10:25, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7945, loss_cls: 1.7669, loss: 1.7669, grad_norm: 7.5867 2021-07-13 13:54:09,418 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 3:10:18, time: 0.389, data_time: 0.009, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8055, loss_cls: 1.7753, loss: 1.7753, grad_norm: 7.6568 2021-07-13 13:54:17,093 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 3:10:10, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.7977, loss_cls: 1.7246, loss: 1.7246, grad_norm: 7.5208 2021-07-13 13:54:24,882 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 3:10:03, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8148, loss_cls: 1.6441, loss: 1.6441, grad_norm: 7.3739 2021-07-13 13:54:32,442 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 3:09:55, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.7945, loss_cls: 1.8039, loss: 1.8039, grad_norm: 7.7465 2021-07-13 13:54:39,787 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 3:09:48, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8063, loss_cls: 1.7193, loss: 1.7193, grad_norm: 7.4766 2021-07-13 13:54:47,099 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 3:09:40, time: 0.364, data_time: 0.017, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7727, loss_cls: 1.8751, loss: 1.8751, grad_norm: 7.6694 2021-07-13 13:54:54,821 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 3:09:33, time: 0.389, data_time: 0.044, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7286, loss: 1.7286, grad_norm: 7.6923 2021-07-13 13:55:02,595 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 3:09:25, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8039, loss_cls: 1.7396, loss: 1.7396, grad_norm: 7.5113 2021-07-13 13:55:10,268 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 3:09:18, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7898, loss_cls: 1.8341, loss: 1.8341, grad_norm: 7.7903 2021-07-13 13:55:17,898 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 3:09:10, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.7612, loss: 1.7612, grad_norm: 7.3986 2021-07-13 13:55:25,348 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 3:09:03, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5945, top5_acc: 0.7961, loss_cls: 1.6926, loss: 1.6926, grad_norm: 7.3037 2021-07-13 13:55:33,203 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 3:08:56, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8148, loss_cls: 1.7299, loss: 1.7299, grad_norm: 7.4266 2021-07-13 13:55:40,795 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 3:08:48, time: 0.380, data_time: 0.003, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.7875, loss: 1.7875, grad_norm: 7.6857 2021-07-13 13:55:48,438 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 3:08:41, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8242, loss_cls: 1.6896, loss: 1.6896, grad_norm: 7.3608 2021-07-13 13:55:56,489 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 3:08:34, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8187, loss_cls: 1.7444, loss: 1.7444, grad_norm: 7.4619 2021-07-13 13:56:04,162 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 3:08:26, time: 0.384, data_time: 0.024, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8109, loss_cls: 1.7307, loss: 1.7307, grad_norm: 7.6451 2021-07-13 13:56:11,454 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 3:08:18, time: 0.364, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8047, loss_cls: 1.7159, loss: 1.7159, grad_norm: 7.6013 2021-07-13 13:56:19,470 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 3:08:11, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7992, loss_cls: 1.7824, loss: 1.7824, grad_norm: 7.8350 2021-07-13 13:56:27,612 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 3:08:04, time: 0.408, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8117, loss_cls: 1.7245, loss: 1.7245, grad_norm: 7.4823 2021-07-13 13:56:34,968 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 3:07:57, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7945, loss_cls: 1.8007, loss: 1.8007, grad_norm: 7.7520 2021-07-13 13:56:42,715 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 3:07:49, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8008, loss_cls: 1.7666, loss: 1.7666, grad_norm: 7.8079 2021-07-13 13:56:50,269 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 3:07:42, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7992, loss_cls: 1.7983, loss: 1.7983, grad_norm: 7.6108 2021-07-13 13:56:57,771 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 3:07:34, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8031, loss_cls: 1.7490, loss: 1.7490, grad_norm: 7.5518 2021-07-13 13:57:05,583 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 3:07:27, time: 0.392, data_time: 0.003, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8187, loss_cls: 1.6278, loss: 1.6278, grad_norm: 7.4129 2021-07-13 13:57:13,006 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 3:07:19, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7961, loss_cls: 1.8003, loss: 1.8003, grad_norm: 7.8341 2021-07-13 13:57:20,925 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 3:07:12, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7992, loss_cls: 1.7558, loss: 1.7558, grad_norm: 7.6542 2021-07-13 13:57:28,943 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 3:07:05, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7906, loss_cls: 1.7544, loss: 1.7544, grad_norm: 7.5160 2021-07-13 13:57:36,700 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 3:06:57, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.7922, loss_cls: 1.7785, loss: 1.7785, grad_norm: 7.6701 2021-07-13 13:57:44,170 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 3:06:50, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7937, loss_cls: 1.8626, loss: 1.8626, grad_norm: 7.8849 2021-07-13 13:57:52,504 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 3:06:43, time: 0.416, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8039, loss_cls: 1.7177, loss: 1.7177, grad_norm: 7.5697 2021-07-13 13:57:59,520 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 3:06:35, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6961, loss: 1.6961, grad_norm: 7.4633 2021-07-13 13:58:07,430 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 3:06:28, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8133, loss_cls: 1.7214, loss: 1.7214, grad_norm: 7.7635 2021-07-13 13:58:14,664 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 3:06:20, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.5633, top5_acc: 0.7984, loss_cls: 1.7184, loss: 1.7184, grad_norm: 7.5937 2021-07-13 13:58:22,656 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 3:06:13, time: 0.398, data_time: 0.011, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8305, loss_cls: 1.6533, loss: 1.6533, grad_norm: 7.4589 2021-07-13 13:58:29,940 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 3:06:05, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.5445, top5_acc: 0.8109, loss_cls: 1.7238, loss: 1.7238, grad_norm: 7.7009 2021-07-13 13:58:38,062 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 3:05:58, time: 0.406, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8102, loss_cls: 1.7400, loss: 1.7400, grad_norm: 7.7759 2021-07-13 13:58:45,523 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 3:05:51, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8063, loss_cls: 1.7474, loss: 1.7474, grad_norm: 7.6546 2021-07-13 13:58:53,096 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 3:05:43, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8039, loss_cls: 1.7570, loss: 1.7570, grad_norm: 7.7912 2021-07-13 13:58:54,313 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-07-13 13:59:53,178 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 13:59:53,339 - mmaction - INFO - top1_acc 0.4497 top5_acc 0.7463 2021-07-13 13:59:53,340 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 13:59:53,350 - mmaction - INFO - mean_acc 0.3991 2021-07-13 13:59:53,353 - mmaction - INFO - Epoch(val) [28][181] top1_acc: 0.4497, top5_acc: 0.7463, mean_class_accuracy: 0.3991 2021-07-13 14:00:04,606 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 3:05:35, time: 0.561, data_time: 0.209, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8086, loss_cls: 1.7296, loss: 1.7296, grad_norm: 7.6733 2021-07-13 14:00:12,288 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 3:05:28, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8070, loss_cls: 1.7479, loss: 1.7479, grad_norm: 7.5435 2021-07-13 14:00:19,809 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 3:05:20, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7930, loss_cls: 1.7864, loss: 1.7864, grad_norm: 7.5082 2021-07-13 14:00:27,181 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 3:05:12, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8211, loss_cls: 1.6783, loss: 1.6783, grad_norm: 7.4154 2021-07-13 14:00:35,121 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 3:05:05, time: 0.396, data_time: 0.008, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8016, loss_cls: 1.7815, loss: 1.7815, grad_norm: 7.7392 2021-07-13 14:00:43,120 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 3:04:58, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8047, loss_cls: 1.7415, loss: 1.7415, grad_norm: 7.6442 2021-07-13 14:00:50,463 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 3:04:50, time: 0.366, data_time: 0.000, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8031, loss_cls: 1.7356, loss: 1.7356, grad_norm: 7.7733 2021-07-13 14:00:58,205 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 3:04:43, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5461, top5_acc: 0.8172, loss_cls: 1.7254, loss: 1.7254, grad_norm: 7.8783 2021-07-13 14:01:06,251 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 3:04:36, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8031, loss_cls: 1.7705, loss: 1.7705, grad_norm: 7.9911 2021-07-13 14:01:14,072 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 3:04:29, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8023, loss_cls: 1.7496, loss: 1.7496, grad_norm: 7.7596 2021-07-13 14:01:21,252 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 3:04:21, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7977, loss_cls: 1.7816, loss: 1.7816, grad_norm: 7.7890 2021-07-13 14:01:29,352 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 3:04:14, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8180, loss_cls: 1.6773, loss: 1.6773, grad_norm: 7.4300 2021-07-13 14:01:36,743 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 3:04:06, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8203, loss_cls: 1.6552, loss: 1.6552, grad_norm: 7.5771 2021-07-13 14:01:44,181 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 3:03:58, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8109, loss_cls: 1.7126, loss: 1.7126, grad_norm: 7.8213 2021-07-13 14:01:51,596 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 3:03:51, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.5656, top5_acc: 0.7945, loss_cls: 1.7652, loss: 1.7652, grad_norm: 7.9047 2021-07-13 14:01:59,516 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 3:03:44, time: 0.395, data_time: 0.004, memory: 7066, top1_acc: 0.5758, top5_acc: 0.7844, loss_cls: 1.7234, loss: 1.7234, grad_norm: 7.6799 2021-07-13 14:02:07,017 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 3:03:36, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5609, top5_acc: 0.7984, loss_cls: 1.7248, loss: 1.7248, grad_norm: 7.7040 2021-07-13 14:02:14,743 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 3:03:29, time: 0.384, data_time: 0.014, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7852, loss_cls: 1.7543, loss: 1.7543, grad_norm: 7.9294 2021-07-13 14:02:22,124 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 3:03:21, time: 0.371, data_time: 0.010, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8047, loss_cls: 1.7404, loss: 1.7404, grad_norm: 7.7014 2021-07-13 14:02:29,754 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 3:03:14, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.7953, loss_cls: 1.7104, loss: 1.7104, grad_norm: 7.6833 2021-07-13 14:02:37,570 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 3:03:06, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7961, loss_cls: 1.7720, loss: 1.7720, grad_norm: 8.0042 2021-07-13 14:02:44,806 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 3:02:58, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8008, loss_cls: 1.7706, loss: 1.7706, grad_norm: 7.7189 2021-07-13 14:02:52,248 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 3:02:51, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8172, loss_cls: 1.7045, loss: 1.7045, grad_norm: 7.5425 2021-07-13 14:03:00,014 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 3:02:44, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8133, loss_cls: 1.6527, loss: 1.6527, grad_norm: 7.3406 2021-07-13 14:03:07,418 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 3:02:36, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8063, loss_cls: 1.7316, loss: 1.7316, grad_norm: 7.5665 2021-07-13 14:03:14,732 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 3:02:28, time: 0.365, data_time: 0.003, memory: 7066, top1_acc: 0.5703, top5_acc: 0.7883, loss_cls: 1.8153, loss: 1.8153, grad_norm: 7.6441 2021-07-13 14:03:22,353 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 3:02:21, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7789, loss_cls: 1.8367, loss: 1.8367, grad_norm: 7.5612 2021-07-13 14:03:29,706 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 3:02:13, time: 0.367, data_time: 0.005, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7930, loss_cls: 1.8126, loss: 1.8126, grad_norm: 7.8554 2021-07-13 14:03:37,301 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 3:02:06, time: 0.379, data_time: 0.003, memory: 7066, top1_acc: 0.5789, top5_acc: 0.7953, loss_cls: 1.6952, loss: 1.6952, grad_norm: 7.7351 2021-07-13 14:03:45,163 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 3:01:58, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.7969, loss_cls: 1.7660, loss: 1.7660, grad_norm: 7.8071 2021-07-13 14:03:52,699 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 3:01:51, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7961, loss_cls: 1.7990, loss: 1.7990, grad_norm: 7.6995 2021-07-13 14:04:00,225 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 3:01:43, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.7937, loss_cls: 1.7320, loss: 1.7320, grad_norm: 7.5134 2021-07-13 14:04:07,945 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 3:01:36, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7992, loss_cls: 1.8023, loss: 1.8023, grad_norm: 7.6794 2021-07-13 14:04:15,973 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 3:01:29, time: 0.401, data_time: 0.000, memory: 7066, top1_acc: 0.5359, top5_acc: 0.7859, loss_cls: 1.8388, loss: 1.8388, grad_norm: 7.7229 2021-07-13 14:04:23,230 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 3:01:21, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.7977, loss_cls: 1.7336, loss: 1.7336, grad_norm: 7.3697 2021-07-13 14:04:30,625 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 3:01:13, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8133, loss_cls: 1.7282, loss: 1.7282, grad_norm: 7.5807 2021-07-13 14:04:38,176 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 3:01:06, time: 0.381, data_time: 0.004, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8203, loss_cls: 1.6746, loss: 1.6746, grad_norm: 7.6071 2021-07-13 14:04:45,373 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 3:00:58, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8055, loss_cls: 1.7234, loss: 1.7234, grad_norm: 7.7546 2021-07-13 14:04:52,873 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 3:00:50, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8172, loss_cls: 1.6881, loss: 1.6881, grad_norm: 7.5634 2021-07-13 14:05:00,490 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 3:00:43, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8070, loss_cls: 1.6562, loss: 1.6562, grad_norm: 7.5505 2021-07-13 14:05:07,676 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 3:00:35, time: 0.359, data_time: 0.002, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8039, loss_cls: 1.7130, loss: 1.7130, grad_norm: 7.6260 2021-07-13 14:05:15,521 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 3:00:28, time: 0.392, data_time: 0.034, memory: 7066, top1_acc: 0.5492, top5_acc: 0.8086, loss_cls: 1.7462, loss: 1.7462, grad_norm: 7.7546 2021-07-13 14:05:23,913 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 3:00:21, time: 0.420, data_time: 0.002, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7906, loss_cls: 1.8054, loss: 1.8054, grad_norm: 7.9436 2021-07-13 14:05:30,834 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 3:00:13, time: 0.346, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8117, loss_cls: 1.7003, loss: 1.7003, grad_norm: 7.6185 2021-07-13 14:05:38,594 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 3:00:06, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8016, loss_cls: 1.7147, loss: 1.7147, grad_norm: 7.5831 2021-07-13 14:05:46,029 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 2:59:58, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.7859, loss_cls: 1.7762, loss: 1.7762, grad_norm: 7.7992 2021-07-13 14:05:53,984 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 2:59:51, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.7844, loss_cls: 1.7884, loss: 1.7884, grad_norm: 7.7347 2021-07-13 14:06:01,173 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 2:59:43, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8180, loss_cls: 1.7030, loss: 1.7030, grad_norm: 7.7261 2021-07-13 14:06:08,842 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 2:59:36, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.7034, loss: 1.7034, grad_norm: 7.6480 2021-07-13 14:06:16,382 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 2:59:28, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8133, loss_cls: 1.6767, loss: 1.6767, grad_norm: 7.6956 2021-07-13 14:06:23,639 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 2:59:20, time: 0.364, data_time: 0.004, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8031, loss_cls: 1.7010, loss: 1.7010, grad_norm: 7.9682 2021-07-13 14:06:30,876 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 2:59:13, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8187, loss_cls: 1.6819, loss: 1.6819, grad_norm: 7.7104 2021-07-13 14:06:38,455 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 2:59:05, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8008, loss_cls: 1.7791, loss: 1.7791, grad_norm: 7.7871 2021-07-13 14:06:45,970 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 2:58:57, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8102, loss_cls: 1.6865, loss: 1.6865, grad_norm: 7.7958 2021-07-13 14:06:54,161 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 2:58:50, time: 0.409, data_time: 0.032, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8055, loss_cls: 1.7268, loss: 1.7268, grad_norm: 7.8237 2021-07-13 14:07:01,748 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 2:58:43, time: 0.380, data_time: 0.028, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8102, loss_cls: 1.7204, loss: 1.7204, grad_norm: 7.7263 2021-07-13 14:07:09,119 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 2:58:35, time: 0.368, data_time: 0.000, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8211, loss_cls: 1.6641, loss: 1.6641, grad_norm: 7.8200 2021-07-13 14:07:16,572 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 2:58:28, time: 0.371, data_time: 0.008, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8047, loss_cls: 1.7243, loss: 1.7243, grad_norm: 7.9289 2021-07-13 14:07:23,972 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 2:58:20, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.6407, loss: 1.6407, grad_norm: 7.8962 2021-07-13 14:07:31,431 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 2:58:12, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7992, loss_cls: 1.8062, loss: 1.8062, grad_norm: 7.9999 2021-07-13 14:07:39,143 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 2:58:05, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8039, loss_cls: 1.7467, loss: 1.7467, grad_norm: 7.7009 2021-07-13 14:07:46,309 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 2:57:57, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8164, loss_cls: 1.6175, loss: 1.6175, grad_norm: 7.5473 2021-07-13 14:07:53,929 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 2:57:50, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8172, loss_cls: 1.6615, loss: 1.6615, grad_norm: 7.4802 2021-07-13 14:08:01,333 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 2:57:42, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7859, loss_cls: 1.8259, loss: 1.8259, grad_norm: 8.0351 2021-07-13 14:08:09,538 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 2:57:35, time: 0.410, data_time: 0.002, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8039, loss_cls: 1.7605, loss: 1.7605, grad_norm: 7.7418 2021-07-13 14:08:16,951 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 2:57:28, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7953, loss_cls: 1.7598, loss: 1.7598, grad_norm: 7.7809 2021-07-13 14:08:24,135 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 2:57:20, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8055, loss_cls: 1.6792, loss: 1.6792, grad_norm: 7.4198 2021-07-13 14:08:25,345 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-07-13 14:08:37,198 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 2:57:12, time: 0.578, data_time: 0.179, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8109, loss_cls: 1.7024, loss: 1.7024, grad_norm: 7.9581 2021-07-13 14:08:44,992 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 2:57:05, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7875, loss_cls: 1.7809, loss: 1.7809, grad_norm: 7.8410 2021-07-13 14:08:52,938 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 2:56:57, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8258, loss_cls: 1.6065, loss: 1.6065, grad_norm: 7.5546 2021-07-13 14:09:00,080 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 2:56:49, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8117, loss_cls: 1.7126, loss: 1.7126, grad_norm: 7.6747 2021-07-13 14:09:07,777 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 2:56:42, time: 0.384, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7922, loss_cls: 1.8006, loss: 1.8006, grad_norm: 7.8609 2021-07-13 14:09:15,157 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 2:56:34, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8211, loss_cls: 1.6877, loss: 1.6877, grad_norm: 7.8905 2021-07-13 14:09:23,029 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 2:56:27, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8273, loss_cls: 1.6773, loss: 1.6773, grad_norm: 7.6527 2021-07-13 14:09:30,482 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 2:56:20, time: 0.378, data_time: 0.006, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7992, loss_cls: 1.7944, loss: 1.7944, grad_norm: 8.0486 2021-07-13 14:09:38,235 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 2:56:12, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.8000, loss_cls: 1.7303, loss: 1.7303, grad_norm: 8.0053 2021-07-13 14:09:45,543 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 2:56:04, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6838, loss: 1.6838, grad_norm: 7.6201 2021-07-13 14:09:52,902 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 2:55:57, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8109, loss_cls: 1.6555, loss: 1.6555, grad_norm: 7.6546 2021-07-13 14:10:00,340 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 2:55:49, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7977, loss_cls: 1.7784, loss: 1.7784, grad_norm: 7.8738 2021-07-13 14:10:07,669 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 2:55:42, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7953, loss_cls: 1.7989, loss: 1.7989, grad_norm: 7.9525 2021-07-13 14:10:15,429 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 2:55:34, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8156, loss_cls: 1.7111, loss: 1.7111, grad_norm: 7.7807 2021-07-13 14:10:22,417 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 2:55:26, time: 0.349, data_time: 0.000, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7922, loss_cls: 1.8230, loss: 1.8230, grad_norm: 7.8973 2021-07-13 14:10:30,039 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 2:55:19, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7961, loss_cls: 1.7794, loss: 1.7794, grad_norm: 7.9432 2021-07-13 14:10:37,497 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 2:55:11, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8055, loss_cls: 1.7731, loss: 1.7731, grad_norm: 8.0237 2021-07-13 14:10:45,199 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 2:55:04, time: 0.386, data_time: 0.004, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8078, loss_cls: 1.7539, loss: 1.7539, grad_norm: 8.1741 2021-07-13 14:10:52,667 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 2:54:56, time: 0.374, data_time: 0.013, memory: 7066, top1_acc: 0.5727, top5_acc: 0.7984, loss_cls: 1.7491, loss: 1.7491, grad_norm: 8.0155 2021-07-13 14:10:59,916 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 2:54:48, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8117, loss_cls: 1.6796, loss: 1.6796, grad_norm: 7.7904 2021-07-13 14:11:07,579 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 2:54:41, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8352, loss_cls: 1.6278, loss: 1.6278, grad_norm: 7.9195 2021-07-13 14:11:15,104 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 2:54:33, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7852, loss_cls: 1.8130, loss: 1.8130, grad_norm: 7.8552 2021-07-13 14:11:22,858 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 2:54:26, time: 0.388, data_time: 0.035, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8117, loss_cls: 1.6963, loss: 1.6963, grad_norm: 7.6541 2021-07-13 14:11:30,489 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 2:54:19, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8258, loss_cls: 1.6302, loss: 1.6302, grad_norm: 7.4272 2021-07-13 14:11:38,084 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 2:54:11, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8187, loss_cls: 1.6919, loss: 1.6919, grad_norm: 7.8843 2021-07-13 14:11:45,923 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 2:54:04, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8203, loss_cls: 1.6798, loss: 1.6798, grad_norm: 7.8058 2021-07-13 14:11:52,943 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 2:53:56, time: 0.350, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8117, loss_cls: 1.7453, loss: 1.7453, grad_norm: 8.0175 2021-07-13 14:12:00,691 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 2:53:49, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.8016, loss_cls: 1.7671, loss: 1.7671, grad_norm: 8.0179 2021-07-13 14:12:08,081 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 2:53:41, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8281, loss_cls: 1.5888, loss: 1.5888, grad_norm: 7.7049 2021-07-13 14:12:15,709 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 2:53:33, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8125, loss_cls: 1.6611, loss: 1.6611, grad_norm: 7.7404 2021-07-13 14:12:23,201 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 2:53:26, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8180, loss_cls: 1.6521, loss: 1.6521, grad_norm: 7.9258 2021-07-13 14:12:30,585 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 2:53:18, time: 0.373, data_time: 0.004, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8461, loss_cls: 1.5559, loss: 1.5559, grad_norm: 7.5572 2021-07-13 14:12:38,179 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 2:53:11, time: 0.378, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8070, loss_cls: 1.7232, loss: 1.7232, grad_norm: 8.0864 2021-07-13 14:12:45,472 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 2:53:03, time: 0.363, data_time: 0.003, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8117, loss_cls: 1.6793, loss: 1.6793, grad_norm: 7.9208 2021-07-13 14:12:53,262 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 2:52:56, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.5719, top5_acc: 0.7937, loss_cls: 1.7447, loss: 1.7447, grad_norm: 7.8462 2021-07-13 14:13:00,363 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 2:52:48, time: 0.354, data_time: 0.000, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8242, loss_cls: 1.6675, loss: 1.6675, grad_norm: 7.9409 2021-07-13 14:13:07,803 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 2:52:40, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8148, loss_cls: 1.7007, loss: 1.7007, grad_norm: 8.0821 2021-07-13 14:13:15,563 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 2:52:33, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8047, loss_cls: 1.7369, loss: 1.7369, grad_norm: 8.0203 2021-07-13 14:13:22,442 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 2:52:25, time: 0.345, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8063, loss_cls: 1.7205, loss: 1.7205, grad_norm: 7.8864 2021-07-13 14:13:30,192 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 2:52:17, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.7410, loss: 1.7410, grad_norm: 7.8573 2021-07-13 14:13:37,634 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 2:52:10, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8164, loss_cls: 1.6797, loss: 1.6797, grad_norm: 7.8745 2021-07-13 14:13:44,937 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 2:52:02, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6538, loss: 1.6538, grad_norm: 8.0211 2021-07-13 14:13:52,386 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 2:51:55, time: 0.372, data_time: 0.000, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7883, loss_cls: 1.7749, loss: 1.7749, grad_norm: 8.0991 2021-07-13 14:14:00,502 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 2:51:47, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8250, loss_cls: 1.6315, loss: 1.6315, grad_norm: 7.9905 2021-07-13 14:14:07,663 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 2:51:40, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8055, loss_cls: 1.7325, loss: 1.7325, grad_norm: 8.2305 2021-07-13 14:14:14,894 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 2:51:32, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8133, loss_cls: 1.6477, loss: 1.6477, grad_norm: 7.8990 2021-07-13 14:14:22,299 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 2:51:24, time: 0.370, data_time: 0.016, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7922, loss_cls: 1.7522, loss: 1.7522, grad_norm: 7.9942 2021-07-13 14:14:29,982 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 2:51:17, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7906, loss_cls: 1.7348, loss: 1.7348, grad_norm: 8.1684 2021-07-13 14:14:37,249 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 2:51:09, time: 0.364, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.7953, loss_cls: 1.7372, loss: 1.7372, grad_norm: 8.0325 2021-07-13 14:14:44,232 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 2:51:01, time: 0.348, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8102, loss_cls: 1.7044, loss: 1.7044, grad_norm: 7.9552 2021-07-13 14:14:51,672 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 2:50:54, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8031, loss_cls: 1.7689, loss: 1.7689, grad_norm: 8.1444 2021-07-13 14:14:58,874 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 2:50:46, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8133, loss_cls: 1.7145, loss: 1.7145, grad_norm: 8.0067 2021-07-13 14:15:05,964 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 2:50:38, time: 0.355, data_time: 0.002, memory: 7066, top1_acc: 0.5570, top5_acc: 0.7820, loss_cls: 1.8015, loss: 1.8015, grad_norm: 8.1811 2021-07-13 14:15:14,055 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 2:50:31, time: 0.403, data_time: 0.002, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8094, loss_cls: 1.7016, loss: 1.7016, grad_norm: 7.7650 2021-07-13 14:15:21,346 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 2:50:23, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7953, loss_cls: 1.7733, loss: 1.7733, grad_norm: 7.9965 2021-07-13 14:15:28,902 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 2:50:16, time: 0.378, data_time: 0.026, memory: 7066, top1_acc: 0.5617, top5_acc: 0.7984, loss_cls: 1.7346, loss: 1.7346, grad_norm: 7.9978 2021-07-13 14:15:36,039 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 2:50:08, time: 0.357, data_time: 0.004, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8117, loss_cls: 1.6867, loss: 1.6867, grad_norm: 7.7820 2021-07-13 14:15:43,250 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 2:50:00, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7969, loss_cls: 1.7492, loss: 1.7492, grad_norm: 8.1590 2021-07-13 14:15:51,158 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 2:49:53, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7844, loss_cls: 1.8126, loss: 1.8126, grad_norm: 8.1762 2021-07-13 14:15:58,769 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 2:49:45, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8047, loss_cls: 1.7102, loss: 1.7102, grad_norm: 7.7578 2021-07-13 14:16:07,341 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 2:49:39, time: 0.428, data_time: 0.003, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8000, loss_cls: 1.7378, loss: 1.7378, grad_norm: 7.8143 2021-07-13 14:16:14,465 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 2:49:31, time: 0.355, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7961, loss_cls: 1.7949, loss: 1.7949, grad_norm: 8.1522 2021-07-13 14:16:22,474 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 2:49:24, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8070, loss_cls: 1.6664, loss: 1.6664, grad_norm: 7.9763 2021-07-13 14:16:30,355 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 2:49:16, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8102, loss_cls: 1.6729, loss: 1.6729, grad_norm: 7.9511 2021-07-13 14:16:37,622 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 2:49:09, time: 0.362, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.7875, loss_cls: 1.8559, loss: 1.8559, grad_norm: 8.3830 2021-07-13 14:16:45,071 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 2:49:01, time: 0.375, data_time: 0.013, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.6955, loss: 1.6955, grad_norm: 7.8719 2021-07-13 14:16:52,049 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 2:48:53, time: 0.349, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8078, loss_cls: 1.7095, loss: 1.7095, grad_norm: 7.8725 2021-07-13 14:16:53,267 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-07-13 14:17:50,688 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 14:17:50,843 - mmaction - INFO - top1_acc 0.4563 top5_acc 0.7492 2021-07-13 14:17:50,843 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 14:17:50,852 - mmaction - INFO - mean_acc 0.4119 2021-07-13 14:17:51,174 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-07-13 14:17:51,174 - mmaction - INFO - Best top1_acc is 0.4563 at 30 epoch. 