2021-07-12 09:54:38,793 - 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+d4450e2 ------------------------------------------------------------ 2021-07-12 09:54:38,793 - mmaction - INFO - Distributed training: True 2021-07-12 09:54:39,186 - 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.AugMix'), 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.AugMix'), 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_augmix_1x1x8_50e_sthv1_rgb/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-07-12 09:54:45,552 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-07-12 09:54:46,472 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsm_r50_ptv_augmix_1x1x8_50e_sthv1_rgb 2021-07-12 09:54:46,473 - 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 -------------------- 2021-07-12 09:54:46,473 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-07-12 09:55:18,527 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 5:55:32, time: 1.602, data_time: 0.981, memory: 7066, top1_acc: 0.0047, top5_acc: 0.0359, loss_cls: 5.6194, loss: 5.6194, grad_norm: 3.9628 2021-07-12 09:55:30,067 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 20:20:13, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.0078, top5_acc: 0.0422, loss_cls: 5.7157, loss: 5.7157, grad_norm: 4.0810 2021-07-12 09:55:41,375 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 17:04:35, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.0070, top5_acc: 0.0430, loss_cls: 5.3039, loss: 5.3039, grad_norm: 2.7557 2021-07-12 09:55:53,368 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 15:35:59, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.0078, top5_acc: 0.0391, loss_cls: 5.1757, loss: 5.1757, grad_norm: 1.3481 2021-07-12 09:56:05,019 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 14:38:58, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0492, loss_cls: 5.1360, loss: 5.1360, grad_norm: 0.9469 2021-07-12 09:56:16,276 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 13:57:03, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0383, loss_cls: 5.1113, loss: 5.1113, grad_norm: 0.8800 2021-07-12 09:56:27,952 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 13:30:42, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0383, loss_cls: 5.0970, loss: 5.0970, grad_norm: 1.0928 2021-07-12 09:56:39,330 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 13:08:31, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0516, loss_cls: 5.0876, loss: 5.0876, grad_norm: 1.0163 2021-07-12 09:56:49,872 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 12:46:18, time: 0.528, data_time: 0.002, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0484, loss_cls: 5.0901, loss: 5.0901, grad_norm: 1.0686 2021-07-12 09:57:01,236 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 12:32:56, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0547, loss_cls: 5.0799, loss: 5.0799, grad_norm: 1.1581 2021-07-12 09:57:12,795 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 12:22:56, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0539, loss_cls: 5.0749, loss: 5.0749, grad_norm: 1.2170 2021-07-12 09:57:24,262 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 12:14:08, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0547, loss_cls: 5.0369, loss: 5.0369, grad_norm: 1.3257 2021-07-12 09:57:36,316 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 12:09:12, time: 0.602, data_time: 0.002, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0570, loss_cls: 5.0393, loss: 5.0393, grad_norm: 1.3250 2021-07-12 09:57:46,584 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 11:57:51, time: 0.514, data_time: 0.002, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0742, loss_cls: 5.0038, loss: 5.0038, grad_norm: 1.5090 2021-07-12 09:57:58,812 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 11:55:22, time: 0.612, data_time: 0.002, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0742, loss_cls: 5.0182, loss: 5.0182, grad_norm: 1.3648 2021-07-12 09:58:09,489 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 11:47:37, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0641, loss_cls: 4.9941, loss: 4.9941, grad_norm: 1.7408 2021-07-12 09:58:20,633 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 11:42:19, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0719, loss_cls: 4.9981, loss: 4.9981, grad_norm: 1.6925 2021-07-12 09:58:31,960 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 11:38:15, time: 0.568, data_time: 0.002, memory: 7066, top1_acc: 0.0234, top5_acc: 0.0734, loss_cls: 4.9930, loss: 4.9930, grad_norm: 1.4549 2021-07-12 09:58:43,046 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 11:33:48, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0852, loss_cls: 4.9645, loss: 4.9645, grad_norm: 1.7146 2021-07-12 09:58:54,813 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 11:31:40, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0953, loss_cls: 4.9464, loss: 4.9464, grad_norm: 1.8565 2021-07-12 09:59:06,568 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 11:29:44, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.0211, top5_acc: 0.0852, loss_cls: 4.9433, loss: 4.9433, grad_norm: 2.0993 2021-07-12 09:59:17,205 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 11:25:04, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.0281, top5_acc: 0.1000, loss_cls: 4.8951, loss: 4.8951, grad_norm: 1.9740 2021-07-12 09:59:28,764 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 11:23:05, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.0328, top5_acc: 0.1039, loss_cls: 4.9295, loss: 4.9295, grad_norm: 2.2053 2021-07-12 09:59:40,178 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 11:20:54, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.0297, top5_acc: 0.1055, loss_cls: 4.8980, loss: 4.8980, grad_norm: 1.8512 2021-07-12 09:59:50,805 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 11:17:06, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.0281, top5_acc: 0.1086, loss_cls: 4.8688, loss: 4.8688, grad_norm: 2.0282 2021-07-12 10:00:02,321 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 11:15:30, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1258, loss_cls: 4.8428, loss: 4.8428, grad_norm: 2.3332 2021-07-12 10:00:13,782 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 11:13:53, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.0344, top5_acc: 0.1070, loss_cls: 4.8756, loss: 4.8756, grad_norm: 2.1341 2021-07-12 10:00:24,781 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 11:11:27, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.0406, top5_acc: 0.1258, loss_cls: 4.8060, loss: 4.8060, grad_norm: 2.4143 2021-07-12 10:00:35,938 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 11:09:25, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.0344, top5_acc: 0.1187, loss_cls: 4.8267, loss: 4.8267, grad_norm: 2.2129 2021-07-12 10:00:