2021-07-13 14:17:51,178 - mmaction - INFO - Epoch(val) [30][181] top1_acc: 0.4563, top5_acc: 0.7492, mean_class_accuracy: 0.4119 2021-07-13 14:18:02,211 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 2:48:45, time: 0.549, data_time: 0.148, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8086, loss_cls: 1.6405, loss: 1.6405, grad_norm: 7.5897 2021-07-13 14:18:09,887 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 2:48:37, time: 0.386, data_time: 0.003, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8117, loss_cls: 1.6990, loss: 1.6990, grad_norm: 7.8015 2021-07-13 14:18:17,233 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 2:48:30, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8195, loss_cls: 1.6613, loss: 1.6613, grad_norm: 7.8615 2021-07-13 14:18:24,669 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 2:48:22, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8133, loss_cls: 1.6975, loss: 1.6975, grad_norm: 7.8375 2021-07-13 14:18:32,068 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 2:48:14, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8141, loss_cls: 1.6635, loss: 1.6635, grad_norm: 7.9951 2021-07-13 14:18:39,271 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 2:48:07, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8031, loss_cls: 1.6866, loss: 1.6866, grad_norm: 8.1572 2021-07-13 14:18:46,778 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 2:47:59, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8383, loss_cls: 1.6378, loss: 1.6378, grad_norm: 8.1319 2021-07-13 14:18:54,633 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 2:47:52, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7891, loss_cls: 1.7789, loss: 1.7789, grad_norm: 8.3157 2021-07-13 14:19:01,968 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 2:47:44, time: 0.367, data_time: 0.003, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8141, loss_cls: 1.6966, loss: 1.6966, grad_norm: 8.2258 2021-07-13 14:19:09,122 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 2:47:36, time: 0.358, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8211, loss_cls: 1.6691, loss: 1.6691, grad_norm: 8.0098 2021-07-13 14:19:16,932 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 2:47:29, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8164, loss_cls: 1.6778, loss: 1.6778, grad_norm: 7.8465 2021-07-13 14:19:24,183 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 2:47:21, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8094, loss_cls: 1.6996, loss: 1.6996, grad_norm: 7.8823 2021-07-13 14:19:31,489 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 2:47:14, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7773, loss_cls: 1.8069, loss: 1.8069, grad_norm: 8.2247 2021-07-13 14:19:39,223 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 2:47:06, time: 0.386, data_time: 0.003, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.6861, loss: 1.6861, grad_norm: 7.9001 2021-07-13 14:19:46,589 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 2:46:59, time: 0.369, data_time: 0.019, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8227, loss_cls: 1.6371, loss: 1.6371, grad_norm: 8.0239 2021-07-13 14:19:54,195 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 2:46:51, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8203, loss_cls: 1.6392, loss: 1.6392, grad_norm: 7.8565 2021-07-13 14:20:02,185 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 2:46:44, time: 0.400, data_time: 0.002, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8047, loss_cls: 1.7392, loss: 1.7392, grad_norm: 8.1820 2021-07-13 14:20:09,224 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 2:46:36, time: 0.352, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8141, loss_cls: 1.6914, loss: 1.6914, grad_norm: 8.2548 2021-07-13 14:20:16,434 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 2:46:28, time: 0.360, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8187, loss_cls: 1.6436, loss: 1.6436, grad_norm: 8.0043 2021-07-13 14:20:24,147 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 2:46:21, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8016, loss_cls: 1.7547, loss: 1.7547, grad_norm: 8.3121 2021-07-13 14:20:31,930 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 2:46:13, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8063, loss_cls: 1.6995, loss: 1.6995, grad_norm: 7.9384 2021-07-13 14:20:39,343 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 2:46:06, time: 0.371, data_time: 0.004, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8148, loss_cls: 1.6693, loss: 1.6693, grad_norm: 7.7723 2021-07-13 14:20:46,950 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 2:45:58, time: 0.381, data_time: 0.035, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8117, loss_cls: 1.7015, loss: 1.7015, grad_norm: 8.0961 2021-07-13 14:20:54,626 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 2:45:51, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8039, loss_cls: 1.7710, loss: 1.7710, grad_norm: 8.3278 2021-07-13 14:21:01,930 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 2:45:43, time: 0.366, data_time: 0.004, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8180, loss_cls: 1.7342, loss: 1.7342, grad_norm: 8.1430 2021-07-13 14:21:09,316 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 2:45:36, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8164, loss_cls: 1.6987, loss: 1.6987, grad_norm: 8.2273 2021-07-13 14:21:17,078 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 2:45:28, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.6913, loss: 1.6913, grad_norm: 7.9107 2021-07-13 14:21:25,557 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 2:45:21, time: 0.424, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8180, loss_cls: 1.6593, loss: 1.6593, grad_norm: 8.0339 2021-07-13 14:21:32,883 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 2:45:14, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8023, loss_cls: 1.7491, loss: 1.7491, grad_norm: 8.2352 2021-07-13 14:21:41,317 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 2:45:07, time: 0.421, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.5913, loss: 1.5913, grad_norm: 8.0042 2021-07-13 14:21:49,131 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 2:44:59, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8063, loss_cls: 1.7405, loss: 1.7405, grad_norm: 7.9843 2021-07-13 14:21:56,677 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 2:44:52, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8187, loss_cls: 1.6491, loss: 1.6491, grad_norm: 8.1189 2021-07-13 14:22:05,510 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 2:44:45, time: 0.442, data_time: 0.016, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8000, loss_cls: 1.6961, loss: 1.6961, grad_norm: 8.0265 2021-07-13 14:22:12,954 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 2:44:37, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8109, loss_cls: 1.6939, loss: 1.6939, grad_norm: 8.1046 2021-07-13 14:22:20,411 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 2:44:30, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.7977, loss_cls: 1.7122, loss: 1.7122, grad_norm: 7.9046 2021-07-13 14:22:28,112 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 2:44:22, time: 0.384, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8086, loss_cls: 1.7556, loss: 1.7556, grad_norm: 8.3275 2021-07-13 14:22:35,798 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 2:44:15, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8242, loss_cls: 1.6580, loss: 1.6580, grad_norm: 8.0725 2021-07-13 14:22:42,911 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 2:44:07, time: 0.351, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8047, loss_cls: 1.7288, loss: 1.7288, grad_norm: 8.2866 2021-07-13 14:22:50,491 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 2:44:00, time: 0.384, data_time: 0.006, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8172, loss_cls: 1.6837, loss: 1.6837, grad_norm: 8.0982 2021-07-13 14:22:59,288 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 2:43:53, time: 0.441, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8094, loss_cls: 1.7052, loss: 1.7052, grad_norm: 7.9677 2021-07-13 14:23:07,636 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 2:43:46, time: 0.416, data_time: 0.005, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8047, loss_cls: 1.6850, loss: 1.6850, grad_norm: 8.2228 2021-07-13 14:23:16,877 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 2:43:39, time: 0.463, data_time: 0.048, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8070, loss_cls: 1.7106, loss: 1.7106, grad_norm: 8.3199 2021-07-13 14:23:25,294 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 2:43:32, time: 0.421, data_time: 0.054, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8117, loss_cls: 1.6884, loss: 1.6884, grad_norm: 7.9740 2021-07-13 14:23:34,816 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 2:43:26, time: 0.476, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8031, loss_cls: 1.7036, loss: 1.7036, grad_norm: 8.0479 2021-07-13 14:23:43,775 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 2:43:20, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7953, loss_cls: 1.7909, loss: 1.7909, grad_norm: 8.3258 2021-07-13 14:23:52,515 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 2:43:13, time: 0.437, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8297, loss_cls: 1.6105, loss: 1.6105, grad_norm: 7.8387 2021-07-13 14:24:01,024 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 2:43:06, time: 0.426, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8141, loss_cls: 1.6930, loss: 1.6930, grad_norm: 8.0990 2021-07-13 14:24:09,786 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 2:42:59, time: 0.436, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8250, loss_cls: 1.6689, loss: 1.6689, grad_norm: 8.0894 2021-07-13 14:24:18,300 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 2:42:52, time: 0.428, data_time: 0.003, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8125, loss_cls: 1.6749, loss: 1.6749, grad_norm: 8.0437 2021-07-13 14:24:27,717 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 2:42:46, time: 0.469, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8180, loss_cls: 1.6608, loss: 1.6608, grad_norm: 7.9758 2021-07-13 14:24:36,220 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 2:42:39, time: 0.425, data_time: 0.002, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8133, loss_cls: 1.6704, loss: 1.6704, grad_norm: 8.0123 2021-07-13 14:24:45,638 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 2:42:32, time: 0.471, data_time: 0.004, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8102, loss_cls: 1.7653, loss: 1.7653, grad_norm: 8.2308 2021-07-13 14:24:53,860 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 2:42:25, time: 0.411, data_time: 0.002, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8117, loss_cls: 1.7582, loss: 1.7582, grad_norm: 8.2781 2021-07-13 14:25:02,795 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 2:42:19, time: 0.447, data_time: 0.034, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8180, loss_cls: 1.6878, loss: 1.6878, grad_norm: 8.0559 2021-07-13 14:25:12,825 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 2:42:13, time: 0.502, data_time: 0.002, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8063, loss_cls: 1.7134, loss: 1.7134, grad_norm: 7.8866 2021-07-13 14:25:21,824 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 2:42:06, time: 0.449, data_time: 0.002, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8219, loss_cls: 1.6272, loss: 1.6272, grad_norm: 7.9357 2021-07-13 14:25:30,495 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 2:41:59, time: 0.434, data_time: 0.002, memory: 7066, top1_acc: 0.5570, top5_acc: 0.7891, loss_cls: 1.7704, loss: 1.7704, grad_norm: 8.2787 2021-07-13 14:25:39,891 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 2:41:53, time: 0.469, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8156, loss_cls: 1.7231, loss: 1.7231, grad_norm: 8.2122 2021-07-13 14:25:48,503 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 2:41:46, time: 0.430, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7507, loss: 1.7507, grad_norm: 7.9500 2021-07-13 14:25:57,695 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 2:41:39, time: 0.460, data_time: 0.062, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7961, loss_cls: 1.7496, loss: 1.7496, grad_norm: 8.1524 2021-07-13 14:26:07,080 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 2:41:33, time: 0.469, data_time: 0.039, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7992, loss_cls: 1.7420, loss: 1.7420, grad_norm: 8.0172 2021-07-13 14:26:15,913 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 2:41:26, time: 0.441, data_time: 0.059, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8266, loss_cls: 1.6646, loss: 1.6646, grad_norm: 7.8609 2021-07-13 14:26:24,849 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 2:41:20, time: 0.446, data_time: 0.003, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8148, loss_cls: 1.7044, loss: 1.7044, grad_norm: 8.2860 2021-07-13 14:26:33,883 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 2:41:13, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8203, loss_cls: 1.6636, loss: 1.6636, grad_norm: 7.9294 2021-07-13 14:26:42,451 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 2:41:06, time: 0.428, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8141, loss_cls: 1.7185, loss: 1.7185, grad_norm: 8.1689 2021-07-13 14:26:52,201 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 2:41:00, time: 0.489, data_time: 0.002, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.6443, loss: 1.6443, grad_norm: 7.8491 2021-07-13 14:27:00,429 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 2:40:53, time: 0.412, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8078, loss_cls: 1.7750, loss: 1.7750, grad_norm: 8.1912 2021-07-13 14:27:01,756 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-07-13 14:27:15,182 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 2:40:45, time: 0.652, data_time: 0.180, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8258, loss_cls: 1.6589, loss: 1.6589, grad_norm: 7.8483 2021-07-13 14:27:25,324 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 2:40:39, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5805, top5_acc: 0.7961, loss_cls: 1.7092, loss: 1.7092, grad_norm: 8.0220 2021-07-13 14:27:35,311 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 2:40:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8172, loss_cls: 1.6280, loss: 1.6280, grad_norm: 7.8759 2021-07-13 14:27:45,086 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 2:40:27, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8320, loss_cls: 1.6346, loss: 1.6346, grad_norm: 8.0428 2021-07-13 14:27:55,210 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 2:40:21, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5492, top5_acc: 0.8047, loss_cls: 1.7428, loss: 1.7428, grad_norm: 8.1953 2021-07-13 14:28:05,356 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 2:40:15, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8078, loss_cls: 1.6514, loss: 1.6514, grad_norm: 7.8516 2021-07-13 14:28:15,416 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 2:40:09, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8133, loss_cls: 1.6771, loss: 1.6771, grad_norm: 7.8730 2021-07-13 14:28:25,459 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 2:40:03, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8117, loss_cls: 1.6755, loss: 1.6755, grad_norm: 8.3207 2021-07-13 14:28:35,356 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 2:39:57, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8187, loss_cls: 1.6297, loss: 1.6297, grad_norm: 8.0459 2021-07-13 14:28:45,449 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 2:39:51, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.7977, loss_cls: 1.7443, loss: 1.7443, grad_norm: 8.2792 2021-07-13 14:28:55,541 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 2:39:45, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8227, loss_cls: 1.6582, loss: 1.6582, grad_norm: 8.0483 2021-07-13 14:29:05,604 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 2:39:39, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8242, loss_cls: 1.6175, loss: 1.6175, grad_norm: 7.9024 2021-07-13 14:29:15,731 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 2:39:33, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8219, loss_cls: 1.6194, loss: 1.6194, grad_norm: 7.9748 2021-07-13 14:29:25,655 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 2:39:27, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8023, loss_cls: 1.6771, loss: 1.6771, grad_norm: 8.3082 2021-07-13 14:29:35,733 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 2:39:21, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.7977, loss_cls: 1.7411, loss: 1.7411, grad_norm: 8.2836 2021-07-13 14:29:45,804 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 2:39:14, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8219, loss_cls: 1.6886, loss: 1.6886, grad_norm: 8.2342 2021-07-13 14:29:55,848 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 2:39:08, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8148, loss_cls: 1.7052, loss: 1.7052, grad_norm: 8.2602 2021-07-13 14:30:05,944 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 2:39:02, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8133, loss_cls: 1.6934, loss: 1.6934, grad_norm: 8.2786 2021-07-13 14:30:16,048 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 2:38:56, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8109, loss_cls: 1.6986, loss: 1.6986, grad_norm: 8.1264 2021-07-13 14:30:25,997 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 2:38:50, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8070, loss_cls: 1.7235, loss: 1.7235, grad_norm: 8.2547 2021-07-13 14:30:36,036 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 2:38:44, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8234, loss_cls: 1.6144, loss: 1.6144, grad_norm: 7.8553 2021-07-13 14:30:46,007 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 2:38:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5609, top5_acc: 0.7969, loss_cls: 1.7182, loss: 1.7182, grad_norm: 8.2570 2021-07-13 14:30:56,011 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 2:38:32, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8336, loss_cls: 1.6241, loss: 1.6241, grad_norm: 8.2275 2021-07-13 14:31:06,135 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 2:38:26, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8109, loss_cls: 1.6853, loss: 1.6853, grad_norm: 8.1325 2021-07-13 14:31:15,999 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 2:38:19, time: 0.493, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8102, loss_cls: 1.7090, loss: 1.7090, grad_norm: 8.0877 2021-07-13 14:31:26,096 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 2:38:13, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8172, loss_cls: 1.6914, loss: 1.6914, grad_norm: 8.3609 2021-07-13 14:31:36,133 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 2:38:07, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8172, loss_cls: 1.6169, loss: 1.6169, grad_norm: 8.0976 2021-07-13 14:31:46,218 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 2:38:01, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8070, loss_cls: 1.6651, loss: 1.6651, grad_norm: 8.1597 2021-07-13 14:31:56,340 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 2:37:55, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8164, loss_cls: 1.6897, loss: 1.6897, grad_norm: 8.0974 2021-07-13 14:32:06,423 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 2:37:49, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8055, loss_cls: 1.7073, loss: 1.7073, grad_norm: 8.3690 2021-07-13 14:32:16,528 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 2:37:43, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8016, loss_cls: 1.7217, loss: 1.7217, grad_norm: 8.2439 2021-07-13 14:32:26,623 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 2:37:37, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8281, loss_cls: 1.5831, loss: 1.5831, grad_norm: 8.1915 2021-07-13 14:32:36,711 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 2:37:30, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8336, loss_cls: 1.6239, loss: 1.6239, grad_norm: 8.2441 2021-07-13 14:32:46,822 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 2:37:24, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7984, loss_cls: 1.7596, loss: 1.7596, grad_norm: 8.5859 2021-07-13 14:32:56,696 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 2:37:18, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8102, loss_cls: 1.6809, loss: 1.6809, grad_norm: 8.4109 2021-07-13 14:33:06,809 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 2:37:12, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8078, loss_cls: 1.7128, loss: 1.7128, grad_norm: 8.4152 2021-07-13 14:33:16,942 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 2:37:06, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5484, top5_acc: 0.8063, loss_cls: 1.7599, loss: 1.7599, grad_norm: 8.4853 2021-07-13 14:33:27,031 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 2:37:00, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8172, loss_cls: 1.6838, loss: 1.6838, grad_norm: 8.2508 2021-07-13 14:33:37,124 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 2:36:54, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8187, loss_cls: 1.6930, loss: 1.6930, grad_norm: 8.2728 2021-07-13 14:33:47,247 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 2:36:47, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8094, loss_cls: 1.7205, loss: 1.7205, grad_norm: 8.4566 2021-07-13 14:33:57,320 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 2:36:41, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8094, loss_cls: 1.6835, loss: 1.6835, grad_norm: 8.1859 2021-07-13 14:34:07,407 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 2:36:35, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8086, loss_cls: 1.6682, loss: 1.6682, grad_norm: 7.9145 2021-07-13 14:34:17,455 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 2:36:29, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8203, loss_cls: 1.6166, loss: 1.6166, grad_norm: 7.9881 2021-07-13 14:34:27,579 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 2:36:23, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8344, loss_cls: 1.5940, loss: 1.5940, grad_norm: 8.0505 2021-07-13 14:34:37,521 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 2:36:17, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8187, loss_cls: 1.6816, loss: 1.6816, grad_norm: 8.4585 2021-07-13 14:34:47,612 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 2:36:10, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8102, loss_cls: 1.6923, loss: 1.6923, grad_norm: 8.2919 2021-07-13 14:34:57,658 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 2:36:04, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8172, loss_cls: 1.6418, loss: 1.6418, grad_norm: 8.1516 2021-07-13 14:35:07,871 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 2:35:58, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8031, loss_cls: 1.7061, loss: 1.7061, grad_norm: 8.1775 2021-07-13 14:35:17,966 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 2:35:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8141, loss_cls: 1.6507, loss: 1.6507, grad_norm: 7.9653 2021-07-13 14:35:28,014 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 2:35:46, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8148, loss_cls: 1.6568, loss: 1.6568, grad_norm: 8.1733 2021-07-13 14:35:38,045 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 2:35:39, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8383, loss_cls: 1.5985, loss: 1.5985, grad_norm: 8.2691 2021-07-13 14:35:48,119 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 2:35:33, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8031, loss_cls: 1.7506, loss: 1.7506, grad_norm: 8.3185 2021-07-13 14:35:58,229 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 2:35:27, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8320, loss_cls: 1.6658, loss: 1.6658, grad_norm: 8.3743 2021-07-13 14:36:08,314 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 2:35:21, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8133, loss_cls: 1.6707, loss: 1.6707, grad_norm: 8.3551 2021-07-13 14:36:18,285 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 2:35:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7992, loss_cls: 1.7780, loss: 1.7780, grad_norm: 8.4256 2021-07-13 14:36:28,346 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 2:35:08, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8148, loss_cls: 1.6665, loss: 1.6665, grad_norm: 8.2102 2021-07-13 14:36:38,453 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 2:35:02, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8148, loss_cls: 1.7060, loss: 1.7060, grad_norm: 8.2155 2021-07-13 14:36:48,544 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 2:34:56, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.6843, loss: 1.6843, grad_norm: 8.3951 2021-07-13 14:36:58,649 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 2:34:50, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8047, loss_cls: 1.7054, loss: 1.7054, grad_norm: 8.1978 2021-07-13 14:37:08,727 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 2:34:44, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8055, loss_cls: 1.7390, loss: 1.7390, grad_norm: 8.4179 2021-07-13 14:37:18,774 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 2:34:37, time: 0.503, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8047, loss_cls: 1.6975, loss: 1.6975, grad_norm: 8.2639 2021-07-13 14:37:28,908 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 2:34:31, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8063, loss_cls: 1.7335, loss: 1.7335, grad_norm: 8.3887 2021-07-13 14:37:39,005 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 2:34:25, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7969, loss_cls: 1.7327, loss: 1.7327, grad_norm: 8.3269 2021-07-13 14:37:48,907 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 2:34:19, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8187, loss_cls: 1.5939, loss: 1.5939, grad_norm: 8.3708 2021-07-13 14:37:59,044 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 2:34:12, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8258, loss_cls: 1.6280, loss: 1.6280, grad_norm: 8.2995 2021-07-13 14:38:09,206 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 2:34:06, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.7953, loss_cls: 1.7747, loss: 1.7747, grad_norm: 8.5918 2021-07-13 14:38:19,278 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 2:34:00, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8086, loss_cls: 1.6725, loss: 1.6725, grad_norm: 8.2566 2021-07-13 14:38:21,434 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-07-13 14:39:29,716 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 14:39:29,870 - mmaction - INFO - top1_acc 0.4605 top5_acc 0.7536 2021-07-13 14:39:29,870 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 14:39:29,881 - mmaction - INFO - mean_acc 0.4138 2021-07-13 14:39:30,197 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-07-13 14:39:30,198 - mmaction - INFO - Best top1_acc is 0.4605 at 32 epoch. 2021-07-13 14:39:30,205 - mmaction - INFO - Epoch(val) [32][181] top1_acc: 0.4605, top5_acc: 0.7536, mean_class_accuracy: 0.4138 2021-07-13 14:39:44,273 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 2:33:53, time: 0.703, data_time: 0.171, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8055, loss_cls: 1.6777, loss: 1.6777, grad_norm: 8.3910 2021-07-13 14:39:54,225 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 2:33:46, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8000, loss_cls: 1.7081, loss: 1.7081, grad_norm: 8.4074 2021-07-13 14:40:04,331 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 2:33:40, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8117, loss_cls: 1.7026, loss: 1.7026, grad_norm: 8.3302 2021-07-13 14:40:14,361 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 2:33:34, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8266, loss_cls: 1.6443, loss: 1.6443, grad_norm: 8.2802 2021-07-13 14:40:24,319 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 2:33:28, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8031, loss_cls: 1.6941, loss: 1.6941, grad_norm: 8.4801 2021-07-13 14:40:34,403 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 2:33:21, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8328, loss_cls: 1.6261, loss: 1.6261, grad_norm: 8.3102 2021-07-13 14:40:44,481 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 2:33:15, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8078, loss_cls: 1.6980, loss: 1.6980, grad_norm: 8.1524 2021-07-13 14:40:54,629 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 2:33:09, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8086, loss_cls: 1.6689, loss: 1.6689, grad_norm: 8.3722 2021-07-13 14:41:04,528 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 2:33:02, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8125, loss_cls: 1.6798, loss: 1.6798, grad_norm: 8.4074 2021-07-13 14:41:14,593 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 2:32:56, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8328, loss_cls: 1.6002, loss: 1.6002, grad_norm: 8.3461 2021-07-13 14:41:24,710 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 2:32:50, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8211, loss_cls: 1.6718, loss: 1.6718, grad_norm: 8.5563 2021-07-13 14:41:34,770 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 2:32:44, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8016, loss_cls: 1.7103, loss: 1.7103, grad_norm: 8.3967 2021-07-13 14:41:44,841 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 2:32:37, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.7914, loss_cls: 1.6821, loss: 1.6821, grad_norm: 8.3972 2021-07-13 14:41:54,939 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 2:32:31, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8031, loss_cls: 1.7064, loss: 1.7064, grad_norm: 8.4109 2021-07-13 14:42:05,074 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 2:32:25, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8164, loss_cls: 1.6590, loss: 1.6590, grad_norm: 8.4401 2021-07-13 14:42:15,103 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 2:32:18, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8063, loss_cls: 1.6790, loss: 1.6790, grad_norm: 8.3487 2021-07-13 14:42:25,020 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 2:32:12, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8125, loss_cls: 1.6549, loss: 1.6549, grad_norm: 8.2625 2021-07-13 14:42:35,105 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 2:32:06, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8211, loss_cls: 1.6691, loss: 1.6691, grad_norm: 8.5412 2021-07-13 14:42:43,035 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 2:31:58, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8109, loss_cls: 1.7315, loss: 1.7315, grad_norm: 8.7059 2021-07-13 14:42:50,967 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 2:31:51, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8242, loss_cls: 1.6254, loss: 1.6254, grad_norm: 8.6554 2021-07-13 14:42:58,594 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 2:31:43, time: 0.385, data_time: 0.005, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8258, loss_cls: 1.6575, loss: 1.6575, grad_norm: 8.3228 2021-07-13 14:43:06,483 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 2:31:35, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8367, loss_cls: 1.6233, loss: 1.6233, grad_norm: 8.2495 2021-07-13 14:43:14,164 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 2:31:28, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8000, loss_cls: 1.6737, loss: 1.6737, grad_norm: 8.3539 2021-07-13 14:43:21,882 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 2:31:20, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8203, loss_cls: 1.6852, loss: 1.6852, grad_norm: 8.5213 2021-07-13 14:43:29,841 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 2:31:13, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8047, loss_cls: 1.7199, loss: 1.7199, grad_norm: 8.6318 2021-07-13 14:43:37,674 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 2:31:05, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6652, loss: 1.6652, grad_norm: 8.3529 2021-07-13 14:43:45,690 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 2:30:58, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8266, loss_cls: 1.6184, loss: 1.6184, grad_norm: 8.4637 2021-07-13 14:43:53,557 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 2:30:50, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8320, loss_cls: 1.6143, loss: 1.6143, grad_norm: 8.3693 2021-07-13 14:44:01,251 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 2:30:42, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8180, loss_cls: 1.5918, loss: 1.5918, grad_norm: 8.2040 2021-07-13 14:44:09,082 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 2:30:35, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8289, loss_cls: 1.5691, loss: 1.5691, grad_norm: 8.0929 2021-07-13 14:44:17,012 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 2:30:27, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8133, loss_cls: 1.6170, loss: 1.6170, grad_norm: 8.1898 2021-07-13 14:44:24,741 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 2:30:20, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.6368, loss: 1.6368, grad_norm: 8.3368 2021-07-13 14:44:32,486 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 2:30:12, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7953, loss_cls: 1.7297, loss: 1.7297, grad_norm: 8.3545 2021-07-13 14:44:40,131 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 2:30:05, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8187, loss_cls: 1.6483, loss: 1.6483, grad_norm: 8.2656 2021-07-13 14:44:48,075 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 2:29:57, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8078, loss_cls: 1.7432, loss: 1.7432, grad_norm: 8.5895 2021-07-13 14:44:55,947 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 2:29:50, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8180, loss_cls: 1.6267, loss: 1.6267, grad_norm: 8.3439 2021-07-13 14:45:03,574 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 2:29:42, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8242, loss_cls: 1.6414, loss: 1.6414, grad_norm: 8.4874 2021-07-13 14:45:11,607 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 2:29:34, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8031, loss_cls: 1.7569, loss: 1.7569, grad_norm: 8.4568 2021-07-13 14:45:19,077 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 2:29:27, time: 0.373, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8242, loss_cls: 1.6680, loss: 1.6680, grad_norm: 8.2720 2021-07-13 14:45:27,177 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 2:29:19, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6600, loss: 1.6600, grad_norm: 8.2909 2021-07-13 14:45:35,270 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 2:29:12, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8320, loss_cls: 1.6420, loss: 1.6420, grad_norm: 8.3365 2021-07-13 14:45:43,223 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 2:29:04, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8094, loss_cls: 1.6724, loss: 1.6724, grad_norm: 8.4320 2021-07-13 14:45:50,859 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 2:28:57, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8094, loss_cls: 1.7241, loss: 1.7241, grad_norm: 8.4324 2021-07-13 14:45:58,797 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 2:28:49, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8141, loss_cls: 1.6656, loss: 1.6656, grad_norm: 8.3243 2021-07-13 14:46:06,837 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 2:28:42, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8320, loss_cls: 1.6007, loss: 1.6007, grad_norm: 8.2406 2021-07-13 14:46:14,693 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 2:28:34, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8242, loss_cls: 1.6534, loss: 1.6534, grad_norm: 8.5423 2021-07-13 14:46:22,504 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 2:28:27, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.5880, loss: 1.5880, grad_norm: 8.2928 2021-07-13 14:46:30,388 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 2:28:19, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8211, loss_cls: 1.6673, loss: 1.6673, grad_norm: 8.3554 2021-07-13 14:46:38,268 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 2:28:11, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8219, loss_cls: 1.6735, loss: 1.6735, grad_norm: 8.6584 2021-07-13 14:46:45,924 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 2:28:04, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8367, loss_cls: 1.5823, loss: 1.5823, grad_norm: 8.2242 2021-07-13 14:46:53,686 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 2:27:56, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8031, loss_cls: 1.6773, loss: 1.6773, grad_norm: 8.2858 2021-07-13 14:47:01,759 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 2:27:49, time: 0.404, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8141, loss_cls: 1.6869, loss: 1.6869, grad_norm: 8.4029 2021-07-13 14:47:09,377 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 2:27:41, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8227, loss_cls: 1.6365, loss: 1.6365, grad_norm: 8.0578 2021-07-13 14:47:17,230 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 2:27:34, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8148, loss_cls: 1.6928, loss: 1.6928, grad_norm: 8.5285 2021-07-13 14:47:24,990 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 2:27:26, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8063, loss_cls: 1.7367, loss: 1.7367, grad_norm: 8.5822 2021-07-13 14:47:32,894 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 2:27:18, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8172, loss_cls: 1.6893, loss: 1.6893, grad_norm: 8.2918 2021-07-13 14:47:40,911 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 2:27:11, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8055, loss_cls: 1.7035, loss: 1.7035, grad_norm: 8.2934 2021-07-13 14:47:48,645 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 2:27:03, time: 0.386, data_time: 0.000, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8125, loss_cls: 1.6818, loss: 1.6818, grad_norm: 8.4547 2021-07-13 14:47:56,439 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 2:26:56, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.5958, loss: 1.5958, grad_norm: 8.4762 2021-07-13 14:48:04,153 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 2:26:48, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7977, loss_cls: 1.7376, loss: 1.7376, grad_norm: 8.6297 2021-07-13 14:48:11,797 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 2:26:40, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8117, loss_cls: 1.6203, loss: 1.6203, grad_norm: 8.3077 2021-07-13 14:48:19,523 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 2:26:33, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8078, loss_cls: 1.7158, loss: 1.7158, grad_norm: 8.5278 2021-07-13 14:48:27,263 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 2:26:25, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8234, loss_cls: 1.6489, loss: 1.6489, grad_norm: 8.5171 2021-07-13 14:48:35,156 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 2:26:18, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8359, loss_cls: 1.5999, loss: 1.5999, grad_norm: 8.1474 2021-07-13 14:48:42,972 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 2:26:10, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8148, loss_cls: 1.6330, loss: 1.6330, grad_norm: 8.2875 2021-07-13 14:48:50,525 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 2:26:02, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8109, loss_cls: 1.6790, loss: 1.6790, grad_norm: 8.3971 2021-07-13 14:48:59,625 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 2:25:56, time: 0.456, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8117, loss_cls: 1.6834, loss: 1.6834, grad_norm: 8.7012 2021-07-13 14:49:01,650 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-07-13 14:49:16,154 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 2:25:48, time: 0.709, data_time: 0.196, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8148, loss_cls: 1.6896, loss: 1.6896, grad_norm: 8.5971 2021-07-13 14:49:26,151 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 2:25:42, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8195, loss_cls: 1.6617, loss: 1.6617, grad_norm: 8.6552 2021-07-13 14:49:36,057 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 2:25:35, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.5248, loss: 1.5248, grad_norm: 8.5016 2021-07-13 14:49:46,143 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 2:25:29, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8375, loss_cls: 1.5805, loss: 1.5805, grad_norm: 8.4457 2021-07-13 14:49:56,214 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 2:25:23, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8156, loss_cls: 1.6802, loss: 1.6802, grad_norm: 8.8539 2021-07-13 14:50:06,175 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 2:25:16, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8109, loss_cls: 1.6636, loss: 1.6636, grad_norm: 8.4452 2021-07-13 14:50:15,945 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 2:25:09, time: 0.487, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8164, loss_cls: 1.6426, loss: 1.6426, grad_norm: 8.4989 2021-07-13 14:50:25,719 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 2:25:03, time: 0.489, data_time: 0.002, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8187, loss_cls: 1.6823, loss: 1.6823, grad_norm: 8.7509 2021-07-13 14:50:35,567 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 2:24:56, time: 0.493, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8203, loss_cls: 1.6113, loss: 1.6113, grad_norm: 8.6138 2021-07-13 14:50:45,361 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 2:24:50, time: 0.490, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8164, loss_cls: 1.6576, loss: 1.6576, grad_norm: 8.5593 2021-07-13 14:50:54,880 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 2:24:43, time: 0.475, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7253, loss: 1.7253, grad_norm: 8.4590 2021-07-13 14:51:04,469 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 2:24:36, time: 0.480, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8234, loss_cls: 1.6018, loss: 1.6018, grad_norm: 8.1202 2021-07-13 14:51:14,366 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 2:24:30, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8172, loss_cls: 1.6775, loss: 1.6775, grad_norm: 8.4918 2021-07-13 14:51:24,381 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 2:24:23, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8102, loss_cls: 1.6516, loss: 1.6516, grad_norm: 8.4814 2021-07-13 14:51:34,407 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 2:24:17, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8367, loss_cls: 1.5749, loss: 1.5749, grad_norm: 8.4348 2021-07-13 14:51:44,507 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 2:24:10, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8172, loss_cls: 1.6199, loss: 1.6199, grad_norm: 8.5137 2021-07-13 14:51:54,637 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 2:24:04, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8430, loss_cls: 1.5130, loss: 1.5130, grad_norm: 8.1589 2021-07-13 14:52:04,725 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 2:23:57, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8141, loss_cls: 1.6804, loss: 1.6804, grad_norm: 8.4263 2021-07-13 14:52:14,896 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 2:23:51, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8250, loss_cls: 1.6273, loss: 1.6273, grad_norm: 8.2883 2021-07-13 14:52:24,979 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 2:23:45, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8047, loss_cls: 1.6971, loss: 1.6971, grad_norm: 8.6505 2021-07-13 14:52:35,098 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 2:23:38, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8344, loss_cls: 1.5757, loss: 1.5757, grad_norm: 8.3309 2021-07-13 14:52:45,177 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 2:23:32, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8086, loss_cls: 1.7560, loss: 1.7560, grad_norm: 8.9510 2021-07-13 14:52:55,164 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 2:23:25, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8141, loss_cls: 1.6445, loss: 1.6445, grad_norm: 8.4833 2021-07-13 14:53:05,311 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 2:23:19, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8313, loss_cls: 1.5521, loss: 1.5521, grad_norm: 8.2908 2021-07-13 14:53:15,421 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 2:23:12, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8227, loss_cls: 1.5950, loss: 1.5950, grad_norm: 8.2202 2021-07-13 14:53:25,345 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 2:23:06, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8195, loss_cls: 1.6470, loss: 1.6470, grad_norm: 8.6195 2021-07-13 14:53:35,493 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 2:22:59, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8156, loss_cls: 1.6809, loss: 1.6809, grad_norm: 8.4975 2021-07-13 14:53:45,604 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 2:22:53, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8070, loss_cls: 1.7377, loss: 1.7377, grad_norm: 8.5977 2021-07-13 14:53:55,699 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 2:22:46, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8219, loss_cls: 1.6161, loss: 1.6161, grad_norm: 8.6536 2021-07-13 14:54:05,875 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 2:22:40, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8211, loss_cls: 1.6273, loss: 1.6273, grad_norm: 8.4640 2021-07-13 14:54:16,029 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 2:22:33, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8211, loss_cls: 1.6004, loss: 1.6004, grad_norm: 8.5939 2021-07-13 14:54:25,997 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 2:22:27, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8234, loss_cls: 1.7099, loss: 1.7099, grad_norm: 9.0532 2021-07-13 14:54:35,791 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 2:22:20, time: 0.489, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8172, loss_cls: 1.7284, loss: 1.7284, grad_norm: 8.6974 2021-07-13 14:54:45,735 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 2:22:13, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8305, loss_cls: 1.6696, loss: 1.6696, grad_norm: 8.4633 2021-07-13 14:54:55,860 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 2:22:07, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8164, loss_cls: 1.6817, loss: 1.6817, grad_norm: 8.6324 2021-07-13 14:55:06,043 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 2:22:00, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8289, loss_cls: 1.6457, loss: 1.6457, grad_norm: 8.4754 2021-07-13 14:55:16,141 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 2:21:54, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6110, loss: 1.6110, grad_norm: 8.6461 2021-07-13 14:55:26,055 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 2:21:47, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8141, loss_cls: 1.6767, loss: 1.6767, grad_norm: 8.6149 2021-07-13 14:55:36,176 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 2:21:41, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8117, loss_cls: 1.7151, loss: 1.7151, grad_norm: 8.6919 2021-07-13 14:55:45,849 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 2:21:34, time: 0.483, data_time: 0.000, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8070, loss_cls: 1.7180, loss: 1.7180, grad_norm: 8.9180 2021-07-13 14:55:55,986 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 2:21:28, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.6683, loss: 1.6683, grad_norm: 8.7226 2021-07-13 14:56:06,163 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 2:21:21, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8250, loss_cls: 1.6171, loss: 1.6171, grad_norm: 8.3600 2021-07-13 14:56:16,132 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 2:21:14, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8258, loss_cls: 1.6267, loss: 1.6267, grad_norm: 8.4566 2021-07-13 14:56:25,917 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 2:21:08, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8297, loss_cls: 1.6595, loss: 1.6595, grad_norm: 8.7317 2021-07-13 14:56:35,640 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 2:21:01, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8063, loss_cls: 1.7385, loss: 1.7385, grad_norm: 8.7625 2021-07-13 14:56:45,442 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 2:20:54, time: 0.491, data_time: 0.002, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8344, loss_cls: 1.5741, loss: 1.5741, grad_norm: 8.5404 2021-07-13 14:56:55,408 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 2:20:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8172, loss_cls: 1.6513, loss: 1.6513, grad_norm: 8.5075 2021-07-13 14:57:05,015 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 2:20:41, time: 0.480, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.7961, loss_cls: 1.7662, loss: 1.7662, grad_norm: 8.8824 2021-07-13 14:57:15,060 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 2:20:34, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.7984, loss_cls: 1.6897, loss: 1.6897, grad_norm: 8.6902 2021-07-13 14:57:24,942 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 2:20:28, time: 0.494, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.6202, loss: 1.6202, grad_norm: 8.3996 2021-07-13 14:57:35,047 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 2:20:21, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8156, loss_cls: 1.6551, loss: 1.6551, grad_norm: 8.5828 2021-07-13 14:57:45,139 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 2:20:15, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8297, loss_cls: 1.6023, loss: 1.6023, grad_norm: 8.5222 2021-07-13 14:57:55,101 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 2:20:08, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8109, loss_cls: 1.7376, loss: 1.7376, grad_norm: 9.0008 2021-07-13 14:58:05,247 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 2:20:01, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8133, loss_cls: 1.6787, loss: 1.6787, grad_norm: 8.5149 2021-07-13 14:58:15,373 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 2:19:55, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8086, loss_cls: 1.6943, loss: 1.6943, grad_norm: 8.5612 2021-07-13 14:58:25,425 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 2:19:48, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8234, loss_cls: 1.6644, loss: 1.6644, grad_norm: 8.6685 2021-07-13 14:58:35,550 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 2:19:42, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8078, loss_cls: 1.7057, loss: 1.7057, grad_norm: 8.7103 2021-07-13 14:58:45,500 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 2:19:35, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8234, loss_cls: 1.6343, loss: 1.6343, grad_norm: 8.6357 2021-07-13 14:58:55,608 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 2:19:28, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8187, loss_cls: 1.6301, loss: 1.6301, grad_norm: 8.5672 2021-07-13 14:59:05,532 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 2:19:22, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8336, loss_cls: 1.5733, loss: 1.5733, grad_norm: 8.3301 2021-07-13 14:59:15,479 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 2:19:15, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8156, loss_cls: 1.6534, loss: 1.6534, grad_norm: 8.6587 2021-07-13 14:59:25,601 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 2:19:09, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8180, loss_cls: 1.6284, loss: 1.6284, grad_norm: 8.6538 2021-07-13 14:59:35,466 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 2:19:02, time: 0.493, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8102, loss_cls: 1.6849, loss: 1.6849, grad_norm: 8.6631 2021-07-13 14:59:45,600 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 2:18:55, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8195, loss_cls: 1.6676, loss: 1.6676, grad_norm: 8.5464 2021-07-13 14:59:55,499 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 2:18:49, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8039, loss_cls: 1.7120, loss: 1.7120, grad_norm: 8.7605 2021-07-13 15:00:05,588 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 2:18:42, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8148, loss_cls: 1.6409, loss: 1.6409, grad_norm: 8.7830 2021-07-13 15:00:15,691 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 2:18:35, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8148, loss_cls: 1.6827, loss: 1.6827, grad_norm: 8.6097 2021-07-13 15:00:17,893 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-07-13 15:01:20,003 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 15:01:20,158 - mmaction - INFO - top1_acc 0.4523 top5_acc 0.7458 2021-07-13 15:01:20,158 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 15:01:20,167 - mmaction - INFO - mean_acc 0.4055 2021-07-13 15:01:20,170 - mmaction - INFO - Epoch(val) [34][181] top1_acc: 0.4523, top5_acc: 0.7458, mean_class_accuracy: 0.4055 2021-07-13 15:01:34,073 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 2:18:28, time: 0.694, data_time: 0.128, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8227, loss_cls: 1.6593, loss: 1.6593, grad_norm: 8.6696 2021-07-13 15:01:44,224 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 2:18:21, time: 0.508, data_time: 0.002, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8195, loss_cls: 1.6307, loss: 1.6307, grad_norm: 8.6230 2021-07-13 15:01:54,372 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 2:18:14, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8094, loss_cls: 1.7393, loss: 1.7393, grad_norm: 8.6874 2021-07-13 15:02:04,478 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 2:18:08, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8289, loss_cls: 1.5488, loss: 1.5488, grad_norm: 8.6326 2021-07-13 15:02:14,590 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 2:18:01, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8422, loss_cls: 1.5455, loss: 1.5455, grad_norm: 8.4881 2021-07-13 15:02:24,531 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 2:17:55, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7170, loss: 1.7170, grad_norm: 8.6674 2021-07-13 15:02:34,626 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 2:17:48, time: 0.506, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8273, loss_cls: 1.6991, loss: 1.6991, grad_norm: 8.6927 2021-07-13 15:02:44,711 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 2:17:41, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8187, loss_cls: 1.6236, loss: 1.6236, grad_norm: 8.5169 2021-07-13 15:02:54,790 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 2:17:35, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8156, loss_cls: 1.6315, loss: 1.6315, grad_norm: 8.3675 2021-07-13 15:03:04,875 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 2:17:28, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8156, loss_cls: 1.6304, loss: 1.6304, grad_norm: 8.4337 2021-07-13 15:03:14,857 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 2:17:21, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8258, loss_cls: 1.6348, loss: 1.6348, grad_norm: 8.4784 2021-07-13 15:03:24,996 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 2:17:15, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8227, loss_cls: 1.6688, loss: 1.6688, grad_norm: 8.7463 2021-07-13 15:03:35,108 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 2:17:08, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8102, loss_cls: 1.6728, loss: 1.6728, grad_norm: 8.7513 2021-07-13 15:03:45,249 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 2:17:01, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8281, loss_cls: 1.6060, loss: 1.6060, grad_norm: 8.3025 2021-07-13 15:03:55,326 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 2:16:55, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8219, loss_cls: 1.5861, loss: 1.5861, grad_norm: 8.5810 2021-07-13 15:04:05,417 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 2:16:48, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8367, loss_cls: 1.5477, loss: 1.5477, grad_norm: 8.2894 2021-07-13 15:04:15,582 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 2:16:41, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.6030, loss: 1.6030, grad_norm: 8.5970 2021-07-13 15:04:25,504 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 2:16:35, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8289, loss_cls: 1.6052, loss: 1.6052, grad_norm: 8.5503 2021-07-13 15:04:35,570 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 2:16:28, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.5937, loss: 1.5937, grad_norm: 8.5321 2021-07-13 15:04:44,482 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 2:16:21, time: 0.445, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8133, loss_cls: 1.6492, loss: 1.6492, grad_norm: 8.7877 2021-07-13 15:04:52,168 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 2:16:13, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8187, loss_cls: 1.6701, loss: 1.6701, grad_norm: 8.8323 2021-07-13 15:04:59,909 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 2:16:05, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8258, loss_cls: 1.5732, loss: 1.5732, grad_norm: 8.5019 2021-07-13 15:05:07,651 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 2:15:57, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8008, loss_cls: 1.7119, loss: 1.7119, grad_norm: 9.1084 2021-07-13 15:05:15,563 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 2:15:50, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8281, loss_cls: 1.6457, loss: 1.6457, grad_norm: 8.5006 2021-07-13 15:05:23,315 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 2:15:42, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8039, loss_cls: 1.7345, loss: 1.7345, grad_norm: 8.9846 2021-07-13 15:05:31,186 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 2:15:34, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8281, loss_cls: 1.6134, loss: 1.6134, grad_norm: 8.7433 2021-07-13 15:05:38,926 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 2:15:27, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8102, loss_cls: 1.6888, loss: 1.6888, grad_norm: 8.8417 2021-07-13 15:05:47,047 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 2:15:19, time: 0.406, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8391, loss_cls: 1.5047, loss: 1.5047, grad_norm: 8.2862 2021-07-13 15:05:54,732 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 2:15:11, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.7669, loss: 1.7669, grad_norm: 9.0959 2021-07-13 15:06:02,464 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 2:15:04, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8258, loss_cls: 1.6546, loss: 1.6546, grad_norm: 8.5933 2021-07-13 15:06:10,390 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 2:14:56, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8156, loss_cls: 1.6551, loss: 1.6551, grad_norm: 8.6652 2021-07-13 15:06:18,164 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 2:14:48, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8352, loss_cls: 1.5908, loss: 1.5908, grad_norm: 8.6142 2021-07-13 15:06:25,781 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 2:14:40, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8289, loss_cls: 1.5676, loss: 1.5676, grad_norm: 8.7226 2021-07-13 15:06:33,752 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 2:14:33, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8289, loss_cls: 1.6545, loss: 1.6545, grad_norm: 9.2322 2021-07-13 15:06:41,519 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 2:14:25, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8313, loss_cls: 1.5294, loss: 1.5294, grad_norm: 8.3707 2021-07-13 15:06:49,296 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 2:14:17, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.7992, loss_cls: 1.6747, loss: 1.6747, grad_norm: 8.7533 2021-07-13 15:06:57,427 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 2:14:10, time: 0.406, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8031, loss_cls: 1.6822, loss: 1.6822, grad_norm: 8.6799 2021-07-13 15:07:05,216 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 2:14:02, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8383, loss_cls: 1.6126, loss: 1.6126, grad_norm: 8.7634 2021-07-13 15:07:12,896 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 2:13:54, time: 0.383, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8273, loss_cls: 1.6423, loss: 1.6423, grad_norm: 8.6827 2021-07-13 15:07:20,757 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 2:13:46, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8109, loss_cls: 1.6337, loss: 1.6337, grad_norm: 8.5585 2021-07-13 15:07:29,022 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 2:13:39, time: 0.413, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8125, loss_cls: 1.6520, loss: 1.6520, grad_norm: 8.6117 2021-07-13 15:07:36,980 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 2:13:31, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8187, loss_cls: 1.6813, loss: 1.6813, grad_norm: 8.8057 2021-07-13 15:07:44,675 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 2:13:23, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8383, loss_cls: 1.5611, loss: 1.5611, grad_norm: 8.6715 2021-07-13 15:07:52,790 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 2:13:16, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8289, loss_cls: 1.6380, loss: 1.6380, grad_norm: 8.9413 2021-07-13 15:08:00,630 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 2:13:08, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8172, loss_cls: 1.6608, loss: 1.6608, grad_norm: 8.7343 2021-07-13 15:08:08,382 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 2:13:00, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8203, loss_cls: 1.6637, loss: 1.6637, grad_norm: 8.7086 2021-07-13 15:08:15,982 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 2:12:53, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5630, loss: 1.5630, grad_norm: 8.4110 2021-07-13 15:08:23,539 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 2:12:45, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8227, loss_cls: 1.6451, loss: 1.6451, grad_norm: 8.6658 2021-07-13 15:08:31,377 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 2:12:37, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8000, loss_cls: 1.6655, loss: 1.6655, grad_norm: 9.0016 2021-07-13 15:08:39,268 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 2:12:29, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8219, loss_cls: 1.6463, loss: 1.6463, grad_norm: 8.9749 2021-07-13 15:08:47,188 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 2:12:22, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8195, loss_cls: 1.6164, loss: 1.6164, grad_norm: 8.5475 2021-07-13 15:08:55,314 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 2:12:14, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8391, loss_cls: 1.5518, loss: 1.5518, grad_norm: 8.6944 2021-07-13 15:09:03,387 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 2:12:07, time: 0.407, data_time: 0.004, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8078, loss_cls: 1.7284, loss: 1.7284, grad_norm: 8.9093 2021-07-13 15:09:11,084 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 2:11:59, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8242, loss_cls: 1.6253, loss: 1.6253, grad_norm: 8.7202 2021-07-13 15:09:18,988 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 2:11:51, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8211, loss_cls: 1.6106, loss: 1.6106, grad_norm: 8.6490 2021-07-13 15:09:26,612 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 2:11:43, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8203, loss_cls: 1.6758, loss: 1.6758, grad_norm: 8.6263 2021-07-13 15:09:34,952 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 2:11:36, time: 0.417, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8203, loss_cls: 1.6468, loss: 1.6468, grad_norm: 8.5455 2021-07-13 15:09:43,082 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 2:11:28, time: 0.406, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8164, loss_cls: 1.6368, loss: 1.6368, grad_norm: 8.7202 2021-07-13 15:09:51,045 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 2:11:21, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.7715, loss: 1.7715, grad_norm: 8.9411 2021-07-13 15:09:58,791 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 2:11:13, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8313, loss_cls: 1.6028, loss: 1.6028, grad_norm: 8.4840 2021-07-13 15:10:06,597 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 2:11:05, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8180, loss_cls: 1.6465, loss: 1.6465, grad_norm: 8.8810 2021-07-13 15:10:14,420 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 2:10:57, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8133, loss_cls: 1.6150, loss: 1.6150, grad_norm: 8.6815 2021-07-13 15:10:22,253 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 2:10:50, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8164, loss_cls: 1.5971, loss: 1.5971, grad_norm: 8.7378 2021-07-13 15:10:30,259 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 2:10:42, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8102, loss_cls: 1.6592, loss: 1.6592, grad_norm: 8.6083 2021-07-13 15:10:38,334 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 2:10:34, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.5867, loss: 1.5867, grad_norm: 8.7615 2021-07-13 15:10:46,368 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 2:10:27, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8391, loss_cls: 1.5661, loss: 1.5661, grad_norm: 8.7684 2021-07-13 15:10:53,893 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 2:10:19, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8023, loss_cls: 1.6998, loss: 1.6998, grad_norm: 8.9318 2021-07-13 15:10:55,635 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-07-13 15:11:10,438 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 2:10:11, time: 0.725, data_time: 0.217, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8117, loss_cls: 1.6817, loss: 1.6817, grad_norm: 8.5563 2021-07-13 15:11:20,571 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 2:10:05, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8273, loss_cls: 1.5891, loss: 1.5891, grad_norm: 8.7494 2021-07-13 15:11:30,701 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 2:09:58, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8141, loss_cls: 1.6277, loss: 1.6277, grad_norm: 8.5744 2021-07-13 15:11:40,712 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 2:09:51, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8297, loss_cls: 1.5767, loss: 1.5767, grad_norm: 8.8114 2021-07-13 15:11:50,218 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 2:09:44, time: 0.476, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8328, loss_cls: 1.5946, loss: 1.5946, grad_norm: 8.7951 2021-07-13 15:11:59,975 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 2:09:37, time: 0.488, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8187, loss_cls: 1.6416, loss: 1.6416, grad_norm: 8.7998 2021-07-13 15:12:09,558 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 2:09:30, time: 0.479, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8164, loss_cls: 1.7106, loss: 1.7106, grad_norm: 9.0333 2021-07-13 15:12:19,086 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 2:09:23, time: 0.477, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8125, loss_cls: 1.6521, loss: 1.6521, grad_norm: 8.8005 2021-07-13 15:12:29,144 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 2:09:16, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8367, loss_cls: 1.5178, loss: 1.5178, grad_norm: 8.3553 2021-07-13 15:12:38,788 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 2:09:09, time: 0.482, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8211, loss_cls: 1.6078, loss: 1.6078, grad_norm: 8.8537 2021-07-13 15:12:48,821 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 2:09:03, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8352, loss_cls: 1.5305, loss: 1.5305, grad_norm: 8.7473 2021-07-13 15:12:58,593 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:08:56, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8297, loss_cls: 1.5772, loss: 1.5772, grad_norm: 8.6961 2021-07-13 15:13:08,362 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:08:49, time: 0.488, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8125, loss_cls: 1.6745, loss: 1.6745, grad_norm: 8.9854 2021-07-13 15:13:18,297 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:08:42, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8094, loss_cls: 1.6666, loss: 1.6666, grad_norm: 8.9635 2021-07-13 15:13:27,696 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:08:35, time: 0.471, data_time: 0.002, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8414, loss_cls: 1.5974, loss: 1.5974, grad_norm: 8.7134 2021-07-13 15:13:37,704 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:08:28, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8281, loss_cls: 1.5894, loss: 1.5894, grad_norm: 8.5427 2021-07-13 15:13:47,441 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:08:21, time: 0.487, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5850, loss: 1.5850, grad_norm: 8.6063 2021-07-13 15:13:57,457 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:08:14, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8234, loss_cls: 1.6051, loss: 1.6051, grad_norm: 8.9320 2021-07-13 15:14:07,197 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:08:07, time: 0.487, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8203, loss_cls: 1.6280, loss: 1.6280, grad_norm: 8.6699 2021-07-13 15:14:16,861 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:08:00, time: 0.484, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8117, loss_cls: 1.6742, loss: 1.6742, grad_norm: 8.9264 2021-07-13 15:14:26,462 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:07:53, time: 0.480, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8172, loss_cls: 1.6399, loss: 1.6399, grad_norm: 8.9251 2021-07-13 15:14:36,135 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:07:46, time: 0.484, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8234, loss_cls: 1.6309, loss: 1.6309, grad_norm: 8.7249 2021-07-13 15:14:45,940 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:07:39, time: 0.489, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6684, loss: 1.6684, grad_norm: 8.7174 2021-07-13 15:14:55,723 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:07:32, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8172, loss_cls: 1.6327, loss: 1.6327, grad_norm: 8.9324 2021-07-13 15:15:05,677 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:07:26, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8320, loss_cls: 1.5328, loss: 1.5328, grad_norm: 8.4026 2021-07-13 15:15:15,220 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:07:19, time: 0.477, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8164, loss_cls: 1.6961, loss: 1.6961, grad_norm: 9.1401 2021-07-13 15:15:24,906 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:07:12, time: 0.484, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8242, loss_cls: 1.5490, loss: 1.5490, grad_norm: 8.5723 2021-07-13 15:15:34,397 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:07:04, time: 0.475, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8016, loss_cls: 1.6702, loss: 1.6702, grad_norm: 8.7904 2021-07-13 15:15:44,339 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:06:58, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8203, loss_cls: 1.6526, loss: 1.6526, grad_norm: 9.1507 2021-07-13 15:15:54,373 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:06:51, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8430, loss_cls: 1.5390, loss: 1.5390, grad_norm: 8.8920 2021-07-13 15:16:04,011 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:06:44, time: 0.483, data_time: 0.002, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8016, loss_cls: 1.6912, loss: 1.6912, grad_norm: 8.6751 2021-07-13 15:16:13,956 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:06:37, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8156, loss_cls: 1.6270, loss: 1.6270, grad_norm: 8.8679 2021-07-13 15:16:23,865 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:06:30, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8305, loss_cls: 1.6025, loss: 1.6025, grad_norm: 8.8270 2021-07-13 15:16:33,427 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:06:23, time: 0.478, data_time: 0.002, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8187, loss_cls: 1.6527, loss: 1.6527, grad_norm: 8.8821 2021-07-13 15:16:43,576 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:06:16, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8359, loss_cls: 1.5373, loss: 1.5373, grad_norm: 8.6192 2021-07-13 15:16:53,486 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:06:09, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8305, loss_cls: 1.6310, loss: 1.6310, grad_norm: 9.0115 2021-07-13 15:17:03,431 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:06:02, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8063, loss_cls: 1.6716, loss: 1.6716, grad_norm: 9.1571 2021-07-13 15:17:13,404 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:05:55, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8336, loss_cls: 1.5547, loss: 1.5547, grad_norm: 8.8235 2021-07-13 15:17:23,180 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:05:48, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8102, loss_cls: 1.6733, loss: 1.6733, grad_norm: 8.9947 2021-07-13 15:17:33,360 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:05:42, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8250, loss_cls: 1.6156, loss: 1.6156, grad_norm: 8.7859 2021-07-13 15:17:43,139 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:05:35, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8094, loss_cls: 1.6717, loss: 1.6717, grad_norm: 8.8524 2021-07-13 15:17:52,531 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:05:27, time: 0.469, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8234, loss_cls: 1.6150, loss: 1.6150, grad_norm: 8.7449 2021-07-13 15:18:02,350 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 2:05:20, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8250, loss_cls: 1.6767, loss: 1.6767, grad_norm: 9.0318 2021-07-13 15:18:12,048 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 2:05:13, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8242, loss_cls: 1.6016, loss: 1.6016, grad_norm: 8.8569 2021-07-13 15:18:21,672 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 2:05:06, time: 0.481, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8273, loss_cls: 1.5981, loss: 1.5981, grad_norm: 8.7731 2021-07-13 15:18:31,416 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 2:04:59, time: 0.487, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8273, loss_cls: 1.5622, loss: 1.5622, grad_norm: 8.7605 2021-07-13 15:18:41,541 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 2:04:53, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8266, loss_cls: 1.5721, loss: 1.5721, grad_norm: 8.9749 2021-07-13 15:18:51,265 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 2:04:46, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.5750, loss: 1.5750, grad_norm: 8.7595 2021-07-13 15:19:00,797 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 2:04:38, time: 0.477, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8172, loss_cls: 1.6471, loss: 1.6471, grad_norm: 8.6968 2021-07-13 15:19:10,527 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 2:04:31, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8156, loss_cls: 1.6673, loss: 1.6673, grad_norm: 8.9283 2021-07-13 15:19:20,244 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 2:04:24, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8125, loss_cls: 1.6601, loss: 1.6601, grad_norm: 8.7529 2021-07-13 15:19:30,466 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 2:04:18, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8172, loss_cls: 1.5794, loss: 1.5794, grad_norm: 8.6939 2021-07-13 15:19:40,159 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 2:04:11, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8266, loss_cls: 1.6420, loss: 1.6420, grad_norm: 9.0371 2021-07-13 15:19:50,194 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 2:04:04, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8187, loss_cls: 1.6301, loss: 1.6301, grad_norm: 8.8657 2021-07-13 15:20:00,379 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 2:03:57, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8125, loss_cls: 1.6176, loss: 1.6176, grad_norm: 8.9157 2021-07-13 15:20:10,352 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 2:03:50, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8430, loss_cls: 1.5352, loss: 1.5352, grad_norm: 8.9584 2021-07-13 15:20:20,497 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 2:03:43, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8227, loss_cls: 1.6554, loss: 1.6554, grad_norm: 9.2204 2021-07-13 15:20:30,269 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 2:03:36, time: 0.489, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8320, loss_cls: 1.5816, loss: 1.5816, grad_norm: 8.8647 2021-07-13 15:20:40,389 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 2:03:29, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8195, loss_cls: 1.6828, loss: 1.6828, grad_norm: 9.0213 2021-07-13 15:20:50,344 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 2:03:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8219, loss_cls: 1.6603, loss: 1.6603, grad_norm: 9.0832 2021-07-13 15:21:00,481 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 2:03:15, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8227, loss_cls: 1.6250, loss: 1.6250, grad_norm: 9.1458 2021-07-13 15:21:10,376 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 2:03:08, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8211, loss_cls: 1.6243, loss: 1.6243, grad_norm: 9.1448 2021-07-13 15:21:20,476 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 2:03:01, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8078, loss_cls: 1.7123, loss: 1.7123, grad_norm: 9.4205 2021-07-13 15:21:30,544 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 2:02:54, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8141, loss_cls: 1.6531, loss: 1.6531, grad_norm: 8.8812 2021-07-13 15:21:40,249 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 2:02:47, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8328, loss_cls: 1.5981, loss: 1.5981, grad_norm: 8.6504 2021-07-13 15:21:50,405 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 2:02:40, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8227, loss_cls: 1.6311, loss: 1.6311, grad_norm: 8.9033 2021-07-13 15:22:00,325 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 2:02:33, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8297, loss_cls: 1.6775, loss: 1.6775, grad_norm: 8.8958 2021-07-13 15:22:02,456 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-07-13 15:23:09,601 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 15:23:09,758 - mmaction - INFO - top1_acc 0.4592 top5_acc 0.7539 2021-07-13 15:23:09,758 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 15:23:09,767 - mmaction - INFO - mean_acc 0.4142 2021-07-13 15:23:09,770 - mmaction - INFO - Epoch(val) [36][181] top1_acc: 0.4592, top5_acc: 0.7539, mean_class_accuracy: 0.4142 2021-07-13 15:23:23,352 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:02:25, time: 0.678, data_time: 0.188, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8250, loss_cls: 1.5778, loss: 1.5778, grad_norm: 8.6220 2021-07-13 15:23:33,025 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:02:18, time: 0.485, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8164, loss_cls: 1.6398, loss: 1.6398, grad_norm: 8.8304 2021-07-13 15:23:42,665 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:02:11, time: 0.481, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.6369, loss: 1.6369, grad_norm: 9.1911 2021-07-13 15:23:52,380 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:02:04, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8266, loss_cls: 1.6279, loss: 1.6279, grad_norm: 8.8279 2021-07-13 15:24:02,072 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:01:57, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8344, loss_cls: 1.5672, loss: 1.5672, grad_norm: 9.0175 2021-07-13 15:24:12,133 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:01:50, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.6661, loss: 1.6661, grad_norm: 8.9114 2021-07-13 15:24:21,656 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:01:43, time: 0.476, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8281, loss_cls: 1.6525, loss: 1.6525, grad_norm: 8.9556 2021-07-13 15:24:31,304 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:01:36, time: 0.482, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8258, loss_cls: 1.6091, loss: 1.6091, grad_norm: 8.9289 2021-07-13 15:24:41,121 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:01:29, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8398, loss_cls: 1.5669, loss: 1.5669, grad_norm: 8.8451 2021-07-13 15:24:51,072 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:01:22, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8125, loss_cls: 1.6874, loss: 1.6874, grad_norm: 9.2646 2021-07-13 15:25:01,013 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:01:15, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.6297, loss: 1.6297, grad_norm: 9.0922 2021-07-13 15:25:10,773 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:01:07, time: 0.488, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8047, loss_cls: 1.6313, loss: 1.6313, grad_norm: 9.0089 2021-07-13 15:25:20,686 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:01:00, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8063, loss_cls: 1.6422, loss: 1.6422, grad_norm: 8.9263 2021-07-13 15:25:30,635 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:00:53, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8156, loss_cls: 1.6764, loss: 1.6764, grad_norm: 9.0578 2021-07-13 15:25:40,698 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:00:46, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8430, loss_cls: 1.5513, loss: 1.5513, grad_norm: 8.6668 2021-07-13 15:25:50,616 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:00:39, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8273, loss_cls: 1.6159, loss: 1.6159, grad_norm: 9.0420 2021-07-13 15:26:00,735 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:00:32, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8242, loss_cls: 1.5807, loss: 1.5807, grad_norm: 8.8645 2021-07-13 15:26:10,452 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:00:25, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8289, loss_cls: 1.6086, loss: 1.6086, grad_norm: 9.2585 2021-07-13 15:26:20,483 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:00:18, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8375, loss_cls: 1.5605, loss: 1.5605, grad_norm: 8.8275 2021-07-13 15:26:30,625 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:00:11, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8414, loss_cls: 1.6135, loss: 1.6135, grad_norm: 9.1099 2021-07-13 15:26:40,597 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:00:04, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8203, loss_cls: 1.6088, loss: 1.6088, grad_norm: 9.0678 2021-07-13 15:26:50,712 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 1:59:57, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8242, loss_cls: 1.6195, loss: 1.6195, grad_norm: 9.2078 2021-07-13 15:27:00,583 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 1:59:50, time: 0.493, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8195, loss_cls: 1.6507, loss: 1.6507, grad_norm: 9.3108 2021-07-13 15:27:10,709 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 1:59:43, time: 0.507, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8187, loss_cls: 1.6241, loss: 1.6241, grad_norm: 8.9232 2021-07-13 15:27:19,276 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 1:59:36, time: 0.428, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8180, loss_cls: 1.5738, loss: 1.5738, grad_norm: 9.0290 2021-07-13 15:27:27,241 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 1:59:28, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8258, loss_cls: 1.6046, loss: 1.6046, grad_norm: 8.8604 2021-07-13 15:27:35,134 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 1:59:20, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8180, loss_cls: 1.6633, loss: 1.6633, grad_norm: 9.3685 2021-07-13 15:27:42,722 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 1:59:12, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8328, loss_cls: 1.5480, loss: 1.5480, grad_norm: 9.0877 2021-07-13 15:27:50,657 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 1:59:05, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8187, loss_cls: 1.6713, loss: 1.6713, grad_norm: 9.3619 2021-07-13 15:27:58,803 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 1:58:57, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8273, loss_cls: 1.6606, loss: 1.6606, grad_norm: 9.0528 2021-07-13 15:28:06,764 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 1:58:49, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8305, loss_cls: 1.5219, loss: 1.5219, grad_norm: 8.6165 2021-07-13 15:28:14,550 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 1:58:41, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8227, loss_cls: 1.5728, loss: 1.5728, grad_norm: 9.0654 2021-07-13 15:28:22,893 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 1:58:34, time: 0.418, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5653, loss: 1.5653, grad_norm: 9.0950 2021-07-13 15:28:30,446 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 1:58:26, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8063, loss_cls: 1.6954, loss: 1.6954, grad_norm: 9.3071 2021-07-13 15:28:38,355 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 1:58:18, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8203, loss_cls: 1.6120, loss: 1.6120, grad_norm: 9.1298 2021-07-13 15:28:46,186 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 1:58:10, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8102, loss_cls: 1.6273, loss: 1.6273, grad_norm: 9.2835 2021-07-13 15:28:54,246 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 1:58:02, time: 0.403, data_time: 0.002, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8328, loss_cls: 1.5812, loss: 1.5812, grad_norm: 9.1874 2021-07-13 15:29:02,110 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 1:57:54, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8211, loss_cls: 1.6402, loss: 1.6402, grad_norm: 9.1967 2021-07-13 15:29:09,975 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 1:57:47, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8172, loss_cls: 1.6986, loss: 1.6986, grad_norm: 9.3381 2021-07-13 15:29:17,512 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 1:57:39, time: 0.377, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8258, loss_cls: 1.6201, loss: 1.6201, grad_norm: 9.0383 2021-07-13 15:29:25,355 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 1:57:31, time: 0.391, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8180, loss_cls: 1.6412, loss: 1.6412, grad_norm: 8.9850 2021-07-13 15:29:33,330 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 1:57:23, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8016, loss_cls: 1.7366, loss: 1.7366, grad_norm: 9.2250 2021-07-13 15:29:41,305 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 1:57:15, time: 0.400, data_time: 0.002, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8344, loss_cls: 1.5843, loss: 1.5843, grad_norm: 9.1529 2021-07-13 15:29:49,035 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 1:57:07, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8398, loss_cls: 1.5460, loss: 1.5460, grad_norm: 9.0097 2021-07-13 15:29:56,859 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 1:57:00, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8320, loss_cls: 1.5846, loss: 1.5846, grad_norm: 9.1294 2021-07-13 15:30:04,619 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 1:56:52, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8031, loss_cls: 1.7323, loss: 1.7323, grad_norm: 9.4028 2021-07-13 15:30:12,671 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 1:56:44, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.5332, loss: 1.5332, grad_norm: 8.9581 2021-07-13 15:30:20,637 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 1:56:36, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6774, loss: 1.6774, grad_norm: 9.3305 2021-07-13 15:30:28,401 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 1:56:28, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8117, loss_cls: 1.6650, loss: 1.6650, grad_norm: 9.3646 2021-07-13 15:30:36,496 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 1:56:21, time: 0.405, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8250, loss_cls: 1.6415, loss: 1.6415, grad_norm: 9.2238 2021-07-13 15:30:44,189 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 1:56:13, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8281, loss_cls: 1.5962, loss: 1.5962, grad_norm: 8.8856 2021-07-13 15:30:52,162 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 1:56:05, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.7953, loss_cls: 1.6475, loss: 1.6475, grad_norm: 8.8599 2021-07-13 15:31:00,058 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 1:55:57, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8367, loss_cls: 1.5372, loss: 1.5372, grad_norm: 9.0231 2021-07-13 15:31:08,132 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 1:55:49, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8195, loss_cls: 1.6721, loss: 1.6721, grad_norm: 9.3238 2021-07-13 15:31:16,040 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 1:55:42, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8195, loss_cls: 1.6433, loss: 1.6433, grad_norm: 9.0642 2021-07-13 15:31:24,044 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 1:55:34, time: 0.400, data_time: 0.002, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8187, loss_cls: 1.5993, loss: 1.5993, grad_norm: 8.8427 2021-07-13 15:31:31,942 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 1:55:26, time: 0.396, data_time: 0.003, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8211, loss_cls: 1.6458, loss: 1.6458, grad_norm: 8.9555 2021-07-13 15:31:39,849 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 1:55:18, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8258, loss_cls: 1.5829, loss: 1.5829, grad_norm: 9.1757 2021-07-13 15:31:47,573 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 1:55:10, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8180, loss_cls: 1.6197, loss: 1.6197, grad_norm: 9.1015 2021-07-13 15:31:55,602 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 1:55:03, time: 0.402, data_time: 0.002, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8430, loss_cls: 1.5609, loss: 1.5609, grad_norm: 8.8766 2021-07-13 15:32:03,274 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 1:54:55, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6430, loss: 1.6430, grad_norm: 9.1518 2021-07-13 15:32:11,115 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 1:54:47, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8156, loss_cls: 1.6413, loss: 1.6413, grad_norm: 8.9170 2021-07-13 15:32:18,835 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 1:54:39, time: 0.386, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8375, loss_cls: 1.5181, loss: 1.5181, grad_norm: 8.6223 2021-07-13 15:32:26,656 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 1:54:31, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8172, loss_cls: 1.6364, loss: 1.6364, grad_norm: 9.2252 2021-07-13 15:32:34,634 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 1:54:23, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8414, loss_cls: 1.5241, loss: 1.5241, grad_norm: 8.7932 2021-07-13 15:32:42,553 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 1:54:16, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8086, loss_cls: 1.6808, loss: 1.6808, grad_norm: 9.0839 2021-07-13 15:32:50,237 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 1:54:08, time: 0.386, data_time: 0.003, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8539, loss_cls: 1.5146, loss: 1.5146, grad_norm: 8.9186 2021-07-13 15:32:51,681 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-07-13 15:33:05,603 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 1:53:59, time: 0.681, data_time: 0.188, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8266, loss_cls: 1.6051, loss: 1.6051, grad_norm: 9.2554 2021-07-13 15:33:15,528 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 1:53:52, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8031, loss_cls: 1.7009, loss: 1.7009, grad_norm: 8.8675 2021-07-13 15:33:25,616 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 1:53:45, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8250, loss_cls: 1.6060, loss: 1.6060, grad_norm: 8.9653 2021-07-13 15:33:35,739 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 1:53:38, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8320, loss_cls: 1.5375, loss: 1.5375, grad_norm: 8.7836 2021-07-13 15:33:45,854 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 1:53:31, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8219, loss_cls: 1.6092, loss: 1.6092, grad_norm: 9.1278 2021-07-13 15:33:55,970 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 1:53:24, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8258, loss_cls: 1.5687, loss: 1.5687, grad_norm: 9.1155 2021-07-13 15:34:05,890 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 1:53:17, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8469, loss_cls: 1.4941, loss: 1.4941, grad_norm: 8.9942 2021-07-13 15:34:16,067 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 1:53:10, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8266, loss_cls: 1.6156, loss: 1.6156, grad_norm: 9.3589 2021-07-13 15:34:26,146 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 1:53:03, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8227, loss_cls: 1.6157, loss: 1.6157, grad_norm: 9.4601 2021-07-13 15:34:36,264 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 1:52:56, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.5960, loss: 1.5960, grad_norm: 9.0970 2021-07-13 15:34:46,404 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 1:52:49, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8359, loss_cls: 1.5370, loss: 1.5370, grad_norm: 8.8592 2021-07-13 15:34:56,183 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 1:52:42, time: 0.488, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8359, loss_cls: 1.5476, loss: 1.5476, grad_norm: 9.0812 2021-07-13 15:35:06,088 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 1:52:34, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8141, loss_cls: 1.5761, loss: 1.5761, grad_norm: 8.8819 2021-07-13 15:35:16,253 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 1:52:27, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8508, loss_cls: 1.5150, loss: 1.5150, grad_norm: 8.9771 2021-07-13 15:35:26,215 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 1:52:20, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8164, loss_cls: 1.6012, loss: 1.6012, grad_norm: 9.5173 2021-07-13 15:35:36,336 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 1:52:13, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8234, loss_cls: 1.5932, loss: 1.5932, grad_norm: 9.2816 2021-07-13 15:35:46,416 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 1:52:06, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8227, loss_cls: 1.6052, loss: 1.6052, grad_norm: 9.3025 2021-07-13 15:35:56,370 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 1:51:59, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8281, loss_cls: 1.6185, loss: 1.6185, grad_norm: 9.4063 2021-07-13 15:36:06,495 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 1:51:52, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8398, loss_cls: 1.5227, loss: 1.5227, grad_norm: 9.1670 2021-07-13 15:36:16,610 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 1:51:45, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6651, loss: 1.6651, grad_norm: 9.6821 2021-07-13 15:36:26,747 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 1:51:38, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8250, loss_cls: 1.6171, loss: 1.6171, grad_norm: 8.9775 2021-07-13 15:36:36,728 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 1:51:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8187, loss_cls: 1.6652, loss: 1.6652, grad_norm: 9.5392 2021-07-13 15:36:46,733 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 1:51:24, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8492, loss_cls: 1.5511, loss: 1.5511, grad_norm: 9.1219 2021-07-13 15:36:56,664 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 1:51:16, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8086, loss_cls: 1.6757, loss: 1.6757, grad_norm: 9.3478 2021-07-13 15:37:06,650 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 1:51:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.5381, loss: 1.5381, grad_norm: 9.2401 2021-07-13 15:37:16,777 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 1:51:02, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8352, loss_cls: 1.5493, loss: 1.5493, grad_norm: 9.1839 2021-07-13 15:37:26,865 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 1:50:55, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8180, loss_cls: 1.6791, loss: 1.6791, grad_norm: 9.4753 2021-07-13 15:37:36,979 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 1:50:48, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8047, loss_cls: 1.6364, loss: 1.6364, grad_norm: 8.8588 2021-07-13 15:37:47,138 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 1:50:41, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7218, loss: 1.7218, grad_norm: 9.5032 2021-07-13 15:37:57,216 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 1:50:34, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.5462, loss: 1.5462, grad_norm: 9.0924 2021-07-13 15:38:07,260 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 1:50:27, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8336, loss_cls: 1.5726, loss: 1.5726, grad_norm: 9.2678 2021-07-13 15:38:17,088 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 1:50:19, time: 0.491, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8336, loss_cls: 1.5003, loss: 1.5003, grad_norm: 8.7722 2021-07-13 15:38:27,198 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 1:50:12, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8203, loss_cls: 1.6086, loss: 1.6086, grad_norm: 9.2886 2021-07-13 15:38:37,267 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 1:50:05, time: 0.505, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8242, loss_cls: 1.5954, loss: 1.5954, grad_norm: 9.0885 2021-07-13 15:38:47,398 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 1:49:58, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8172, loss_cls: 1.6393, loss: 1.6393, grad_norm: 9.0901 2021-07-13 15:38:57,543 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 1:49:51, time: 0.508, data_time: 0.002, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8523, loss_cls: 1.5146, loss: 1.5146, grad_norm: 8.9650 2021-07-13 15:39:07,478 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 1:49:44, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8273, loss_cls: 1.6486, loss: 1.6486, grad_norm: 9.2879 2021-07-13 15:39:17,596 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 1:49:37, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8266, loss_cls: 1.6146, loss: 1.6146, grad_norm: 9.2613 2021-07-13 15:39:27,700 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 1:49:30, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8336, loss_cls: 1.5704, loss: 1.5704, grad_norm: 9.0989 2021-07-13 15:39:37,781 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 1:49:22, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8102, loss_cls: 1.6792, loss: 1.6792, grad_norm: 9.5583 2021-07-13 15:39:47,933 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 1:49:15, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8281, loss_cls: 1.5470, loss: 1.5470, grad_norm: 8.9267 2021-07-13 15:39:58,170 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 1:49:08, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8258, loss_cls: 1.6193, loss: 1.6193, grad_norm: 8.9868 2021-07-13 15:40:08,240 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 1:49:01, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.7216, loss: 1.7216, grad_norm: 9.5532 2021-07-13 15:40:18,387 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 1:48:54, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8313, loss_cls: 1.5836, loss: 1.5836, grad_norm: 9.1663 2021-07-13 15:40:28,506 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 1:48:47, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8336, loss_cls: 1.5341, loss: 1.5341, grad_norm: 8.9575 2021-07-13 15:40:38,475 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 1:48:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8109, loss_cls: 1.6468, loss: 1.6468, grad_norm: 9.1334 2021-07-13 15:40:48,409 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 1:48:32, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.6094, loss: 1.6094, grad_norm: 9.4567 2021-07-13 15:40:58,627 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 1:48:25, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8313, loss_cls: 1.5546, loss: 1.5546, grad_norm: 9.0634 2021-07-13 15:41:08,607 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 1:48:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.6553, loss: 1.6553, grad_norm: 9.4359 2021-07-13 15:41:18,713 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 1:48:11, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8164, loss_cls: 1.6492, loss: 1.6492, grad_norm: 9.6894 2021-07-13 15:41:28,671 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 1:48:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8242, loss_cls: 1.5758, loss: 1.5758, grad_norm: 9.1816 2021-07-13 15:41:38,763 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 1:47:57, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8172, loss_cls: 1.6220, loss: 1.6220, grad_norm: 9.2464 2021-07-13 15:41:48,853 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 1:47:49, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8320, loss_cls: 1.5784, loss: 1.5784, grad_norm: 9.3049 2021-07-13 15:41:58,880 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 1:47:42, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7969, loss_cls: 1.7498, loss: 1.7498, grad_norm: 9.4893 2021-07-13 15:42:08,964 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 1:47:35, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8250, loss_cls: 1.5956, loss: 1.5956, grad_norm: 9.2321 2021-07-13 15:42:18,902 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 1:47:28, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8398, loss_cls: 1.5170, loss: 1.5170, grad_norm: 8.9054 2021-07-13 15:42:29,077 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 1:47:21, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8383, loss_cls: 1.5571, loss: 1.5571, grad_norm: 9.0714 2021-07-13 15:42:38,889 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 1:47:13, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8211, loss_cls: 1.5904, loss: 1.5904, grad_norm: 9.2915 2021-07-13 15:42:49,037 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 1:47:06, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8336, loss_cls: 1.5484, loss: 1.5484, grad_norm: 9.4318 2021-07-13 15:42:58,867 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 1:46:59, time: 0.492, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8063, loss_cls: 1.6700, loss: 1.6700, grad_norm: 9.3336 2021-07-13 15:43:08,973 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 1:46:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8328, loss_cls: 1.5348, loss: 1.5348, grad_norm: 8.8652 2021-07-13 15:43:19,097 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 1:46:45, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8172, loss_cls: 1.7273, loss: 1.7273, grad_norm: 9.6155 2021-07-13 15:43:28,885 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 1:46:37, time: 0.489, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8156, loss_cls: 1.6158, loss: 1.6158, grad_norm: 9.2262 2021-07-13 15:43:39,027 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 1:46:30, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8266, loss_cls: 1.5560, loss: 1.5560, grad_norm: 9.0434 2021-07-13 15:43:48,892 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 1:46:23, time: 0.493, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8258, loss_cls: 1.6018, loss: 1.6018, grad_norm: 9.2421 2021-07-13 15:43:59,056 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 1:46:16, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8461, loss_cls: 1.5258, loss: 1.5258, grad_norm: 8.8833 2021-07-13 15:44:08,961 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 1:46:09, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8320, loss_cls: 1.5891, loss: 1.5891, grad_norm: 9.0709 2021-07-13 15:44:11,076 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-07-13 15:45:14,122 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 15:45:14,270 - mmaction - INFO - top1_acc 0.4602 top5_acc 0.7505 2021-07-13 15:45:14,271 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 15:45:14,280 - mmaction - INFO - mean_acc 0.4181 2021-07-13 15:45:14,282 - mmaction - INFO - Epoch(val) [38][181] top1_acc: 0.4602, top5_acc: 0.7505, mean_class_accuracy: 0.4181 2021-07-13 15:45:28,274 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 1:46:00, time: 0.698, data_time: 0.153, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8227, loss_cls: 1.5998, loss: 1.5998, grad_norm: 8.9499 2021-07-13 15:45:38,014 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 1:45:53, time: 0.487, data_time: 0.002, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8391, loss_cls: 1.5217, loss: 1.5217, grad_norm: 8.8200 2021-07-13 15:45:48,185 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 1:45:46, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8258, loss_cls: 1.6271, loss: 1.6271, grad_norm: 9.2786 2021-07-13 15:45:58,165 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 1:45:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8266, loss_cls: 1.5961, loss: 1.5961, grad_norm: 9.0686 2021-07-13 15:46:08,215 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 1:45:31, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8156, loss_cls: 1.6486, loss: 1.6486, grad_norm: 9.4652 2021-07-13 15:46:18,112 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 1:45:24, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8219, loss_cls: 1.6270, loss: 1.6270, grad_norm: 9.4433 2021-07-13 15:46:28,188 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 1:45:17, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8227, loss_cls: 1.6079, loss: 1.6079, grad_norm: 9.3104 2021-07-13 15:46:38,155 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 1:45:09, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5720, loss: 1.5720, grad_norm: 9.2020 2021-07-13 15:46:48,076 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 1:45:02, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.5619, loss: 1.5619, grad_norm: 9.5646 2021-07-13 15:46:58,206 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 1:44:55, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8234, loss_cls: 1.6951, loss: 1.6951, grad_norm: 9.7473 2021-07-13 15:47:08,104 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 1:44:48, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8203, loss_cls: 1.6435, loss: 1.6435, grad_norm: 9.5386 2021-07-13 15:47:18,158 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 1:44:40, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8336, loss_cls: 1.5048, loss: 1.5048, grad_norm: 9.1638 2021-07-13 15:47:28,051 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 1:44:33, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8187, loss_cls: 1.5708, loss: 1.5708, grad_norm: 9.2691 2021-07-13 15:47:38,169 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 1:44:26, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8289, loss_cls: 1.6167, loss: 1.6167, grad_norm: 9.4571 2021-07-13 15:47:48,132 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 1:44:19, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8211, loss_cls: 1.6605, loss: 1.6605, grad_norm: 9.3813 2021-07-13 15:47:58,199 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 1:44:11, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8352, loss_cls: 1.5789, loss: 1.5789, grad_norm: 9.3874 2021-07-13 15:48:08,336 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 1:44:04, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8414, loss_cls: 1.5148, loss: 1.5148, grad_norm: 9.1066 2021-07-13 15:48:18,253 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 1:43:57, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8430, loss_cls: 1.5017, loss: 1.5017, grad_norm: 9.1370 2021-07-13 15:48:28,341 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 1:43:50, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8367, loss_cls: 1.5812, loss: 1.5812, grad_norm: 9.5807 2021-07-13 15:48:38,292 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 1:43:42, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8352, loss_cls: 1.5484, loss: 1.5484, grad_norm: 9.2117 2021-07-13 15:48:46,324 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 1:43:34, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8266, loss_cls: 1.5643, loss: 1.5643, grad_norm: 9.2724 2021-07-13 15:48:54,048 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 1:43:27, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8383, loss_cls: 1.5260, loss: 1.5260, grad_norm: 8.8664 2021-07-13 15:49:01,846 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 1:43:19, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.5153, loss: 1.5153, grad_norm: 9.1215 2021-07-13 15:49:09,743 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 1:43:11, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8328, loss_cls: 1.5970, loss: 1.5970, grad_norm: 9.3666 2021-07-13 15:49:17,393 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 1:43:03, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8203, loss_cls: 1.6351, loss: 1.6351, grad_norm: 9.4854 2021-07-13 15:49:25,366 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 1:42:55, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5893, loss: 1.5893, grad_norm: 9.3939 2021-07-13 15:49:33,161 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 1:42:47, time: 0.389, data_time: 0.002, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8398, loss_cls: 1.5417, loss: 1.5417, grad_norm: 9.2982 2021-07-13 15:49:40,887 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 1:42:39, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.5176, loss: 1.5176, grad_norm: 9.3253 2021-07-13 15:49:48,849 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 1:42:31, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8430, loss_cls: 1.5377, loss: 1.5377, grad_norm: 9.1674 2021-07-13 15:49:56,545 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 1:42:23, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.6044, loss: 1.6044, grad_norm: 9.6185 2021-07-13 15:50:04,512 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 1:42:15, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8305, loss_cls: 1.5294, loss: 1.5294, grad_norm: 9.1317 2021-07-13 15:50:12,515 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 1:42:07, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8172, loss_cls: 1.6313, loss: 1.6313, grad_norm: 9.0999 2021-07-13 15:50:20,281 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 1:41:59, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8297, loss_cls: 1.5816, loss: 1.5816, grad_norm: 9.1282 2021-07-13 15:50:28,059 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 1:41:51, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8086, loss_cls: 1.6672, loss: 1.6672, grad_norm: 9.4767 2021-07-13 15:50:35,675 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 1:41:43, time: 0.382, data_time: 0.003, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8078, loss_cls: 1.6706, loss: 1.6706, grad_norm: 9.4479 2021-07-13 15:50:43,533 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 1:41:35, time: 0.392, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8328, loss_cls: 1.5804, loss: 1.5804, grad_norm: 9.6835 2021-07-13 15:50:51,350 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 1:41:28, time: 0.392, data_time: 0.003, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8227, loss_cls: 1.6564, loss: 1.6564, grad_norm: 9.7343 2021-07-13 15:50:59,358 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 1:41:20, time: 0.401, data_time: 0.007, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8336, loss_cls: 1.5395, loss: 1.5395, grad_norm: 9.3071 2021-07-13 15:51:07,431 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 1:41:12, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8273, loss_cls: 1.5878, loss: 1.5878, grad_norm: 9.2225 2021-07-13 15:51:15,040 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 1:41:04, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8227, loss_cls: 1.6272, loss: 1.6272, grad_norm: 9.5703 2021-07-13 15:51:22,775 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 1:40:56, time: 0.387, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.5334, loss: 1.5334, grad_norm: 9.4048 2021-07-13 15:51:30,784 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 1:40:48, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8398, loss_cls: 1.5426, loss: 1.5426, grad_norm: 9.3193 2021-07-13 15:51:38,584 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 1:40:40, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8250, loss_cls: 1.6369, loss: 1.6369, grad_norm: 9.2543 2021-07-13 15:51:46,394 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 1:40:32, time: 0.391, data_time: 0.004, memory: 7066, top1_acc: 0.5648, top5_acc: 0.7922, loss_cls: 1.7584, loss: 1.7584, grad_norm: 9.7535 2021-07-13 15:51:54,072 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 1:40:24, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8219, loss_cls: 1.6194, loss: 1.6194, grad_norm: 9.2173 2021-07-13 15:52:01,959 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 1:40:16, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8297, loss_cls: 1.6421, loss: 1.6421, grad_norm: 9.5066 2021-07-13 15:52:09,839 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 1:40:08, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8320, loss_cls: 1.5403, loss: 1.5403, grad_norm: 9.2946 2021-07-13 15:52:17,878 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 1:40:00, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8109, loss_cls: 1.6437, loss: 1.6437, grad_norm: 9.5354 2021-07-13 15:52:25,646 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 1:39:52, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8328, loss_cls: 1.5531, loss: 1.5531, grad_norm: 9.5224 2021-07-13 15:52:33,619 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 1:39:45, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8266, loss_cls: 1.6116, loss: 1.6116, grad_norm: 9.4648 2021-07-13 15:52:41,447 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 1:39:37, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8336, loss_cls: 1.5807, loss: 1.5807, grad_norm: 9.3098 2021-07-13 15:52:49,223 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 1:39:29, time: 0.389, data_time: 0.003, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8562, loss_cls: 1.5191, loss: 1.5191, grad_norm: 9.1594 2021-07-13 15:52:57,070 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 1:39:21, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8328, loss_cls: 1.5156, loss: 1.5156, grad_norm: 8.9773 2021-07-13 15:53:04,915 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 1:39:13, time: 0.392, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8266, loss_cls: 1.5571, loss: 1.5571, grad_norm: 9.1128 2021-07-13 15:53:12,824 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 1:39:05, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8242, loss_cls: 1.5983, loss: 1.5983, grad_norm: 9.5024 2021-07-13 15:53:20,512 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 1:38:57, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8258, loss_cls: 1.5902, loss: 1.5902, grad_norm: 9.4531 2021-07-13 15:53:28,822 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 1:38:49, time: 0.416, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8250, loss_cls: 1.5792, loss: 1.5792, grad_norm: 9.5386 2021-07-13 15:53:36,791 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 1:38:41, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8391, loss_cls: 1.5458, loss: 1.5458, grad_norm: 9.1666 2021-07-13 15:53:44,315 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 1:38:33, time: 0.377, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8258, loss_cls: 1.6451, loss: 1.6451, grad_norm: 9.6883 2021-07-13 15:53:52,416 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 1:38:25, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8266, loss_cls: 1.5938, loss: 1.5938, grad_norm: 9.3729 2021-07-13 15:54:00,231 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 1:38:17, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8187, loss_cls: 1.6206, loss: 1.6206, grad_norm: 9.5414 2021-07-13 15:54:08,156 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 1:38:10, time: 0.399, data_time: 0.005, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8094, loss_cls: 1.6599, loss: 1.6599, grad_norm: 9.2457 2021-07-13 15:54:16,177 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 1:38:02, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8258, loss_cls: 1.5622, loss: 1.5622, grad_norm: 9.2017 2021-07-13 15:54:23,986 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 1:37:54, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8336, loss_cls: 1.5760, loss: 1.5760, grad_norm: 9.4067 2021-07-13 15:54:31,695 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 1:37:46, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8344, loss_cls: 1.6218, loss: 1.6218, grad_norm: 9.4932 2021-07-13 15:54:40,054 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 1:37:38, time: 0.419, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6132, loss: 1.6132, grad_norm: 9.3545 2021-07-13 15:54:50,190 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 1:37:31, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8258, loss_cls: 1.5711, loss: 1.5711, grad_norm: 9.2560 2021-07-13 15:54:52,371 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-07-13 15:55:06,618 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 1:37:22, time: 0.697, data_time: 0.200, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8297, loss_cls: 1.5647, loss: 1.5647, grad_norm: 9.2450 2021-07-13 15:55:16,730 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 1:37:15, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8313, loss_cls: 1.5738, loss: 1.5738, grad_norm: 9.4638 2021-07-13 15:55:26,675 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 1:37:07, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8148, loss_cls: 1.6535, loss: 1.6535, grad_norm: 9.4395 2021-07-13 15:55:36,777 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 1:37:00, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8313, loss_cls: 1.5599, loss: 1.5599, grad_norm: 9.3220 2021-07-13 15:55:46,922 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 1:36:53, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8242, loss_cls: 1.6145, loss: 1.6145, grad_norm: 9.4661 2021-07-13 15:55:56,868 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 1:36:45, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8406, loss_cls: 1.5276, loss: 1.5276, grad_norm: 9.5849 2021-07-13 15:56:06,933 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 1:36:38, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8180, loss_cls: 1.6144, loss: 1.6144, grad_norm: 9.4701 2021-07-13 15:56:17,037 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 1:36:31, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8305, loss_cls: 1.6030, loss: 1.6030, grad_norm: 9.5218 2021-07-13 15:56:26,937 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 1:36:24, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8187, loss_cls: 1.6459, loss: 1.6459, grad_norm: 9.5928 2021-07-13 15:56:37,032 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 1:36:16, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8406, loss_cls: 1.5759, loss: 1.5759, grad_norm: 9.2044 2021-07-13 15:56:47,145 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 1:36:09, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8227, loss_cls: 1.5470, loss: 1.5470, grad_norm: 9.3567 2021-07-13 15:56:57,222 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 1:36:02, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8273, loss_cls: 1.5247, loss: 1.5247, grad_norm: 9.2616 2021-07-13 15:57:07,205 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 1:35:54, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8336, loss_cls: 1.5848, loss: 1.5848, grad_norm: 9.4475 2021-07-13 15:57:17,359 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 1:35:47, time: 0.509, data_time: 0.002, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8156, loss_cls: 1.6559, loss: 1.6559, grad_norm: 9.8665 2021-07-13 15:57:27,511 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 1:35:40, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8266, loss_cls: 1.5658, loss: 1.5658, grad_norm: 9.3865 2021-07-13 15:57:37,452 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 1:35:32, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8508, loss_cls: 1.4889, loss: 1.4889, grad_norm: 9.2346 2021-07-13 15:57:47,567 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 1:35:25, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8187, loss_cls: 1.6016, loss: 1.6016, grad_norm: 9.4470 2021-07-13 15:57:57,669 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 1:35:18, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5498, loss: 1.5498, grad_norm: 9.2391 2021-07-13 15:58:07,816 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 1:35:10, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8289, loss_cls: 1.5861, loss: 1.5861, grad_norm: 9.5762 2021-07-13 15:58:17,929 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 1:35:03, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8359, loss_cls: 1.5363, loss: 1.5363, grad_norm: 9.3650 2021-07-13 15:58:27,963 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 1:34:56, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8234, loss_cls: 1.6326, loss: 1.6326, grad_norm: 9.4642 2021-07-13 15:58:37,927 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 1:34:48, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8273, loss_cls: 1.6151, loss: 1.6151, grad_norm: 9.4645 2021-07-13 15:58:47,881 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 1:34:41, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8367, loss_cls: 1.5239, loss: 1.5239, grad_norm: 9.1374 2021-07-13 15:58:57,967 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 1:34:34, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8547, loss_cls: 1.4357, loss: 1.4357, grad_norm: 9.0933 2021-07-13 15:59:08,090 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 1:34:26, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8234, loss_cls: 1.5805, loss: 1.5805, grad_norm: 9.2730 2021-07-13 15:59:18,183 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 1:34:19, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8398, loss_cls: 1.5573, loss: 1.5573, grad_norm: 9.5853 2021-07-13 15:59:28,303 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 1:34:11, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8438, loss_cls: 1.5532, loss: 1.5532, grad_norm: 9.4322 2021-07-13 15:59:38,409 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 1:34:04, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8375, loss_cls: 1.5596, loss: 1.5596, grad_norm: 9.5051 2021-07-13 15:59:48,491 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 1:33:57, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8234, loss_cls: 1.6142, loss: 1.6142, grad_norm: 9.9267 2021-07-13 15:59:58,659 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 1:33:49, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8141, loss_cls: 1.5900, loss: 1.5900, grad_norm: 9.4073 2021-07-13 16:00:08,634 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 1:33:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8211, loss_cls: 1.5623, loss: 1.5623, grad_norm: 9.4036 2021-07-13 16:00:18,764 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 1:33:35, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8148, loss_cls: 1.5881, loss: 1.5881, grad_norm: 9.4795 2021-07-13 16:00:28,769 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 1:33:27, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8258, loss_cls: 1.5941, loss: 1.5941, grad_norm: 9.5125 2021-07-13 16:00:38,931 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 1:33:20, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8187, loss_cls: 1.5943, loss: 1.5943, grad_norm: 9.2075 2021-07-13 16:00:48,949 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 1:33:13, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8414, loss_cls: 1.5257, loss: 1.5257, grad_norm: 9.3211 2021-07-13 16:00:58,865 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 1:33:05, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8477, loss_cls: 1.5554, loss: 1.5554, grad_norm: 9.4961 2021-07-13 16:01:08,965 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 1:32:58, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8281, loss_cls: 1.5815, loss: 1.5815, grad_norm: 9.4199 2021-07-13 16:01:19,090 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 1:32:50, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8727, loss_cls: 1.4584, loss: 1.4584, grad_norm: 9.3479 2021-07-13 16:01:29,262 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 1:32:43, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8289, loss_cls: 1.5192, loss: 1.5192, grad_norm: 9.2282 2021-07-13 16:01:39,433 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 1:32:36, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8242, loss_cls: 1.6547, loss: 1.6547, grad_norm: 10.0098 2021-07-13 16:01:49,356 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 1:32:28, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8234, loss_cls: 1.6049, loss: 1.6049, grad_norm: 9.8076 2021-07-13 16:01:59,373 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 1:32:21, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8438, loss_cls: 1.5095, loss: 1.5095, grad_norm: 9.2353 2021-07-13 16:02:09,506 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 1:32:14, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8156, loss_cls: 1.5983, loss: 1.5983, grad_norm: 9.4919 2021-07-13 16:02:19,615 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 1:32:06, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8219, loss_cls: 1.5992, loss: 1.5992, grad_norm: 9.4805 2021-07-13 16:02:29,725 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 1:31:59, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8258, loss_cls: 1.5909, loss: 1.5909, grad_norm: 9.4196 2021-07-13 16:02:39,828 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 1:31:51, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8469, loss_cls: 1.4683, loss: 1.4683, grad_norm: 9.0935 2021-07-13 16:02:49,895 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 1:31:44, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8313, loss_cls: 1.5374, loss: 1.5374, grad_norm: 9.4257 2021-07-13 16:03:00,034 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 1:31:37, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8305, loss_cls: 1.6214, loss: 1.6214, grad_norm: 9.5873 2021-07-13 16:03:10,144 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 1:31:29, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8195, loss_cls: 1.6211, loss: 1.6211, grad_norm: 9.3369 2021-07-13 16:03:20,266 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 1:31:22, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8336, loss_cls: 1.6220, loss: 1.6220, grad_norm: 9.6885 2021-07-13 16:03:30,151 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 1:31:14, time: 0.494, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8383, loss_cls: 1.5526, loss: 1.5526, grad_norm: 9.5407 2021-07-13 16:03:40,299 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 1:31:07, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8320, loss_cls: 1.5550, loss: 1.5550, grad_norm: 9.4101 2021-07-13 16:03:50,338 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 1:31:00, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8352, loss_cls: 1.5833, loss: 1.5833, grad_norm: 9.4667 2021-07-13 16:04:00,487 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 1:30:52, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8391, loss_cls: 1.6157, loss: 1.6157, grad_norm: 9.8322 2021-07-13 16:04:10,591 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 1:30:45, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8242, loss_cls: 1.5976, loss: 1.5976, grad_norm: 9.4719 2021-07-13 16:04:20,736 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 1:30:37, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8156, loss_cls: 1.6053, loss: 1.6053, grad_norm: 9.9758 2021-07-13 16:04:30,824 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 1:30:30, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8281, loss_cls: 1.6035, loss: 1.6035, grad_norm: 9.5838 2021-07-13 16:04:40,905 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 1:30:23, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8359, loss_cls: 1.6056, loss: 1.6056, grad_norm: 9.6522 2021-07-13 16:04:50,972 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 1:30:15, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8445, loss_cls: 1.5313, loss: 1.5313, grad_norm: 9.3763 2021-07-13 16:05:01,102 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 1:30:08, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8148, loss_cls: 1.6485, loss: 1.6485, grad_norm: 9.7454 2021-07-13 16:05:11,162 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 1:30:00, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8320, loss_cls: 1.6192, loss: 1.6192, grad_norm: 9.5673 2021-07-13 16:05:21,204 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 1:29:53, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8383, loss_cls: 1.5707, loss: 1.5707, grad_norm: 9.7037 2021-07-13 16:05:31,275 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 1:29:46, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8281, loss_cls: 1.5599, loss: 1.5599, grad_norm: 9.6337 2021-07-13 16:05:41,359 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 1:29:38, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8359, loss_cls: 1.5848, loss: 1.5848, grad_norm: 9.5063 2021-07-13 16:05:51,475 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 1:29:31, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8352, loss_cls: 1.5345, loss: 1.5345, grad_norm: 9.4528 2021-07-13 16:06:01,541 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 1:29:23, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8352, loss_cls: 1.5505, loss: 1.5505, grad_norm: 9.2399 2021-07-13 16:06:11,612 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 1:29:16, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8227, loss_cls: 1.6305, loss: 1.6305, grad_norm: 9.7214 2021-07-13 16:06:13,797 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-07-13 16:07:16,204 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 16:07:16,359 - mmaction - INFO - top1_acc 0.4614 top5_acc 0.7554 2021-07-13 16:07:16,359 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 16:07:16,369 - mmaction - INFO - mean_acc 0.4175 2021-07-13 16:07:16,693 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-07-13 16:07:16,694 - mmaction - INFO - Best top1_acc is 0.4614 at 40 epoch. 2021-07-13 16:07:16,702 - mmaction - INFO - Epoch(val) [40][181] top1_acc: 0.4614, top5_acc: 0.7554, mean_class_accuracy: 0.4175 2021-07-13 16:07:30,301 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 1:29:07, time: 0.679, data_time: 0.185, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8414, loss_cls: 1.4957, loss: 1.4957, grad_norm: 9.1547 2021-07-13 16:07:40,415 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 1:28:59, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.4957, loss: 1.4957, grad_norm: 8.9846 2021-07-13 16:07:50,537 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 1:28:52, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8242, loss_cls: 1.6002, loss: 1.6002, grad_norm: 9.4826 2021-07-13 16:08:00,640 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 1:28:45, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4884, loss: 1.4884, grad_norm: 9.1733 2021-07-13 16:08:10,714 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 1:28:37, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4731, loss: 1.4731, grad_norm: 9.2417 2021-07-13 16:08:20,819 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 1:28:30, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8406, loss_cls: 1.5140, loss: 1.5140, grad_norm: 9.3421 2021-07-13 16:08:30,941 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:28:22, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.4466, loss: 1.4466, grad_norm: 8.9463 2021-07-13 16:08:41,096 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:28:15, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5232, loss: 1.5232, grad_norm: 9.6020 2021-07-13 16:08:51,137 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:28:07, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8555, loss_cls: 1.4787, loss: 1.4787, grad_norm: 9.5480 2021-07-13 16:09:01,100 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:28:00, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8320, loss_cls: 1.5471, loss: 1.5471, grad_norm: 9.3896 2021-07-13 16:09:11,202 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:27:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8328, loss_cls: 1.5424, loss: 1.5424, grad_norm: 9.5926 2021-07-13 16:09:21,164 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:27:45, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8250, loss_cls: 1.5260, loss: 1.5260, grad_norm: 9.3511 2021-07-13 16:09:31,325 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:27:37, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8328, loss_cls: 1.5265, loss: 1.5265, grad_norm: 9.5026 2021-07-13 16:09:41,276 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:27:30, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8375, loss_cls: 1.5085, loss: 1.5085, grad_norm: 9.4767 2021-07-13 16:09:51,351 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:27:22, time: 0.505, data_time: 0.002, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.5672, loss: 1.5672, grad_norm: 9.7057 2021-07-13 16:10:01,416 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:27:15, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8547, loss_cls: 1.4727, loss: 1.4727, grad_norm: 9.2582 2021-07-13 16:10:10,701 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:27:07, time: 0.464, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8453, loss_cls: 1.5051, loss: 1.5051, grad_norm: 9.4848 2021-07-13 16:10:18,651 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:26:59, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8219, loss_cls: 1.6175, loss: 1.6175, grad_norm: 9.8051 2021-07-13 16:10:26,484 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:26:51, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8313, loss_cls: 1.4924, loss: 1.4924, grad_norm: 9.2090 2021-07-13 16:10:34,151 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:26:43, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8461, loss_cls: 1.4396, loss: 1.4396, grad_norm: 9.1206 2021-07-13 16:10:42,058 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:26:35, time: 0.394, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8359, loss_cls: 1.5732, loss: 1.5732, grad_norm: 9.5781 2021-07-13 16:10:49,787 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:26:27, time: 0.388, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8461, loss_cls: 1.5227, loss: 1.5227, grad_norm: 9.4537 2021-07-13 16:10:57,714 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:26:19, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8398, loss_cls: 1.5088, loss: 1.5088, grad_norm: 9.3240 2021-07-13 16:11:05,542 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:26:11, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8227, loss_cls: 1.6010, loss: 1.6010, grad_norm: 9.7545 2021-07-13 16:11:13,267 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:26:03, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8320, loss_cls: 1.5596, loss: 1.5596, grad_norm: 9.4935 2021-07-13 16:11:21,174 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:25:55, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8500, loss_cls: 1.4634, loss: 1.4634, grad_norm: 9.2494 2021-07-13 16:11:28,986 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:25:47, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8328, loss_cls: 1.5030, loss: 1.5030, grad_norm: 9.2881 2021-07-13 16:11:36,958 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:25:39, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8445, loss_cls: 1.4633, loss: 1.4633, grad_norm: 9.1187 2021-07-13 16:11:44,971 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:25:31, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8250, loss_cls: 1.5081, loss: 1.5081, grad_norm: 9.1129 2021-07-13 16:11:52,868 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:25:23, time: 0.395, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8398, loss_cls: 1.5179, loss: 1.5179, grad_norm: 9.7185 2021-07-13 16:12:00,739 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:25:15, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8297, loss_cls: 1.5580, loss: 1.5580, grad_norm: 9.4634 2021-07-13 16:12:08,431 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:25:07, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8453, loss_cls: 1.4500, loss: 1.4500, grad_norm: 9.2483 2021-07-13 16:12:16,282 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:24:59, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8414, loss_cls: 1.4732, loss: 1.4732, grad_norm: 9.2959 2021-07-13 16:12:24,250 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:24:51, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4571, loss: 1.4571, grad_norm: 9.4045 2021-07-13 16:12:32,144 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:24:43, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8414, loss_cls: 1.4816, loss: 1.4816, grad_norm: 9.3711 2021-07-13 16:12:39,974 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:24:35, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8328, loss_cls: 1.5063, loss: 1.5063, grad_norm: 9.1799 2021-07-13 16:12:47,893 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:24:27, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8477, loss_cls: 1.4680, loss: 1.4680, grad_norm: 9.2447 2021-07-13 16:12:55,614 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:24:19, time: 0.384, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8383, loss_cls: 1.4979, loss: 1.4979, grad_norm: 9.3667 2021-07-13 16:13:03,348 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:24:11, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8398, loss_cls: 1.5374, loss: 1.5374, grad_norm: 9.7953 2021-07-13 16:13:11,399 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:24:03, time: 0.403, data_time: 0.002, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8297, loss_cls: 1.5543, loss: 1.5543, grad_norm: 9.8587 2021-07-13 16:13:19,151 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:23:55, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8516, loss_cls: 1.4451, loss: 1.4451, grad_norm: 9.1329 2021-07-13 16:13:26,782 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:23:47, time: 0.382, data_time: 0.002, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.5097, loss: 1.5097, grad_norm: 9.5992 2021-07-13 16:13:34,634 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:23:39, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4200, loss: 1.4200, grad_norm: 9.2689 2021-07-13 16:13:42,655 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:23:31, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4608, loss: 1.4608, grad_norm: 9.3371 2021-07-13 16:13:50,505 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:23:23, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8156, loss_cls: 1.5779, loss: 1.5779, grad_norm: 9.7154 2021-07-13 16:13:58,231 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:23:15, time: 0.386, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8266, loss_cls: 1.5674, loss: 1.5674, grad_norm: 9.8522 2021-07-13 16:14:06,109 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:23:07, time: 0.393, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8406, loss_cls: 1.4627, loss: 1.4627, grad_norm: 9.3206 2021-07-13 16:14:14,039 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:22:59, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8500, loss_cls: 1.4831, loss: 1.4831, grad_norm: 9.2084 2021-07-13 16:14:21,937 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:22:51, time: 0.397, data_time: 0.005, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8453, loss_cls: 1.4427, loss: 1.4427, grad_norm: 9.1726 2021-07-13 16:14:29,967 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:22:43, time: 0.397, data_time: 0.002, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8398, loss_cls: 1.5123, loss: 1.5123, grad_norm: 9.4511 2021-07-13 16:14:38,014 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:22:35, time: 0.407, data_time: 0.010, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8453, loss_cls: 1.5022, loss: 1.5022, grad_norm: 9.4940 2021-07-13 16:14:46,026 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:22:27, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8406, loss_cls: 1.5059, loss: 1.5059, grad_norm: 9.4251 2021-07-13 16:14:54,179 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:22:19, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8297, loss_cls: 1.5281, loss: 1.5281, grad_norm: 9.5651 2021-07-13 16:15:01,920 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:22:11, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8320, loss_cls: 1.4660, loss: 1.4660, grad_norm: 9.2455 2021-07-13 16:15:09,769 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:22:03, time: 0.393, data_time: 0.002, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8375, loss_cls: 1.4558, loss: 1.4558, grad_norm: 9.1137 2021-07-13 16:15:17,748 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:21:55, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8242, loss_cls: 1.5131, loss: 1.5131, grad_norm: 9.3893 2021-07-13 16:15:25,795 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:21:47, time: 0.403, data_time: 0.002, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8375, loss_cls: 1.5388, loss: 1.5388, grad_norm: 9.6076 2021-07-13 16:15:33,966 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:21:40, time: 0.409, data_time: 0.002, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5452, loss: 1.5452, grad_norm: 9.5488 2021-07-13 16:15:41,785 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:21:32, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4481, loss: 1.4481, grad_norm: 9.3917 2021-07-13 16:15:49,663 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:21:24, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8344, loss_cls: 1.4968, loss: 1.4968, grad_norm: 9.5980 2021-07-13 16:15:57,829 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:21:16, time: 0.408, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8484, loss_cls: 1.4945, loss: 1.4945, grad_norm: 9.7259 2021-07-13 16:16:06,146 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:21:08, time: 0.415, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8391, loss_cls: 1.5043, loss: 1.5043, grad_norm: 9.4644 2021-07-13 16:16:16,228 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:21:00, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8453, loss_cls: 1.4477, loss: 1.4477, grad_norm: 9.7332 2021-07-13 16:16:26,316 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:20:53, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8258, loss_cls: 1.5121, loss: 1.5121, grad_norm: 9.5305 2021-07-13 16:16:36,418 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:20:45, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.4573, loss: 1.4573, grad_norm: 9.4573 2021-07-13 16:16:46,299 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:20:38, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8367, loss_cls: 1.4795, loss: 1.4795, grad_norm: 9.2696 2021-07-13 16:16:56,409 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:20:30, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8313, loss_cls: 1.4741, loss: 1.4741, grad_norm: 9.6299 2021-07-13 16:16:58,576 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-07-13 16:17:13,071 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:20:21, time: 0.709, data_time: 0.193, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8367, loss_cls: 1.5054, loss: 1.5054, grad_norm: 9.3209 2021-07-13 16:17:23,175 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:20:14, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8477, loss_cls: 1.4509, loss: 1.4509, grad_norm: 9.1935 2021-07-13 16:17:33,107 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:20:06, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8531, loss_cls: 1.4044, loss: 1.4044, grad_norm: 9.0865 2021-07-13 16:17:43,173 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:19:58, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8523, loss_cls: 1.4487, loss: 1.4487, grad_norm: 9.2624 2021-07-13 16:17:53,263 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:19:51, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8359, loss_cls: 1.5146, loss: 1.5146, grad_norm: 9.4743 2021-07-13 16:18:03,386 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:19:43, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8461, loss_cls: 1.4612, loss: 1.4612, grad_norm: 9.4823 2021-07-13 16:18:13,506 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:19:36, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8258, loss_cls: 1.6013, loss: 1.6013, grad_norm: 9.6877 2021-07-13 16:18:23,583 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:19:28, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8227, loss_cls: 1.5877, loss: 1.5877, grad_norm: 9.6052 2021-07-13 16:18:33,671 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:19:21, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.4101, loss: 1.4101, grad_norm: 9.2305 2021-07-13 16:18:43,782 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:19:13, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8219, loss_cls: 1.5869, loss: 1.5869, grad_norm: 9.7978 2021-07-13 16:18:53,943 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:19:06, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8414, loss_cls: 1.5079, loss: 1.5079, grad_norm: 9.4613 2021-07-13 16:19:04,011 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:18:58, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8406, loss_cls: 1.4711, loss: 1.4711, grad_norm: 9.2037 2021-07-13 16:19:13,887 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:18:51, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8375, loss_cls: 1.4694, loss: 1.4694, grad_norm: 9.5587 2021-07-13 16:19:23,957 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:18:43, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8367, loss_cls: 1.4871, loss: 1.4871, grad_norm: 9.4283 2021-07-13 16:19:34,055 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:18:36, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8633, loss_cls: 1.3743, loss: 1.3743, grad_norm: 9.1365 2021-07-13 16:19:44,118 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:18:28, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8562, loss_cls: 1.4377, loss: 1.4377, grad_norm: 9.5058 2021-07-13 16:19:54,271 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:18:21, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4227, loss: 1.4227, grad_norm: 9.3912 2021-07-13 16:20:04,354 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:18:13, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8539, loss_cls: 1.4190, loss: 1.4190, grad_norm: 9.4234 2021-07-13 16:20:14,488 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:18:05, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8406, loss_cls: 1.4786, loss: 1.4786, grad_norm: 9.4433 2021-07-13 16:20:24,585 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:17:58, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8367, loss_cls: 1.5346, loss: 1.5346, grad_norm: 9.7176 2021-07-13 16:20:34,655 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:17:50, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8258, loss_cls: 1.5420, loss: 1.5420, grad_norm: 9.5015 2021-07-13 16:20:44,674 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:17:43, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8594, loss_cls: 1.4339, loss: 1.4339, grad_norm: 9.3590 2021-07-13 16:20:54,635 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:17:35, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8531, loss_cls: 1.4209, loss: 1.4209, grad_norm: 9.3094 2021-07-13 16:21:04,758 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:17:28, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5700, loss: 1.5700, grad_norm: 9.7820 2021-07-13 16:21:14,852 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:17:20, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8391, loss_cls: 1.5356, loss: 1.5356, grad_norm: 9.6148 2021-07-13 16:21:24,963 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:17:12, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4544, loss: 1.4544, grad_norm: 8.9852 2021-07-13 16:21:35,055 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:17:05, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8297, loss_cls: 1.5218, loss: 1.5218, grad_norm: 9.6567 2021-07-13 16:21:45,230 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:16:57, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.4749, loss: 1.4749, grad_norm: 9.1553 2021-07-13 16:21:55,386 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:16:50, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.4914, loss: 1.4914, grad_norm: 9.6765 2021-07-13 16:22:05,461 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:16:42, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8344, loss_cls: 1.5069, loss: 1.5069, grad_norm: 9.8677 2021-07-13 16:22:15,597 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:16:35, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8320, loss_cls: 1.5071, loss: 1.5071, grad_norm: 9.3813 2021-07-13 16:22:25,689 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:16:27, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8414, loss_cls: 1.5153, loss: 1.5153, grad_norm: 9.5916 2021-07-13 16:22:35,750 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:16:20, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8711, loss_cls: 1.4048, loss: 1.4048, grad_norm: 9.4675 2021-07-13 16:22:45,834 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:16:12, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8422, loss_cls: 1.5154, loss: 1.5154, grad_norm: 9.3919 2021-07-13 16:22:55,918 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:16:04, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8484, loss_cls: 1.4699, loss: 1.4699, grad_norm: 9.6300 2021-07-13 16:23:06,009 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:15:57, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4519, loss: 1.4519, grad_norm: 9.1411 2021-07-13 16:23:16,138 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:15:49, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.4758, loss: 1.4758, grad_norm: 9.6618 2021-07-13 16:23:26,258 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:15:42, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8570, loss_cls: 1.4259, loss: 1.4259, grad_norm: 9.1519 2021-07-13 16:23:36,210 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:15:34, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8219, loss_cls: 1.5165, loss: 1.5165, grad_norm: 9.6130 2021-07-13 16:23:46,257 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:15:26, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8203, loss_cls: 1.5562, loss: 1.5562, grad_norm: 9.4630 2021-07-13 16:23:56,150 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:15:19, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8531, loss_cls: 1.5024, loss: 1.5024, grad_norm: 9.3171 2021-07-13 16:24:06,267 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:15:11, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8281, loss_cls: 1.5451, loss: 1.5451, grad_norm: 9.5600 2021-07-13 16:24:16,329 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:15:04, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4005, loss: 1.4005, grad_norm: 9.2002 2021-07-13 16:24:26,242 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:14:56, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8453, loss_cls: 1.4887, loss: 1.4887, grad_norm: 9.5957 2021-07-13 16:24:36,311 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:14:48, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.4284, loss: 1.4284, grad_norm: 9.4981 2021-07-13 16:24:46,223 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:14:41, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8445, loss_cls: 1.4453, loss: 1.4453, grad_norm: 9.2447 2021-07-13 16:24:56,351 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:14:33, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8641, loss_cls: 1.4275, loss: 1.4275, grad_norm: 9.5357 2021-07-13 16:25:06,338 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:14:26, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8461, loss_cls: 1.4464, loss: 1.4464, grad_norm: 9.2350 2021-07-13 16:25:16,395 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:14:18, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8547, loss_cls: 1.4556, loss: 1.4556, grad_norm: 9.2466 2021-07-13 16:25:26,350 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:14:10, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8383, loss_cls: 1.4909, loss: 1.4909, grad_norm: 9.5667 2021-07-13 16:25:36,402 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:14:03, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8516, loss_cls: 1.4303, loss: 1.4303, grad_norm: 9.3588 2021-07-13 16:25:46,406 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:13:55, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8555, loss_cls: 1.4538, loss: 1.4538, grad_norm: 9.5348 2021-07-13 16:25:56,368 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:13:47, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.3829, loss: 1.3829, grad_norm: 9.3551 2021-07-13 16:26:06,404 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:13:40, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8242, loss_cls: 1.5223, loss: 1.5223, grad_norm: 9.5824 2021-07-13 16:26:16,339 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:13:32, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8500, loss_cls: 1.4344, loss: 1.4344, grad_norm: 9.3567 2021-07-13 16:26:26,440 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:13:25, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8406, loss_cls: 1.4369, loss: 1.4369, grad_norm: 9.1524 2021-07-13 16:26:36,399 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:13:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3767, loss: 1.3767, grad_norm: 9.2190 2021-07-13 16:26:46,497 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:13:09, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8352, loss_cls: 1.4594, loss: 1.4594, grad_norm: 9.5967 2021-07-13 16:26:56,416 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:13:02, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8469, loss_cls: 1.4241, loss: 1.4241, grad_norm: 9.3634 2021-07-13 16:27:06,518 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:12:54, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8516, loss_cls: 1.4362, loss: 1.4362, grad_norm: 9.5213 2021-07-13 16:27:16,617 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:12:46, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5121, loss: 1.5121, grad_norm: 9.8515 2021-07-13 16:27:26,536 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:12:39, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8508, loss_cls: 1.4374, loss: 1.4374, grad_norm: 9.4357 2021-07-13 16:27:36,655 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:12:31, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8359, loss_cls: 1.4712, loss: 1.4712, grad_norm: 9.6725 2021-07-13 16:27:46,539 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:12:23, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8555, loss_cls: 1.3871, loss: 1.3871, grad_norm: 9.0512 2021-07-13 16:27:56,680 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:12:16, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8289, loss_cls: 1.5407, loss: 1.5407, grad_norm: 9.8081 2021-07-13 16:28:06,603 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:12:08, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8492, loss_cls: 1.4535, loss: 1.4535, grad_norm: 9.6833 2021-07-13 16:28:16,723 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:12:01, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8516, loss_cls: 1.4642, loss: 1.4642, grad_norm: 9.8279 2021-07-13 16:28:18,867 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-07-13 16:29:21,475 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 16:29:21,629 - mmaction - INFO - top1_acc 0.4708 top5_acc 0.7679 2021-07-13 16:29:21,629 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 16:29:21,640 - mmaction - INFO - mean_acc 0.4238 2021-07-13 16:29:21,956 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-07-13 16:29:21,956 - mmaction - INFO - Best top1_acc is 0.4708 at 42 epoch. 2021-07-13 16:29:21,964 - mmaction - INFO - Epoch(val) [42][181] top1_acc: 0.4708, top5_acc: 0.7679, mean_class_accuracy: 0.4238 2021-07-13 16:29:35,550 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:11:51, time: 0.679, data_time: 0.167, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8492, loss_cls: 1.4655, loss: 1.4655, grad_norm: 9.4752 2021-07-13 16:29:45,602 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:11:44, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8547, loss_cls: 1.4338, loss: 1.4338, grad_norm: 9.4460 2021-07-13 16:29:55,628 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:11:36, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8344, loss_cls: 1.5751, loss: 1.5751, grad_norm: 10.0590 2021-07-13 16:30:05,743 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:11:28, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8477, loss_cls: 1.4464, loss: 1.4464, grad_norm: 9.5920 2021-07-13 16:30:15,695 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:11:21, time: 0.498, data_time: 0.002, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8484, loss_cls: 1.5012, loss: 1.5012, grad_norm: 9.7703 2021-07-13 16:30:25,774 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:11:13, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8445, loss_cls: 1.5108, loss: 1.5108, grad_norm: 9.5287 2021-07-13 16:30:35,654 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:11:05, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.4370, loss: 1.4370, grad_norm: 9.4922 2021-07-13 16:30:45,756 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:10:58, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8477, loss_cls: 1.4285, loss: 1.4285, grad_norm: 8.9900 2021-07-13 16:30:55,649 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:10:50, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8391, loss_cls: 1.5033, loss: 1.5033, grad_norm: 9.5942 2021-07-13 16:31:05,739 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:10:42, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8258, loss_cls: 1.5034, loss: 1.5034, grad_norm: 9.7959 2021-07-13 16:31:15,815 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:10:35, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8273, loss_cls: 1.5131, loss: 1.5131, grad_norm: 9.5664 2021-07-13 16:31:25,783 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:10:27, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8812, loss_cls: 1.3105, loss: 1.3105, grad_norm: 8.9920 2021-07-13 16:31:35,371 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:10:19, time: 0.478, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8602, loss_cls: 1.3909, loss: 1.3909, grad_norm: 9.5006 2021-07-13 16:31:43,267 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:10:11, time: 0.396, data_time: 0.002, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8305, loss_cls: 1.5145, loss: 1.5145, grad_norm: 9.4078 2021-07-13 16:31:50,925 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:10:03, time: 0.383, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.4732, loss: 1.4732, grad_norm: 9.4488 2021-07-13 16:31:58,919 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:09:55, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8406, loss_cls: 1.4992, loss: 1.4992, grad_norm: 9.6545 2021-07-13 16:32:06,883 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:09:47, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8422, loss_cls: 1.4610, loss: 1.4610, grad_norm: 9.5671 2021-07-13 16:32:14,776 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:09:39, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8367, loss_cls: 1.5339, loss: 1.5339, grad_norm: 9.4629 2021-07-13 16:32:22,638 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:09:31, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8320, loss_cls: 1.5231, loss: 1.5231, grad_norm: 9.8004 2021-07-13 16:32:30,671 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:09:23, time: 0.402, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8375, loss_cls: 1.5445, loss: 1.5445, grad_norm: 9.7615 2021-07-13 16:32:38,485 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:09:15, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.4102, loss: 1.4102, grad_norm: 9.4543 2021-07-13 16:32:46,190 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:09:07, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8484, loss_cls: 1.4581, loss: 1.4581, grad_norm: 9.1497 2021-07-13 16:32:54,058 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:08:58, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8516, loss_cls: 1.4431, loss: 1.4431, grad_norm: 9.4833 2021-07-13 16:33:01,802 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:08:50, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8320, loss_cls: 1.5112, loss: 1.5112, grad_norm: 9.7506 2021-07-13 16:33:09,761 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:08:42, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8367, loss_cls: 1.5432, loss: 1.5432, grad_norm: 9.8232 2021-07-13 16:33:17,552 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:08:34, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8406, loss_cls: 1.4810, loss: 1.4810, grad_norm: 9.7674 2021-07-13 16:33:25,737 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:08:26, time: 0.410, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8594, loss_cls: 1.3834, loss: 1.3834, grad_norm: 9.4061 2021-07-13 16:33:33,563 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:08:18, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.5222, loss: 1.5222, grad_norm: 9.9185 2021-07-13 16:33:41,396 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:08:10, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.4065, loss: 1.4065, grad_norm: 9.1952 2021-07-13 16:33:49,468 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:08:02, time: 0.404, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4699, loss: 1.4699, grad_norm: 9.8159 2021-07-13 16:33:57,329 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:07:54, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8484, loss_cls: 1.3998, loss: 1.3998, grad_norm: 9.3475 2021-07-13 16:34:05,160 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:07:46, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8594, loss_cls: 1.3899, loss: 1.3899, grad_norm: 9.2709 2021-07-13 16:34:12,679 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:07:38, time: 0.377, data_time: 0.003, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8352, loss_cls: 1.5069, loss: 1.5069, grad_norm: 9.6127 2021-07-13 16:34:20,713 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:07:30, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8445, loss_cls: 1.4631, loss: 1.4631, grad_norm: 9.5628 2021-07-13 16:34:28,623 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:07:22, time: 0.389, data_time: 0.003, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8438, loss_cls: 1.4912, loss: 1.4912, grad_norm: 9.7044 2021-07-13 16:34:36,670 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:07:14, time: 0.410, data_time: 0.009, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8469, loss_cls: 1.4463, loss: 1.4463, grad_norm: 9.5017 2021-07-13 16:34:44,412 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:07:06, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.3899, loss: 1.3899, grad_norm: 9.4857 2021-07-13 16:34:52,451 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:06:58, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8477, loss_cls: 1.4505, loss: 1.4505, grad_norm: 9.4967 2021-07-13 16:35:00,359 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:06:49, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8430, loss_cls: 1.4747, loss: 1.4747, grad_norm: 9.6366 2021-07-13 16:35:08,346 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:06:41, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.4010, loss: 1.4010, grad_norm: 9.4259 2021-07-13 16:35:16,254 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:06:33, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4490, loss: 1.4490, grad_norm: 9.3976 2021-07-13 16:35:24,064 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:06:25, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8195, loss_cls: 1.5769, loss: 1.5769, grad_norm: 9.9050 2021-07-13 16:35:31,967 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:06:17, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8406, loss_cls: 1.4525, loss: 1.4525, grad_norm: 9.2794 2021-07-13 16:35:39,915 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:06:09, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8633, loss_cls: 1.4024, loss: 1.4024, grad_norm: 9.4325 2021-07-13 16:35:47,698 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:06:01, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8375, loss_cls: 1.4610, loss: 1.4610, grad_norm: 9.5318 2021-07-13 16:35:55,679 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:05:53, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.4421, loss: 1.4421, grad_norm: 9.6832 2021-07-13 16:36:03,309 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:05:45, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8289, loss_cls: 1.5473, loss: 1.5473, grad_norm: 9.6726 2021-07-13 16:36:11,415 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:05:37, time: 0.405, data_time: 0.003, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8430, loss_cls: 1.4615, loss: 1.4615, grad_norm: 9.4671 2021-07-13 16:36:19,158 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:05:29, time: 0.387, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.4044, loss: 1.4044, grad_norm: 9.4819 2021-07-13 16:36:27,134 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:05:21, time: 0.398, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8461, loss_cls: 1.4359, loss: 1.4359, grad_norm: 9.5651 2021-07-13 16:36:35,094 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:05:13, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.3916, loss: 1.3916, grad_norm: 9.3159 2021-07-13 16:36:42,881 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:05:05, time: 0.390, data_time: 0.003, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8430, loss_cls: 1.4535, loss: 1.4535, grad_norm: 9.3894 2021-07-13 16:36:50,700 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:04:57, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8195, loss_cls: 1.5918, loss: 1.5918, grad_norm: 10.0766 2021-07-13 16:36:58,733 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:04:49, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8562, loss_cls: 1.4344, loss: 1.4344, grad_norm: 9.6443 2021-07-13 16:37:06,530 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:04:41, time: 0.391, data_time: 0.002, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8453, loss_cls: 1.4711, loss: 1.4711, grad_norm: 9.7058 2021-07-13 16:37:14,255 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:04:32, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8344, loss_cls: 1.4803, loss: 1.4803, grad_norm: 9.6072 2021-07-13 16:37:21,664 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:04:24, time: 0.371, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.4540, loss: 1.4540, grad_norm: 9.6194 2021-07-13 16:37:31,497 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:04:17, time: 0.493, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8523, loss_cls: 1.3884, loss: 1.3884, grad_norm: 9.1916 2021-07-13 16:37:41,407 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:04:09, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8477, loss_cls: 1.4951, loss: 1.4951, grad_norm: 9.9380 2021-07-13 16:37:51,518 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:04:01, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8516, loss_cls: 1.3997, loss: 1.3997, grad_norm: 9.4137 2021-07-13 16:38:01,411 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:03:53, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8391, loss_cls: 1.5010, loss: 1.5010, grad_norm: 9.6901 2021-07-13 16:38:11,538 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:03:46, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8438, loss_cls: 1.4465, loss: 1.4465, grad_norm: 9.6453 2021-07-13 16:38:21,456 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:03:38, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8375, loss_cls: 1.5138, loss: 1.5138, grad_norm: 9.7514 2021-07-13 16:38:31,535 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:03:30, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8609, loss_cls: 1.4211, loss: 1.4211, grad_norm: 9.5799 2021-07-13 16:38:41,486 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:03:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.3992, loss: 1.3992, grad_norm: 9.2792 2021-07-13 16:38:51,620 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:03:15, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8477, loss_cls: 1.4599, loss: 1.4599, grad_norm: 9.6198 2021-07-13 16:39:01,747 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:03:07, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8672, loss_cls: 1.4100, loss: 1.4100, grad_norm: 9.5121 2021-07-13 16:39:03,810 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-07-13 16:39:18,605 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:02:58, time: 0.723, data_time: 0.191, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8414, loss_cls: 1.5316, loss: 1.5316, grad_norm: 10.0126 2021-07-13 16:39:28,508 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:02:50, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8406, loss_cls: 1.5201, loss: 1.5201, grad_norm: 9.7869 2021-07-13 16:39:38,595 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:02:42, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4752, loss: 1.4752, grad_norm: 9.5150 2021-07-13 16:39:48,508 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:02:35, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8531, loss_cls: 1.4253, loss: 1.4253, grad_norm: 9.4941 2021-07-13 16:39:58,627 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:02:27, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8297, loss_cls: 1.5190, loss: 1.5190, grad_norm: 9.6328 2021-07-13 16:40:08,554 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:02:19, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4691, loss: 1.4691, grad_norm: 9.6207 2021-07-13 16:40:18,672 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:02:11, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8484, loss_cls: 1.4721, loss: 1.4721, grad_norm: 9.5888 2021-07-13 16:40:28,693 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:02:04, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.4947, loss: 1.4947, grad_norm: 9.5243 2021-07-13 16:40:38,693 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:01:56, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8586, loss_cls: 1.4406, loss: 1.4406, grad_norm: 9.7189 2021-07-13 16:40:48,760 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:01:48, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8539, loss_cls: 1.4585, loss: 1.4585, grad_norm: 9.5388 2021-07-13 16:40:58,689 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:01:41, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8352, loss_cls: 1.4905, loss: 1.4905, grad_norm: 9.6041 2021-07-13 16:41:08,781 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:01:33, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8430, loss_cls: 1.4760, loss: 1.4760, grad_norm: 9.5322 2021-07-13 16:41:18,704 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:01:25, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8539, loss_cls: 1.4117, loss: 1.4117, grad_norm: 9.3790 2021-07-13 16:41:28,820 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:01:17, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8555, loss_cls: 1.3908, loss: 1.3908, grad_norm: 9.4036 2021-07-13 16:41:38,727 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:01:10, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8602, loss_cls: 1.4176, loss: 1.4176, grad_norm: 9.4528 2021-07-13 16:41:48,796 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:01:02, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8281, loss_cls: 1.5379, loss: 1.5379, grad_norm: 9.6896 2021-07-13 16:41:58,911 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:00:54, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.4703, loss: 1.4703, grad_norm: 9.6575 2021-07-13 16:42:08,839 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:00:46, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8602, loss_cls: 1.3386, loss: 1.3386, grad_norm: 9.3291 2021-07-13 16:42:18,983 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:00:39, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8305, loss_cls: 1.5703, loss: 1.5703, grad_norm: 10.3030 2021-07-13 16:42:28,889 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:00:31, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.4166, loss: 1.4166, grad_norm: 9.1892 2021-07-13 16:42:38,911 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:00:23, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8406, loss_cls: 1.4914, loss: 1.4914, grad_norm: 9.8140 2021-07-13 16:42:48,877 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:00:15, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8570, loss_cls: 1.3677, loss: 1.3677, grad_norm: 9.8073 2021-07-13 16:42:59,052 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:00:08, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8438, loss_cls: 1.5133, loss: 1.5133, grad_norm: 9.9000 2021-07-13 16:43:08,998 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:00:00, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8461, loss_cls: 1.4255, loss: 1.4255, grad_norm: 9.6167 2021-07-13 16:43:19,089 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 0:59:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8562, loss_cls: 1.4323, loss: 1.4323, grad_norm: 9.4701 2021-07-13 16:43:29,158 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 0:59:44, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8523, loss_cls: 1.4658, loss: 1.4658, grad_norm: 9.8259 2021-07-13 16:43:39,076 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 0:59:37, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 1.3842, loss: 1.3842, grad_norm: 9.5967 2021-07-13 16:43:49,227 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 0:59:29, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8352, loss_cls: 1.4717, loss: 1.4717, grad_norm: 9.8097 2021-07-13 16:43:59,145 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 0:59:21, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8445, loss_cls: 1.4799, loss: 1.4799, grad_norm: 9.6437 2021-07-13 16:44:09,104 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 0:59:13, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8359, loss_cls: 1.4367, loss: 1.4367, grad_norm: 9.3729 2021-07-13 16:44:19,064 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 0:59:05, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.5002, loss: 1.5002, grad_norm: 9.7452 2021-07-13 16:44:29,178 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 0:58:58, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.4644, loss: 1.4644, grad_norm: 9.6323 2021-07-13 16:44:39,081 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 0:58:50, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8398, loss_cls: 1.5077, loss: 1.5077, grad_norm: 9.7829 2021-07-13 16:44:49,116 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 0:58:42, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8555, loss_cls: 1.4196, loss: 1.4196, grad_norm: 9.4784 2021-07-13 16:44:59,224 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 0:58:34, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4632, loss: 1.4632, grad_norm: 9.4558 2021-07-13 16:45:09,158 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 0:58:27, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8344, loss_cls: 1.5346, loss: 1.5346, grad_norm: 9.8777 2021-07-13 16:45:19,306 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 0:58:19, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8391, loss_cls: 1.4659, loss: 1.4659, grad_norm: 9.7818 2021-07-13 16:45:29,234 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 0:58:11, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8641, loss_cls: 1.3607, loss: 1.3607, grad_norm: 9.5089 2021-07-13 16:45:39,312 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 0:58:03, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.4807, loss: 1.4807, grad_norm: 9.6703 2021-07-13 16:45:49,307 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 0:57:55, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8508, loss_cls: 1.4653, loss: 1.4653, grad_norm: 9.7108 2021-07-13 16:45:59,422 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 0:57:48, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8594, loss_cls: 1.3859, loss: 1.3859, grad_norm: 9.4429 2021-07-13 16:46:09,323 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 0:57:40, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8453, loss_cls: 1.4550, loss: 1.4550, grad_norm: 9.8815 2021-07-13 16:46:19,403 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 0:57:32, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8531, loss_cls: 1.4606, loss: 1.4606, grad_norm: 9.5440 2021-07-13 16:46:29,473 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 0:57:24, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8547, loss_cls: 1.4310, loss: 1.4310, grad_norm: 9.5002 2021-07-13 16:46:39,396 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 0:57:17, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8391, loss_cls: 1.4454, loss: 1.4454, grad_norm: 9.5037 2021-07-13 16:46:49,533 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 0:57:09, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.4154, loss: 1.4154, grad_norm: 9.5472 2021-07-13 16:46:59,451 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 0:57:01, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.3575, loss: 1.3575, grad_norm: 9.3882 2021-07-13 16:47:09,552 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 0:56:53, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4205, loss: 1.4205, grad_norm: 9.5245 2021-07-13 16:47:19,488 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 0:56:45, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5274, loss: 1.5274, grad_norm: 9.8804 2021-07-13 16:47:29,589 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 0:56:38, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4656, loss: 1.4656, grad_norm: 9.9323 2021-07-13 16:47:39,535 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 0:56:30, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8492, loss_cls: 1.3967, loss: 1.3967, grad_norm: 9.4383 2021-07-13 16:47:49,617 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 0:56:22, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8430, loss_cls: 1.4737, loss: 1.4737, grad_norm: 9.4135 2021-07-13 16:47:59,674 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 0:56:14, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8688, loss_cls: 1.4099, loss: 1.4099, grad_norm: 9.4944 2021-07-13 16:48:09,571 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 0:56:06, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8555, loss_cls: 1.4640, loss: 1.4640, grad_norm: 9.6388 2021-07-13 16:48:19,726 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 0:55:59, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8398, loss_cls: 1.4560, loss: 1.4560, grad_norm: 9.4308 2021-07-13 16:48:29,640 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 0:55:51, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8328, loss_cls: 1.5144, loss: 1.5144, grad_norm: 9.6782 2021-07-13 16:48:39,756 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 0:55:43, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8570, loss_cls: 1.3925, loss: 1.3925, grad_norm: 9.3898 2021-07-13 16:48:49,718 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 0:55:35, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8250, loss_cls: 1.5587, loss: 1.5587, grad_norm: 10.0879 2021-07-13 16:48:59,814 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 0:55:27, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8477, loss_cls: 1.4751, loss: 1.4751, grad_norm: 9.7114 2021-07-13 16:49:09,786 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 0:55:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8445, loss_cls: 1.4809, loss: 1.4809, grad_norm: 10.0637 2021-07-13 16:49:19,870 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 0:55:12, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8367, loss_cls: 1.4785, loss: 1.4785, grad_norm: 9.8620 2021-07-13 16:49:29,971 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 0:55:04, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8297, loss_cls: 1.5299, loss: 1.5299, grad_norm: 9.6966 2021-07-13 16:49:39,926 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 0:54:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.4218, loss: 1.4218, grad_norm: 9.5724 2021-07-13 16:49:50,082 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 0:54:48, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8398, loss_cls: 1.5028, loss: 1.5028, grad_norm: 9.9023 2021-07-13 16:50:00,066 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 0:54:40, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.4494, loss: 1.4494, grad_norm: 10.0032 2021-07-13 16:50:10,121 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 0:54:33, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8500, loss_cls: 1.4019, loss: 1.4019, grad_norm: 9.2446 2021-07-13 16:50:20,024 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 0:54:25, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8398, loss_cls: 1.4974, loss: 1.4974, grad_norm: 9.9417 2021-07-13 16:50:22,174 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-07-13 16:51:24,964 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 16:51:25,116 - mmaction - INFO - top1_acc 0.4713 top5_acc 0.7658 2021-07-13 16:51:25,116 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 16:51:25,126 - mmaction - INFO - mean_acc 0.4272 2021-07-13 16:51:25,444 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-07-13 16:51:25,445 - mmaction - INFO - Best top1_acc is 0.4713 at 44 epoch. 2021-07-13 16:51:25,453 - mmaction - INFO - Epoch(val) [44][181] top1_acc: 0.4713, top5_acc: 0.7658, mean_class_accuracy: 0.4272 2021-07-13 16:51:39,311 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 0:54:15, time: 0.693, data_time: 0.156, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8477, loss_cls: 1.4791, loss: 1.4791, grad_norm: 9.6910 2021-07-13 16:51:49,370 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 0:54:07, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.3504, loss: 1.3504, grad_norm: 9.1209 2021-07-13 16:51:59,476 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 0:54:00, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8555, loss_cls: 1.3820, loss: 1.3820, grad_norm: 9.3572 2021-07-13 16:52:09,244 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 0:53:52, time: 0.488, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8586, loss_cls: 1.3642, loss: 1.3642, grad_norm: 9.3555 2021-07-13 16:52:19,340 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 0:53:44, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8398, loss_cls: 1.4491, loss: 1.4491, grad_norm: 9.7193 2021-07-13 16:52:29,301 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 0:53:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8422, loss_cls: 1.4965, loss: 1.4965, grad_norm: 9.7570 2021-07-13 16:52:39,440 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 0:53:28, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8367, loss_cls: 1.4794, loss: 1.4794, grad_norm: 9.4468 2021-07-13 16:52:49,322 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 0:53:20, time: 0.494, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.4033, loss: 1.4033, grad_norm: 9.2627 2021-07-13 16:52:59,361 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 0:53:13, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8352, loss_cls: 1.4723, loss: 1.4723, grad_norm: 9.5859 2021-07-13 16:53:07,027 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 0:53:04, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.4572, loss: 1.4572, grad_norm: 9.4795 2021-07-13 16:53:14,962 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 0:52:56, time: 0.397, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8617, loss_cls: 1.3549, loss: 1.3549, grad_norm: 9.3676 2021-07-13 16:53:22,766 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 0:52:48, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.4413, loss: 1.4413, grad_norm: 9.6357 2021-07-13 16:53:30,677 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 0:52:40, time: 0.396, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8500, loss_cls: 1.3659, loss: 1.3659, grad_norm: 9.4249 2021-07-13 16:53:38,652 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 0:52:32, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8320, loss_cls: 1.5022, loss: 1.5022, grad_norm: 9.7253 2021-07-13 16:53:46,541 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 0:52:24, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.3769, loss: 1.3769, grad_norm: 9.7232 2021-07-13 16:53:54,533 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 0:52:16, time: 0.401, data_time: 0.003, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8570, loss_cls: 1.3752, loss: 1.3752, grad_norm: 9.3604 2021-07-13 16:54:02,314 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 0:52:08, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.4526, loss: 1.4526, grad_norm: 9.6851 2021-07-13 16:54:10,294 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 0:51:59, time: 0.400, data_time: 0.003, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8633, loss_cls: 1.4272, loss: 1.4272, grad_norm: 9.6424 2021-07-13 16:54:17,929 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 0:51:51, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8570, loss_cls: 1.4334, loss: 1.4334, grad_norm: 9.7695 2021-07-13 16:54:25,892 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 0:51:43, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8656, loss_cls: 1.4168, loss: 1.4168, grad_norm: 9.7673 2021-07-13 16:54:33,713 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 0:51:35, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8336, loss_cls: 1.4884, loss: 1.4884, grad_norm: 9.8904 2021-07-13 16:54:41,628 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 0:51:27, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8289, loss_cls: 1.5068, loss: 1.5068, grad_norm: 9.8476 2021-07-13 16:54:49,625 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 0:51:19, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8375, loss_cls: 1.4950, loss: 1.4950, grad_norm: 9.9001 2021-07-13 16:54:57,463 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 0:51:11, time: 0.392, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8586, loss_cls: 1.3428, loss: 1.3428, grad_norm: 9.5471 2021-07-13 16:55:05,114 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 0:51:03, time: 0.383, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.4500, loss: 1.4500, grad_norm: 9.7083 2021-07-13 16:55:13,035 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 0:50:54, time: 0.396, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8289, loss_cls: 1.5389, loss: 1.5389, grad_norm: 9.8416 2021-07-13 16:55:20,830 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 0:50:46, time: 0.390, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8578, loss_cls: 1.3938, loss: 1.3938, grad_norm: 9.5290 2021-07-13 16:55:28,880 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 0:50:38, time: 0.402, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3883, loss: 1.3883, grad_norm: 9.6322 2021-07-13 16:55:36,713 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 0:50:30, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3677, loss: 1.3677, grad_norm: 9.5545 2021-07-13 16:55:44,697 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 0:50:22, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4198, loss: 1.4198, grad_norm: 9.8134 2021-07-13 16:55:52,474 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 0:50:14, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8484, loss_cls: 1.4888, loss: 1.4888, grad_norm: 10.0912 2021-07-13 16:56:00,531 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 0:50:06, time: 0.401, data_time: 0.002, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8273, loss_cls: 1.5280, loss: 1.5280, grad_norm: 9.8076 2021-07-13 16:56:08,482 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 0:49:58, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.3714, loss: 1.3714, grad_norm: 9.4517 2021-07-13 16:56:16,530 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 0:49:50, time: 0.401, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8594, loss_cls: 1.4063, loss: 1.4063, grad_norm: 9.8072 2021-07-13 16:56:24,315 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 0:49:41, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8539, loss_cls: 1.3950, loss: 1.3950, grad_norm: 9.4061 2021-07-13 16:56:32,171 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 0:49:33, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.3635, loss: 1.3635, grad_norm: 9.5120 2021-07-13 16:56:39,910 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 0:49:25, time: 0.390, data_time: 0.005, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8453, loss_cls: 1.4460, loss: 1.4460, grad_norm: 9.6517 2021-07-13 16:56:47,844 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 0:49:17, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8328, loss_cls: 1.5369, loss: 1.5369, grad_norm: 10.2946 2021-07-13 16:56:56,151 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 0:49:09, time: 0.416, data_time: 0.004, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.4878, loss: 1.4878, grad_norm: 9.7737 2021-07-13 16:57:03,854 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 0:49:01, time: 0.383, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8383, loss_cls: 1.4972, loss: 1.4972, grad_norm: 9.8248 2021-07-13 16:57:12,009 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 0:48:53, time: 0.408, data_time: 0.002, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8531, loss_cls: 1.4103, loss: 1.4103, grad_norm: 9.2945 2021-07-13 16:57:19,947 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 0:48:45, time: 0.398, data_time: 0.003, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.4005, loss: 1.4005, grad_norm: 9.7700 2021-07-13 16:57:27,937 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 0:48:37, time: 0.399, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8422, loss_cls: 1.5134, loss: 1.5134, grad_norm: 9.9961 2021-07-13 16:57:35,881 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 0:48:28, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8422, loss_cls: 1.4737, loss: 1.4737, grad_norm: 9.8163 2021-07-13 16:57:43,760 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 0:48:20, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8445, loss_cls: 1.4515, loss: 1.4515, grad_norm: 9.6544 2021-07-13 16:57:51,253 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 0:48:12, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8336, loss_cls: 1.4929, loss: 1.4929, grad_norm: 9.5456 2021-07-13 16:57:59,202 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 0:48:04, time: 0.397, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.4881, loss: 1.4881, grad_norm: 9.7353 2021-07-13 16:58:07,048 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 0:47:56, time: 0.393, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.3977, loss: 1.3977, grad_norm: 9.4739 2021-07-13 16:58:15,017 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 0:47:48, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8562, loss_cls: 1.3899, loss: 1.3899, grad_norm: 9.7018 2021-07-13 16:58:22,959 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 0:47:40, time: 0.398, data_time: 0.002, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.5152, loss: 1.5152, grad_norm: 10.0919 2021-07-13 16:58:30,740 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 0:47:32, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3559, loss: 1.3559, grad_norm: 9.2799 2021-07-13 16:58:38,625 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 0:47:23, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8578, loss_cls: 1.4058, loss: 1.4058, grad_norm: 9.4114 2021-07-13 16:58:46,451 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 0:47:15, time: 0.392, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8453, loss_cls: 1.4367, loss: 1.4367, grad_norm: 9.8923 2021-07-13 16:58:56,611 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 0:47:07, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8516, loss_cls: 1.4118, loss: 1.4118, grad_norm: 9.6680 2021-07-13 16:59:06,526 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 0:47:00, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8539, loss_cls: 1.4243, loss: 1.4243, grad_norm: 9.8035 2021-07-13 16:59:16,648 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 0:46:52, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.3912, loss: 1.3912, grad_norm: 9.7912 2021-07-13 16:59:26,747 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 0:46:44, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8617, loss_cls: 1.3826, loss: 1.3826, grad_norm: 9.6726 2021-07-13 16:59:36,921 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 0:46:36, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8680, loss_cls: 1.3646, loss: 1.3646, grad_norm: 9.7168 2021-07-13 16:59:46,801 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 0:46:28, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8414, loss_cls: 1.4645, loss: 1.4645, grad_norm: 9.7838 2021-07-13 16:59:56,899 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 0:46:20, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8375, loss_cls: 1.4703, loss: 1.4703, grad_norm: 9.9703 2021-07-13 17:00:06,987 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 0:46:12, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8344, loss_cls: 1.4982, loss: 1.4982, grad_norm: 9.8606 2021-07-13 17:00:17,120 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 0:46:05, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8531, loss_cls: 1.4135, loss: 1.4135, grad_norm: 9.6206 2021-07-13 17:00:27,202 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 0:45:57, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8492, loss_cls: 1.4643, loss: 1.4643, grad_norm: 9.8701 2021-07-13 17:00:37,108 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 0:45:49, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.5387, loss: 1.5387, grad_norm: 9.8397 2021-07-13 17:00:47,214 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 0:45:41, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8375, loss_cls: 1.5149, loss: 1.5149, grad_norm: 9.8838 2021-07-13 17:00:57,317 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 0:45:33, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8547, loss_cls: 1.4513, loss: 1.4513, grad_norm: 9.7154 2021-07-13 17:01:07,402 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 0:45:25, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.4468, loss: 1.4468, grad_norm: 9.8181 2021-07-13 17:01:09,583 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-07-13 17:01:24,301 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 0:45:15, time: 0.720, data_time: 0.164, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.4302, loss: 1.4302, grad_norm: 9.7870 2021-07-13 17:01:34,387 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 0:45:08, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8617, loss_cls: 1.3974, loss: 1.3974, grad_norm: 9.4531 2021-07-13 17:01:44,442 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 0:45:00, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8391, loss_cls: 1.4624, loss: 1.4624, grad_norm: 9.7104 2021-07-13 17:01:54,540 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 0:44:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8445, loss_cls: 1.4795, loss: 1.4795, grad_norm: 9.8305 2021-07-13 17:02:04,708 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:44:44, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8391, loss_cls: 1.4356, loss: 1.4356, grad_norm: 9.7797 2021-07-13 17:02:14,668 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:44:36, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8289, loss_cls: 1.5055, loss: 1.5055, grad_norm: 10.0013 2021-07-13 17:02:24,766 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:44:28, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4405, loss: 1.4405, grad_norm: 9.9768 2021-07-13 17:02:34,831 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:44:20, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8461, loss_cls: 1.4304, loss: 1.4304, grad_norm: 9.7668 2021-07-13 17:02:44,911 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:44:12, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8352, loss_cls: 1.4717, loss: 1.4717, grad_norm: 9.6792 2021-07-13 17:02:55,026 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:44:04, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4346, loss: 1.4346, grad_norm: 9.6543 2021-07-13 17:03:05,132 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:43:57, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8430, loss_cls: 1.5181, loss: 1.5181, grad_norm: 10.0627 2021-07-13 17:03:15,271 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:43:49, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.4014, loss: 1.4014, grad_norm: 9.3129 2021-07-13 17:03:25,337 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:43:41, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8391, loss_cls: 1.5034, loss: 1.5034, grad_norm: 9.8233 2021-07-13 17:03:35,485 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:43:33, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8539, loss_cls: 1.4288, loss: 1.4288, grad_norm: 9.6065 2021-07-13 17:03:45,649 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:43:25, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8508, loss_cls: 1.4339, loss: 1.4339, grad_norm: 9.6149 2021-07-13 17:03:55,727 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:43:17, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4667, loss: 1.4667, grad_norm: 9.9626 2021-07-13 17:04:05,859 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:43:09, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8641, loss_cls: 1.3286, loss: 1.3286, grad_norm: 9.3407 2021-07-13 17:04:15,952 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:43:01, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8469, loss_cls: 1.4563, loss: 1.4563, grad_norm: 9.7978 2021-07-13 17:04:26,040 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:42:53, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8469, loss_cls: 1.4526, loss: 1.4526, grad_norm: 9.6694 2021-07-13 17:04:36,152 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:42:46, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8547, loss_cls: 1.4481, loss: 1.4481, grad_norm: 9.5584 2021-07-13 17:04:46,247 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:42:38, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8383, loss_cls: 1.5063, loss: 1.5063, grad_norm: 10.0861 2021-07-13 17:04:56,272 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:42:30, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8375, loss_cls: 1.4831, loss: 1.4831, grad_norm: 10.0193 2021-07-13 17:05:06,215 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:42:22, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8508, loss_cls: 1.4123, loss: 1.4123, grad_norm: 9.5118 2021-07-13 17:05:16,314 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:42:14, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8516, loss_cls: 1.5033, loss: 1.5033, grad_norm: 9.9910 2021-07-13 17:05:26,242 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:42:06, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8477, loss_cls: 1.4658, loss: 1.4658, grad_norm: 9.7957 2021-07-13 17:05:36,304 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:41:58, time: 0.502, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4579, loss: 1.4579, grad_norm: 9.8323 2021-07-13 17:05:46,172 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:41:50, time: 0.494, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8141, loss_cls: 1.6097, loss: 1.6097, grad_norm: 10.3264 2021-07-13 17:05:56,267 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:41:42, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8398, loss_cls: 1.4531, loss: 1.4531, grad_norm: 9.7818 2021-07-13 17:06:06,185 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:41:34, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.4228, loss: 1.4228, grad_norm: 9.7710 2021-07-13 17:06:16,255 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:41:26, time: 0.503, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8328, loss_cls: 1.5447, loss: 1.5447, grad_norm: 9.7901 2021-07-13 17:06:26,268 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:41:18, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8523, loss_cls: 1.4220, loss: 1.4220, grad_norm: 9.7733 2021-07-13 17:06:36,273 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:41:10, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8445, loss_cls: 1.4855, loss: 1.4855, grad_norm: 9.9774 2021-07-13 17:06:46,411 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:41:02, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8430, loss_cls: 1.4949, loss: 1.4949, grad_norm: 10.0833 2021-07-13 17:06:56,373 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:40:55, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8625, loss_cls: 1.3986, loss: 1.3986, grad_norm: 9.8547 2021-07-13 17:07:06,511 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:40:47, time: 0.507, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8516, loss_cls: 1.4226, loss: 1.4226, grad_norm: 9.7718 2021-07-13 17:07:16,432 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:40:39, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8484, loss_cls: 1.4574, loss: 1.4574, grad_norm: 9.6998 2021-07-13 17:07:26,490 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:40:31, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8406, loss_cls: 1.4195, loss: 1.4195, grad_norm: 9.9144 2021-07-13 17:07:36,323 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:40:23, time: 0.492, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8547, loss_cls: 1.4137, loss: 1.4137, grad_norm: 9.5640 2021-07-13 17:07:46,432 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:40:15, time: 0.505, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8375, loss_cls: 1.5194, loss: 1.5194, grad_norm: 10.2639 2021-07-13 17:07:56,448 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:40:07, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8375, loss_cls: 1.5186, loss: 1.5186, grad_norm: 10.0229 2021-07-13 17:08:06,485 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:39:59, time: 0.502, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.4215, loss: 1.4215, grad_norm: 9.6258 2021-07-13 17:08:16,616 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:39:51, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.4536, loss: 1.4536, grad_norm: 9.5558 2021-07-13 17:08:26,401 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:39:43, time: 0.490, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8539, loss_cls: 1.4510, loss: 1.4510, grad_norm: 10.0453 2021-07-13 17:08:36,531 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:39:35, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8477, loss_cls: 1.4499, loss: 1.4499, grad_norm: 10.0179 2021-07-13 17:08:46,370 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:39:27, time: 0.492, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8562, loss_cls: 1.3771, loss: 1.3771, grad_norm: 9.4370 2021-07-13 17:08:56,500 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:39:19, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8414, loss_cls: 1.5135, loss: 1.5135, grad_norm: 10.1599 2021-07-13 17:09:06,470 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:39:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8430, loss_cls: 1.4208, loss: 1.4208, grad_norm: 9.5170 2021-07-13 17:09:16,630 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:39:03, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.4944, loss: 1.4944, grad_norm: 9.9898 2021-07-13 17:09:26,740 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:38:55, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8297, loss_cls: 1.5354, loss: 1.5354, grad_norm: 10.4095 2021-07-13 17:09:36,708 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:38:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8594, loss_cls: 1.3897, loss: 1.3897, grad_norm: 9.3720 2021-07-13 17:09:46,823 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:38:39, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.4441, loss: 1.4441, grad_norm: 9.8014 2021-07-13 17:09:56,756 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:38:31, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.3774, loss: 1.3774, grad_norm: 9.6013 2021-07-13 17:10:06,809 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:38:24, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8625, loss_cls: 1.4243, loss: 1.4243, grad_norm: 9.5884 2021-07-13 17:10:16,749 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:38:16, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8359, loss_cls: 1.4911, loss: 1.4911, grad_norm: 10.1445 2021-07-13 17:10:26,874 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:38:08, time: 0.506, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8570, loss_cls: 1.3682, loss: 1.3682, grad_norm: 9.2560 2021-07-13 17:10:36,838 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:38:00, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8523, loss_cls: 1.4397, loss: 1.4397, grad_norm: 10.0669 2021-07-13 17:10:46,930 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:37:52, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8477, loss_cls: 1.4481, loss: 1.4481, grad_norm: 9.6061 2021-07-13 17:10:57,048 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:37:44, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8453, loss_cls: 1.4514, loss: 1.4514, grad_norm: 9.6908 2021-07-13 17:11:06,929 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:37:36, time: 0.494, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8383, loss_cls: 1.4835, loss: 1.4835, grad_norm: 9.7616 2021-07-13 17:11:17,016 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:37:28, time: 0.504, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8484, loss_cls: 1.3966, loss: 1.3966, grad_norm: 9.5304 2021-07-13 17:11:26,922 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:37:20, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8313, loss_cls: 1.5274, loss: 1.5274, grad_norm: 10.0677 2021-07-13 17:11:34,305 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:37:12, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8555, loss_cls: 1.4403, loss: 1.4403, grad_norm: 9.8299 2021-07-13 17:11:42,058 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:37:03, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8383, loss_cls: 1.4754, loss: 1.4754, grad_norm: 9.8831 2021-07-13 17:11:49,599 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:36:55, time: 0.377, data_time: 0.021, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8484, loss_cls: 1.4242, loss: 1.4242, grad_norm: 9.4294 2021-07-13 17:11:57,581 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:36:47, time: 0.399, data_time: 0.016, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8578, loss_cls: 1.4108, loss: 1.4108, grad_norm: 9.5827 2021-07-13 17:12:05,144 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:36:39, time: 0.380, data_time: 0.004, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8461, loss_cls: 1.4464, loss: 1.4464, grad_norm: 9.8739 2021-07-13 17:12:11,965 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:36:31, time: 0.342, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8539, loss_cls: 1.3912, loss: 1.3912, grad_norm: 9.7031 2021-07-13 17:12:13,192 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-07-13 17:13:11,878 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 17:13:12,037 - mmaction - INFO - top1_acc 0.4708 top5_acc 0.7656 2021-07-13 17:13:12,037 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 17:13:12,048 - mmaction - INFO - mean_acc 0.4273 2021-07-13 17:13:12,050 - mmaction - INFO - Epoch(val) [46][181] top1_acc: 0.4708, top5_acc: 0.7656, mean_class_accuracy: 0.4273 2021-07-13 17:13:24,849 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:36:21, time: 0.640, data_time: 0.226, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8469, loss_cls: 1.4679, loss: 1.4679, grad_norm: 9.8858 2021-07-13 17:13:37,937 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:36:13, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8461, loss_cls: 1.4161, loss: 1.4161, grad_norm: 9.6640 2021-07-13 17:13:51,038 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:36:05, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4906, loss: 1.4906, grad_norm: 9.7635 2021-07-13 17:14:04,071 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:35:58, time: 0.652, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.4104, loss: 1.4104, grad_norm: 9.6966 2021-07-13 17:14:17,130 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:35:50, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8617, loss_cls: 1.3232, loss: 1.3232, grad_norm: 9.7208 2021-07-13 17:14:30,213 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:35:42, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8555, loss_cls: 1.4312, loss: 1.4312, grad_norm: 9.5716 2021-07-13 17:14:43,248 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:35:34, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8469, loss_cls: 1.4613, loss: 1.4613, grad_norm: 9.5869 2021-07-13 17:14:56,321 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:35:27, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.4285, loss: 1.4285, grad_norm: 9.6232 2021-07-13 17:15:09,387 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:35:19, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8594, loss_cls: 1.4043, loss: 1.4043, grad_norm: 9.8707 2021-07-13 17:15:22,446 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:35:11, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4693, loss: 1.4693, grad_norm: 10.0686 2021-07-13 17:15:35,518 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:35:03, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8352, loss_cls: 1.4833, loss: 1.4833, grad_norm: 9.7862 2021-07-13 17:15:48,597 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:34:56, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3983, loss: 1.3983, grad_norm: 9.7444 2021-07-13 17:16:01,727 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:34:48, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3520, loss: 1.3520, grad_norm: 9.4429 2021-07-13 17:16:14,783 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:34:40, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8672, loss_cls: 1.3702, loss: 1.3702, grad_norm: 9.7748 2021-07-13 17:16:27,861 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:34:32, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8344, loss_cls: 1.5190, loss: 1.5190, grad_norm: 9.7343 2021-07-13 17:16:40,930 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:34:25, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8469, loss_cls: 1.4320, loss: 1.4320, grad_norm: 9.9481 2021-07-13 17:16:54,030 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:34:17, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8641, loss_cls: 1.3992, loss: 1.3992, grad_norm: 9.7916 2021-07-13 17:17:07,081 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:34:09, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.3946, loss: 1.3946, grad_norm: 9.7539 2021-07-13 17:17:20,136 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:34:01, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.4775, loss: 1.4775, grad_norm: 9.9816 2021-07-13 17:17:33,207 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:33:54, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8281, loss_cls: 1.5512, loss: 1.5512, grad_norm: 9.9075 2021-07-13 17:17:46,269 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:33:46, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8359, loss_cls: 1.4905, loss: 1.4905, grad_norm: 9.9099 2021-07-13 17:17:59,308 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:33:38, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.4190, loss: 1.4190, grad_norm: 9.7479 2021-07-13 17:18:12,348 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:33:30, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.3902, loss: 1.3902, grad_norm: 9.7872 2021-07-13 17:18:25,422 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:33:22, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8477, loss_cls: 1.4472, loss: 1.4472, grad_norm: 9.6947 2021-07-13 17:18:38,480 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:33:15, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8430, loss_cls: 1.4580, loss: 1.4580, grad_norm: 9.8264 2021-07-13 17:18:51,550 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:33:07, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8492, loss_cls: 1.4290, loss: 1.4290, grad_norm: 9.8953 2021-07-13 17:19:04,614 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:32:59, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8414, loss_cls: 1.4786, loss: 1.4786, grad_norm: 9.9831 2021-07-13 17:19:17,674 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:32:51, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8617, loss_cls: 1.3662, loss: 1.3662, grad_norm: 9.9038 2021-07-13 17:19:30,735 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:32:43, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8516, loss_cls: 1.4581, loss: 1.4581, grad_norm: 10.1119 2021-07-13 17:19:43,780 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:32:36, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.4959 2021-07-13 17:19:56,833 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:32:28, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8422, loss_cls: 1.4987, loss: 1.4987, grad_norm: 9.7742 2021-07-13 17:20:09,888 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:32:20, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8227, loss_cls: 1.5370, loss: 1.5370, grad_norm: 10.0208 2021-07-13 17:20:22,931 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:32:12, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.3742, loss: 1.3742, grad_norm: 9.8885 2021-07-13 17:20:35,990 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:32:04, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8461, loss_cls: 1.4210, loss: 1.4210, grad_norm: 9.8483 2021-07-13 17:20:49,084 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:31:56, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8359, loss_cls: 1.5384, loss: 1.5384, grad_norm: 10.0512 2021-07-13 17:21:02,155 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:31:49, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8430, loss_cls: 1.4649, loss: 1.4649, grad_norm: 10.0303 2021-07-13 17:21:15,199 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:31:41, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8531, loss_cls: 1.4491, loss: 1.4491, grad_norm: 9.6085 2021-07-13 17:21:28,231 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:31:33, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8391, loss_cls: 1.4483, loss: 1.4483, grad_norm: 9.8309 2021-07-13 17:21:41,319 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:31:25, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8562, loss_cls: 1.4048, loss: 1.4048, grad_norm: 9.7431 2021-07-13 17:21:54,373 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:31:17, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8461, loss_cls: 1.4176, loss: 1.4176, grad_norm: 9.6736 2021-07-13 17:22:06,806 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:31:09, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4950, loss: 1.4950, grad_norm: 10.1190 2021-07-13 17:22:18,541 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:31:01, time: 0.586, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.4228, loss: 1.4228, grad_norm: 9.7811 2021-07-13 17:22:29,396 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:30:53, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8570, loss_cls: 1.4320, loss: 1.4320, grad_norm: 9.7613 2021-07-13 17:22:40,457 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:30:45, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8227, loss_cls: 1.5601, loss: 1.5601, grad_norm: 9.9544 2021-07-13 17:22:51,353 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:30:37, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8422, loss_cls: 1.4813, loss: 1.4813, grad_norm: 9.8650 2021-07-13 17:23:02,328 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:30:29, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8492, loss_cls: 1.4179, loss: 1.4179, grad_norm: 9.7849 2021-07-13 17:23:13,244 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:30:21, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8484, loss_cls: 1.4244, loss: 1.4244, grad_norm: 9.8814 2021-07-13 17:23:24,142 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:30:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8445, loss_cls: 1.4157, loss: 1.4157, grad_norm: 9.7292 2021-07-13 17:23:35,183 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:30:05, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8375, loss_cls: 1.5340, loss: 1.5340, grad_norm: 10.0369 2021-07-13 17:23:46,044 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:29:57, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8586, loss_cls: 1.3830, loss: 1.3830, grad_norm: 9.7215 2021-07-13 17:23:56,975 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:29:49, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8398, loss_cls: 1.4334, loss: 1.4334, grad_norm: 9.7895 2021-07-13 17:24:07,920 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:29:41, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8383, loss_cls: 1.4671, loss: 1.4671, grad_norm: 9.8861 2021-07-13 17:24:19,016 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:29:33, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3876, loss: 1.3876, grad_norm: 9.4162 2021-07-13 17:24:29,800 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:29:25, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.3825, loss: 1.3825, grad_norm: 9.7166 2021-07-13 17:24:40,840 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:29:17, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8359, loss_cls: 1.5414, loss: 1.5414, grad_norm: 10.3343 2021-07-13 17:24:51,682 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:29:09, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8469, loss_cls: 1.4456, loss: 1.4456, grad_norm: 9.7662 2021-07-13 17:25:02,617 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:29:01, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8539, loss_cls: 1.4127, loss: 1.4127, grad_norm: 9.7612 2021-07-13 17:25:13,642 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:28:53, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8430, loss_cls: 1.4778, loss: 1.4778, grad_norm: 10.0263 2021-07-13 17:25:24,498 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:28:45, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8453, loss_cls: 1.4589, loss: 1.4589, grad_norm: 9.7809 2021-07-13 17:25:35,440 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:28:37, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8352, loss_cls: 1.5111, loss: 1.5111, grad_norm: 10.0678 2021-07-13 17:25:46,391 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:28:29, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8375, loss_cls: 1.5188, loss: 1.5188, grad_norm: 9.9420 2021-07-13 17:25:57,321 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:28:21, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8453, loss_cls: 1.4627, loss: 1.4627, grad_norm: 9.8041 2021-07-13 17:26:08,283 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:28:13, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8352, loss_cls: 1.5168, loss: 1.5168, grad_norm: 10.1007 2021-07-13 17:26:19,189 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:28:05, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8547, loss_cls: 1.4246, loss: 1.4246, grad_norm: 9.6965 2021-07-13 17:26:30,121 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:27:57, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8695, loss_cls: 1.3370, loss: 1.3370, grad_norm: 9.5786 2021-07-13 17:26:41,063 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:27:49, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8336, loss_cls: 1.4632, loss: 1.4632, grad_norm: 9.5864 2021-07-13 17:26:51,999 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:27:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8570, loss_cls: 1.4172, loss: 1.4172, grad_norm: 9.7509 2021-07-13 17:26:54,340 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-07-13 17:27:09,848 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:27:31, time: 0.760, data_time: 0.213, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8477, loss_cls: 1.4062, loss: 1.4062, grad_norm: 9.7013 2021-07-13 17:27:20,708 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:27:23, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8430, loss_cls: 1.4830, loss: 1.4830, grad_norm: 9.8394 2021-07-13 17:27:31,705 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:27:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8453, loss_cls: 1.4472, loss: 1.4472, grad_norm: 9.6842 2021-07-13 17:27:42,631 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:27:07, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8477, loss_cls: 1.4643, loss: 1.4643, grad_norm: 10.0326 2021-07-13 17:27:53,605 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:26:59, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8461, loss_cls: 1.4617, loss: 1.4617, grad_norm: 10.0603 2021-07-13 17:28:04,574 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:26:51, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8516, loss_cls: 1.4379, loss: 1.4379, grad_norm: 9.9025 2021-07-13 17:28:15,329 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:26:42, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8531, loss_cls: 1.3862, loss: 1.3862, grad_norm: 9.6907 2021-07-13 17:28:26,252 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:26:34, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8578, loss_cls: 1.3692, loss: 1.3692, grad_norm: 9.6132 2021-07-13 17:28:37,120 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:26:26, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8508, loss_cls: 1.4241, loss: 1.4241, grad_norm: 9.6309 2021-07-13 17:28:48,219 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:26:18, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8602, loss_cls: 1.3897, loss: 1.3897, grad_norm: 9.6199 2021-07-13 17:28:59,110 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:26:10, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8594, loss_cls: 1.3559, loss: 1.3559, grad_norm: 9.5520 2021-07-13 17:29:10,003 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:26:02, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8492, loss_cls: 1.4012, loss: 1.4012, grad_norm: 9.8557 2021-07-13 17:29:21,003 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:25:54, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8617, loss_cls: 1.3941, loss: 1.3941, grad_norm: 9.8597 2021-07-13 17:29:31,982 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:25:46, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8531, loss_cls: 1.4363, loss: 1.4363, grad_norm: 9.7944 2021-07-13 17:29:43,001 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:25:38, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8414, loss_cls: 1.4899, loss: 1.4899, grad_norm: 10.0993 2021-07-13 17:29:53,946 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:25:30, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8391, loss_cls: 1.4972, loss: 1.4972, grad_norm: 9.8544 2021-07-13 17:30:04,764 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:25:22, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8664, loss_cls: 1.3797, loss: 1.3797, grad_norm: 10.1050 2021-07-13 17:30:15,613 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:25:14, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8500, loss_cls: 1.4380, loss: 1.4380, grad_norm: 9.9693 2021-07-13 17:30:26,549 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:25:06, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.4594, loss: 1.4594, grad_norm: 9.8366 2021-07-13 17:30:37,493 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:24:57, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8391, loss_cls: 1.4604, loss: 1.4604, grad_norm: 9.7754 2021-07-13 17:30:48,505 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:24:49, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8313, loss_cls: 1.5126, loss: 1.5126, grad_norm: 10.2244 2021-07-13 17:30:59,383 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:24:41, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8469, loss_cls: 1.4673, loss: 1.4673, grad_norm: 10.0381 2021-07-13 17:31:10,332 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:24:33, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8492, loss_cls: 1.4345, loss: 1.4345, grad_norm: 9.9004 2021-07-13 17:31:21,209 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:24:25, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8414, loss_cls: 1.4586, loss: 1.4586, grad_norm: 9.8117 2021-07-13 17:31:32,173 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:24:17, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8516, loss_cls: 1.4000, loss: 1.4000, grad_norm: 9.6255 2021-07-13 17:31:43,083 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:24:09, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4515, loss: 1.4515, grad_norm: 10.0909 2021-07-13 17:31:53,985 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:24:01, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8328, loss_cls: 1.4748, loss: 1.4748, grad_norm: 10.0436 2021-07-13 17:32:04,856 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:23:53, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8594, loss_cls: 1.4356, loss: 1.4356, grad_norm: 9.7955 2021-07-13 17:32:15,676 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:23:45, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8602, loss_cls: 1.3982, loss: 1.3982, grad_norm: 9.6699 2021-07-13 17:32:26,587 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:23:36, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8602, loss_cls: 1.3866, loss: 1.3866, grad_norm: 9.7384 2021-07-13 17:32:37,554 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:23:28, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4114, loss: 1.4114, grad_norm: 9.7672 2021-07-13 17:32:48,538 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:23:20, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8453, loss_cls: 1.4706, loss: 1.4706, grad_norm: 9.7939 2021-07-13 17:32:59,484 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:23:12, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8398, loss_cls: 1.5219, loss: 1.5219, grad_norm: 9.8816 2021-07-13 17:33:10,388 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:23:04, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.3777, loss: 1.3777, grad_norm: 9.9038 2021-07-13 17:33:21,374 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:22:56, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8445, loss_cls: 1.3820, loss: 1.3820, grad_norm: 9.7038 2021-07-13 17:33:32,357 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:22:48, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.4179, loss: 1.4179, grad_norm: 10.2206 2021-07-13 17:33:43,156 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:22:40, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8258, loss_cls: 1.5368, loss: 1.5368, grad_norm: 10.1969 2021-07-13 17:33:54,095 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:22:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4307, loss: 1.4307, grad_norm: 9.8429 2021-07-13 17:34:04,981 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:22:23, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8562, loss_cls: 1.4047, loss: 1.4047, grad_norm: 9.8103 2021-07-13 17:34:15,933 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:22:15, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8609, loss_cls: 1.3800, loss: 1.3800, grad_norm: 9.6397 2021-07-13 17:34:26,780 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:22:07, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.5113, loss: 1.5113, grad_norm: 10.2980 2021-07-13 17:34:37,694 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:21:59, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8359, loss_cls: 1.4898, loss: 1.4898, grad_norm: 9.9898 2021-07-13 17:34:48,638 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:21:51, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8398, loss_cls: 1.4702, loss: 1.4702, grad_norm: 9.8144 2021-07-13 17:34:59,627 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:21:43, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8492, loss_cls: 1.4397, loss: 1.4397, grad_norm: 9.9612 2021-07-13 17:35:10,559 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:21:35, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8477, loss_cls: 1.4131, loss: 1.4131, grad_norm: 9.7391 2021-07-13 17:35:21,553 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:21:27, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8680, loss_cls: 1.3760, loss: 1.3760, grad_norm: 9.9344 2021-07-13 17:35:32,483 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:21:18, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8383, loss_cls: 1.4947, loss: 1.4947, grad_norm: 10.1306 2021-07-13 17:35:43,571 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:21:10, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8438, loss_cls: 1.4007, loss: 1.4007, grad_norm: 9.6679 2021-07-13 17:35:54,602 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:21:02, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8414, loss_cls: 1.4600, loss: 1.4600, grad_norm: 10.0877 2021-07-13 17:36:05,456 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:20:54, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8578, loss_cls: 1.4636, loss: 1.4636, grad_norm: 10.1966 2021-07-13 17:36:16,350 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:20:46, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.4027, loss: 1.4027, grad_norm: 9.7306 2021-07-13 17:36:27,498 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:20:38, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8430, loss_cls: 1.4805, loss: 1.4805, grad_norm: 9.9941 2021-07-13 17:36:40,530 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:20:30, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8445, loss_cls: 1.4694, loss: 1.4694, grad_norm: 9.9711 2021-07-13 17:36:53,612 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:20:22, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8430, loss_cls: 1.3866, loss: 1.3866, grad_norm: 9.5728 2021-07-13 17:37:06,681 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:20:14, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8430, loss_cls: 1.4712, loss: 1.4712, grad_norm: 9.9959 2021-07-13 17:37:19,761 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:20:06, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8539, loss_cls: 1.3965, loss: 1.3965, grad_norm: 9.7941 2021-07-13 17:37:32,882 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:19:57, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8391, loss_cls: 1.4976, loss: 1.4976, grad_norm: 9.8878 2021-07-13 17:37:45,969 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:19:49, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8547, loss_cls: 1.4378, loss: 1.4378, grad_norm: 9.7496 2021-07-13 17:37:59,088 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:19:41, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8508, loss_cls: 1.3482, loss: 1.3482, grad_norm: 9.5371 2021-07-13 17:38:12,171 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:19:33, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.4199, loss: 1.4199, grad_norm: 9.8534 2021-07-13 17:38:25,264 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:19:25, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.3661, loss: 1.3661, grad_norm: 9.7738 2021-07-13 17:38:38,354 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:19:17, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8406, loss_cls: 1.4546, loss: 1.4546, grad_norm: 9.8744 2021-07-13 17:38:51,429 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:19:09, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8492, loss_cls: 1.4377, loss: 1.4377, grad_norm: 9.8959 2021-07-13 17:39:04,536 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:19:01, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8656, loss_cls: 1.3571, loss: 1.3571, grad_norm: 9.7437 2021-07-13 17:39:17,639 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:18:53, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8422, loss_cls: 1.3830, loss: 1.3830, grad_norm: 9.6948 2021-07-13 17:39:30,712 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:18:45, time: 0.654, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8586, loss_cls: 1.3453, loss: 1.3453, grad_norm: 9.4823 2021-07-13 17:39:43,751 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:18:37, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8273, loss_cls: 1.4874, loss: 1.4874, grad_norm: 9.8081 2021-07-13 17:39:46,468 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-07-13 17:40:46,583 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 17:40:46,744 - mmaction - INFO - top1_acc 0.4756 top5_acc 0.7676 2021-07-13 17:40:46,745 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 17:40:46,756 - mmaction - INFO - mean_acc 0.4283 2021-07-13 17:40:47,072 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. 2021-07-13 17:40:47,073 - mmaction - INFO - Best top1_acc is 0.4756 at 48 epoch. 2021-07-13 17:40:47,081 - mmaction - INFO - Epoch(val) [48][181] top1_acc: 0.4756, top5_acc: 0.7676, mean_class_accuracy: 0.4283 2021-07-13 17:41:02,119 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:18:27, time: 0.752, data_time: 0.209, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8500, loss_cls: 1.4181, loss: 1.4181, grad_norm: 10.0307 2021-07-13 17:41:13,089 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:18:18, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.4224, loss: 1.4224, grad_norm: 10.0204 2021-07-13 17:41:24,048 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:18:10, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8508, loss_cls: 1.4285, loss: 1.4285, grad_norm: 9.6732 2021-07-13 17:41:35,032 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:18:02, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8414, loss_cls: 1.4519, loss: 1.4519, grad_norm: 9.9333 2021-07-13 17:41:45,940 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:17:54, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8680, loss_cls: 1.4072, loss: 1.4072, grad_norm: 9.8873 2021-07-13 17:41:56,920 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:17:46, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8438, loss_cls: 1.4150, loss: 1.4150, grad_norm: 9.8682 2021-07-13 17:42:07,840 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:17:37, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.3025, loss: 1.3025, grad_norm: 9.5311 2021-07-13 17:42:18,711 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:17:29, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8508, loss_cls: 1.4032, loss: 1.4032, grad_norm: 9.8618 2021-07-13 17:42:29,697 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:17:21, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8492, loss_cls: 1.4129, loss: 1.4129, grad_norm: 10.0194 2021-07-13 17:42:40,641 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:17:13, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8492, loss_cls: 1.4164, loss: 1.4164, grad_norm: 9.7195 2021-07-13 17:42:51,601 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:17:05, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8523, loss_cls: 1.4201, loss: 1.4201, grad_norm: 9.9187 2021-07-13 17:43:02,557 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:16:56, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4171, loss: 1.4171, grad_norm: 9.7326 2021-07-13 17:43:13,291 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:16:48, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8398, loss_cls: 1.4326, loss: 1.4326, grad_norm: 9.7587 2021-07-13 17:43:24,249 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:16:40, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3547, loss: 1.3547, grad_norm: 9.8361 2021-07-13 17:43:35,194 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:16:32, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8633, loss_cls: 1.4101, loss: 1.4101, grad_norm: 9.9815 2021-07-13 17:43:46,133 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:16:24, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8430, loss_cls: 1.4490, loss: 1.4490, grad_norm: 10.1791 2021-07-13 17:43:57,149 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:16:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8484, loss_cls: 1.4427, loss: 1.4427, grad_norm: 10.0606 2021-07-13 17:44:08,207 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:16:07, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8609, loss_cls: 1.3897, loss: 1.3897, grad_norm: 9.6871 2021-07-13 17:44:19,082 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:15:59, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8547, loss_cls: 1.4570, loss: 1.4570, grad_norm: 10.3101 2021-07-13 17:44:30,109 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:15:51, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3060, loss: 1.3060, grad_norm: 9.6328 2021-07-13 17:44:40,982 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:15:43, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.4333, loss: 1.4333, grad_norm: 9.9250 2021-07-13 17:44:51,949 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:15:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8242, loss_cls: 1.4865, loss: 1.4865, grad_norm: 10.1149 2021-07-13 17:45:02,941 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:15:26, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8586, loss_cls: 1.4247, loss: 1.4247, grad_norm: 10.2353 2021-07-13 17:45:13,859 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:15:18, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8500, loss_cls: 1.4531, loss: 1.4531, grad_norm: 9.8419 2021-07-13 17:45:24,788 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:15:10, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8500, loss_cls: 1.4038, loss: 1.4038, grad_norm: 9.7638 2021-07-13 17:45:35,706 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:15:01, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8508, loss_cls: 1.3851, loss: 1.3851, grad_norm: 9.8259 2021-07-13 17:45:46,631 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:14:53, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8367, loss_cls: 1.4806, loss: 1.4806, grad_norm: 9.9432 2021-07-13 17:45:57,687 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:14:45, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8469, loss_cls: 1.4637, loss: 1.4637, grad_norm: 10.4216 2021-07-13 17:46:08,677 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:14:37, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.4307, loss: 1.4307, grad_norm: 9.9944 2021-07-13 17:46:19,693 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:14:29, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8469, loss_cls: 1.4819, loss: 1.4819, grad_norm: 10.1946 2021-07-13 17:46:30,828 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:14:20, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8477, loss_cls: 1.4440, loss: 1.4440, grad_norm: 9.8869 2021-07-13 17:46:41,644 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:14:12, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8328, loss_cls: 1.5075, loss: 1.5075, grad_norm: 10.2730 2021-07-13 17:46:52,578 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:14:04, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8375, loss_cls: 1.4784, loss: 1.4784, grad_norm: 10.0906 2021-07-13 17:47:03,587 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:13:56, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4196, loss: 1.4196, grad_norm: 9.6907 2021-07-13 17:47:14,567 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:13:47, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8594, loss_cls: 1.3942, loss: 1.3942, grad_norm: 9.9007 2021-07-13 17:47:25,564 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:13:39, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8539, loss_cls: 1.4332, loss: 1.4332, grad_norm: 9.6849 2021-07-13 17:47:36,477 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:13:31, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8508, loss_cls: 1.4905, loss: 1.4905, grad_norm: 10.2141 2021-07-13 17:47:47,505 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:13:23, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3755, loss: 1.3755, grad_norm: 9.8379 2021-07-13 17:47:58,469 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:13:14, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8430, loss_cls: 1.4436, loss: 1.4436, grad_norm: 9.9504 2021-07-13 17:48:09,498 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:13:06, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8484, loss_cls: 1.4121, loss: 1.4121, grad_norm: 10.1353 2021-07-13 17:48:20,293 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:12:58, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8367, loss_cls: 1.4775, loss: 1.4775, grad_norm: 10.0802 2021-07-13 17:48:31,177 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:12:50, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8461, loss_cls: 1.4499, loss: 1.4499, grad_norm: 9.9352 2021-07-13 17:48:42,102 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:12:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8484, loss_cls: 1.4213, loss: 1.4213, grad_norm: 9.9469 2021-07-13 17:48:53,007 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:12:33, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8461, loss_cls: 1.4150, loss: 1.4150, grad_norm: 10.0839 2021-07-13 17:49:03,915 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:12:25, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8547, loss_cls: 1.4266, loss: 1.4266, grad_norm: 9.7805 2021-07-13 17:49:14,801 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:12:17, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.4095, loss: 1.4095, grad_norm: 9.7901 2021-07-13 17:49:25,815 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:12:08, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8508, loss_cls: 1.4306, loss: 1.4306, grad_norm: 9.9667 2021-07-13 17:49:36,572 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:12:00, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8445, loss_cls: 1.4880, loss: 1.4880, grad_norm: 10.1420 2021-07-13 17:49:47,515 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:11:52, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.4097, loss: 1.4097, grad_norm: 9.9526 2021-07-13 17:49:58,288 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:11:44, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3499, loss: 1.3499, grad_norm: 9.8508 2021-07-13 17:50:09,271 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:11:35, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8625, loss_cls: 1.3773, loss: 1.3773, grad_norm: 9.7910 2021-07-13 17:50:20,216 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:11:27, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8539, loss_cls: 1.4117, loss: 1.4117, grad_norm: 10.3302 2021-07-13 17:50:31,128 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:11:19, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8523, loss_cls: 1.4099, loss: 1.4099, grad_norm: 9.8958 2021-07-13 17:50:42,039 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:11:10, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8352, loss_cls: 1.4927, loss: 1.4927, grad_norm: 10.1395 2021-07-13 17:50:52,867 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:11:02, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.3378, loss: 1.3378, grad_norm: 9.8309 2021-07-13 17:51:03,813 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:10:54, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.3926, loss: 1.3926, grad_norm: 9.6525 2021-07-13 17:51:14,808 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:10:46, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8617, loss_cls: 1.4075, loss: 1.4075, grad_norm: 10.1343 2021-07-13 17:51:25,676 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:10:37, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4125, loss: 1.4125, grad_norm: 9.6489 2021-07-13 17:51:36,581 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:10:29, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8633, loss_cls: 1.3654, loss: 1.3654, grad_norm: 9.6606 2021-07-13 17:51:47,596 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:10:21, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8453, loss_cls: 1.4265, loss: 1.4265, grad_norm: 9.8058 2021-07-13 17:51:58,382 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:10:13, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8500, loss_cls: 1.4207, loss: 1.4207, grad_norm: 9.8772 2021-07-13 17:52:09,327 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:10:04, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4205, loss: 1.4205, grad_norm: 10.1206 2021-07-13 17:52:20,189 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:09:56, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8531, loss_cls: 1.3996, loss: 1.3996, grad_norm: 9.7662 2021-07-13 17:52:31,210 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:09:48, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8461, loss_cls: 1.4697, loss: 1.4697, grad_norm: 9.9823 2021-07-13 17:52:42,087 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:09:39, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8492, loss_cls: 1.4741, loss: 1.4741, grad_norm: 10.0754 2021-07-13 17:52:52,987 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:09:31, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4570, loss: 1.4570, grad_norm: 9.9428 2021-07-13 17:53:04,070 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:09:23, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8453, loss_cls: 1.4279, loss: 1.4279, grad_norm: 10.0510 2021-07-13 17:53:06,416 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-07-13 17:53:21,908 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:09:12, time: 0.758, data_time: 0.173, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8516, loss_cls: 1.4285, loss: 1.4285, grad_norm: 10.0163 2021-07-13 17:53:32,950 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:09:04, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8445, loss_cls: 1.4441, loss: 1.4441, grad_norm: 9.9829 2021-07-13 17:53:43,814 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:08:56, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8406, loss_cls: 1.4453, loss: 1.4453, grad_norm: 10.1762 2021-07-13 17:53:54,654 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:08:48, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3501, loss: 1.3501, grad_norm: 10.0303 2021-07-13 17:54:05,491 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:08:39, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8633, loss_cls: 1.4127, loss: 1.4127, grad_norm: 10.3477 2021-07-13 17:54:16,464 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:08:31, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8547, loss_cls: 1.4086, loss: 1.4086, grad_norm: 9.9177 2021-07-13 17:54:27,407 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:08:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.3950, loss: 1.3950, grad_norm: 9.6874 2021-07-13 17:54:38,426 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:08:14, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8461, loss_cls: 1.4062, loss: 1.4062, grad_norm: 9.8999 2021-07-13 17:54:50,513 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:08:06, time: 0.604, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.4724, loss: 1.4724, grad_norm: 10.0592 2021-07-13 17:55:03,594 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:07:58, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8547, loss_cls: 1.4563, loss: 1.4563, grad_norm: 10.0055 2021-07-13 17:55:16,699 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:07:50, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8422, loss_cls: 1.3915, loss: 1.3915, grad_norm: 9.8923 2021-07-13 17:55:29,784 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:07:41, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8492, loss_cls: 1.4471, loss: 1.4471, grad_norm: 9.7060 2021-07-13 17:55:42,843 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:07:33, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8516, loss_cls: 1.4717, loss: 1.4717, grad_norm: 9.9822 2021-07-13 17:55:55,959 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:07:25, time: 0.656, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8508, loss_cls: 1.4614, loss: 1.4614, grad_norm: 9.9469 2021-07-13 17:56:09,087 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:07:16, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3641, loss: 1.3641, grad_norm: 9.8307 2021-07-13 17:56:22,167 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:07:08, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8414, loss_cls: 1.4797, loss: 1.4797, grad_norm: 10.0629 2021-07-13 17:56:35,230 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:07:00, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.4585, loss: 1.4585, grad_norm: 10.3204 2021-07-13 17:56:48,312 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:06:52, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3742, loss: 1.3742, grad_norm: 9.9569 2021-07-13 17:57:01,392 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:06:43, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8648, loss_cls: 1.4229, loss: 1.4229, grad_norm: 9.9520 2021-07-13 17:57:14,479 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:06:35, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8352, loss_cls: 1.4794, loss: 1.4794, grad_norm: 10.2304 2021-07-13 17:57:27,533 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:06:27, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3986, loss: 1.3986, grad_norm: 10.0397 2021-07-13 17:57:40,617 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:06:18, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8461, loss_cls: 1.4526, loss: 1.4526, grad_norm: 10.2138 2021-07-13 17:57:53,669 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:06:10, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8633, loss_cls: 1.3724, loss: 1.3724, grad_norm: 9.9539 2021-07-13 17:58:06,790 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:06:02, time: 0.656, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8313, loss_cls: 1.5060, loss: 1.5060, grad_norm: 10.1633 2021-07-13 17:58:19,854 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:05:53, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4507, loss: 1.4507, grad_norm: 10.1465 2021-07-13 17:58:32,936 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:05:45, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8562, loss_cls: 1.4333, loss: 1.4333, grad_norm: 10.2014 2021-07-13 17:58:46,044 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:05:37, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8516, loss_cls: 1.4188, loss: 1.4188, grad_norm: 9.7152 2021-07-13 17:58:59,116 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:05:28, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8508, loss_cls: 1.4224, loss: 1.4224, grad_norm: 10.0266 2021-07-13 17:59:12,192 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:05:20, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3787, loss: 1.3787, grad_norm: 9.8819 2021-07-13 17:59:25,259 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:05:12, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8562, loss_cls: 1.4250, loss: 1.4250, grad_norm: 9.9526 2021-07-13 17:59:38,311 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:05:03, time: 0.652, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8609, loss_cls: 1.4189, loss: 1.4189, grad_norm: 10.0429 2021-07-13 17:59:51,366 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:04:55, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8438, loss_cls: 1.4970, loss: 1.4970, grad_norm: 10.2027 2021-07-13 18:00:04,451 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:04:47, time: 0.654, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4734, loss: 1.4734, grad_norm: 10.1064 2021-07-13 18:00:17,542 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:04:38, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4158, loss: 1.4158, grad_norm: 9.7618 2021-07-13 18:00:30,625 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:04:30, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8609, loss_cls: 1.3788, loss: 1.3788, grad_norm: 9.8637 2021-07-13 18:00:43,671 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:04:22, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8711, loss_cls: 1.4283, loss: 1.4283, grad_norm: 10.3237 2021-07-13 18:00:56,715 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:04:13, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8461, loss_cls: 1.4519, loss: 1.4519, grad_norm: 9.8315 2021-07-13 18:01:09,824 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:04:05, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8531, loss_cls: 1.3776, loss: 1.3776, grad_norm: 9.7758 2021-07-13 18:01:22,902 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:03:57, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8305, loss_cls: 1.5150, loss: 1.5150, grad_norm: 10.1055 2021-07-13 18:01:35,969 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:03:48, time: 0.653, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8578, loss_cls: 1.3806, loss: 1.3806, grad_norm: 9.6785 2021-07-13 18:01:48,735 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:03:40, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8414, loss_cls: 1.4827, loss: 1.4827, grad_norm: 10.0142 2021-07-13 18:01:59,649 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:03:32, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8508, loss_cls: 1.3972, loss: 1.3972, grad_norm: 10.0847 2021-07-13 18:02:10,589 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:03:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8359, loss_cls: 1.4703, loss: 1.4703, grad_norm: 9.9587 2021-07-13 18:02:21,541 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:03:15, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8570, loss_cls: 1.4267, loss: 1.4267, grad_norm: 9.9596 2021-07-13 18:02:32,404 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:03:06, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8531, loss_cls: 1.3886, loss: 1.3886, grad_norm: 9.9871 2021-07-13 18:02:43,253 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:02:58, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8328, loss_cls: 1.5427, loss: 1.5427, grad_norm: 10.1587 2021-07-13 18:02:54,127 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:02:50, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8547, loss_cls: 1.4078, loss: 1.4078, grad_norm: 9.8863 2021-07-13 18:03:05,033 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:02:41, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.4330, loss: 1.4330, grad_norm: 10.0277 2021-07-13 18:03:15,974 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:02:33, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8547, loss_cls: 1.3947, loss: 1.3947, grad_norm: 9.9395 2021-07-13 18:03:26,961 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:02:24, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8297, loss_cls: 1.4988, loss: 1.4988, grad_norm: 10.0613 2021-07-13 18:03:37,961 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:16, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8602, loss_cls: 1.4052, loss: 1.4052, grad_norm: 10.0914 2021-07-13 18:03:48,795 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:08, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8453, loss_cls: 1.3858, loss: 1.3858, grad_norm: 9.8153 2021-07-13 18:03:59,748 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:01:59, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8555, loss_cls: 1.4283, loss: 1.4283, grad_norm: 10.0258 2021-07-13 18:04:10,718 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:01:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8578, loss_cls: 1.4043, loss: 1.4043, grad_norm: 9.6095 2021-07-13 18:04:21,730 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:01:43, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8508, loss_cls: 1.4427, loss: 1.4427, grad_norm: 9.9354 2021-07-13 18:04:32,659 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:01:34, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8539, loss_cls: 1.4373, loss: 1.4373, grad_norm: 10.1563 2021-07-13 18:04:43,646 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:26, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8695, loss_cls: 1.3117, loss: 1.3117, grad_norm: 9.6572 2021-07-13 18:04:54,607 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:17, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8648, loss_cls: 1.3923, loss: 1.3923, grad_norm: 10.1743 2021-07-13 18:05:05,530 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:09, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8570, loss_cls: 1.3982, loss: 1.3982, grad_norm: 10.0240 2021-07-13 18:05:16,432 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:00, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8539, loss_cls: 1.3902, loss: 1.3902, grad_norm: 9.9250 2021-07-13 18:05:27,320 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:00:52, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8414, loss_cls: 1.4638, loss: 1.4638, grad_norm: 10.2472 2021-07-13 18:05:38,225 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:44, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8570, loss_cls: 1.4105, loss: 1.4105, grad_norm: 9.9159 2021-07-13 18:05:49,033 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:35, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8500, loss_cls: 1.4189, loss: 1.4189, grad_norm: 9.7736 2021-07-13 18:05:59,814 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:27, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8484, loss_cls: 1.4506, loss: 1.4506, grad_norm: 10.0454 2021-07-13 18:06:10,652 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:18, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8398, loss_cls: 1.4917, loss: 1.4917, grad_norm: 10.2887 2021-07-13 18:06:21,549 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:10, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8445, loss_cls: 1.4380, loss: 1.4380, grad_norm: 10.0039 2021-07-13 18:06:32,523 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8438, loss_cls: 1.5288, loss: 1.5288, grad_norm: 10.2504 2021-07-13 18:06:34,837 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-07-13 18:07:40,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-13 18:07:40,186 - mmaction - INFO - top1_acc 0.4765 top5_acc 0.7667 2021-07-13 18:07:40,186 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-13 18:07:40,197 - mmaction - INFO - mean_acc 0.4312 2021-07-13 18:07:40,519 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-07-13 18:07:40,519 - mmaction - INFO - Best top1_acc is 0.4765 at 50 epoch. 2021-07-13 18:07:40,523 - mmaction - INFO - Epoch(val) [50][181] top1_acc: 0.4765, top5_acc: 0.7667, mean_class_accuracy: 0.4312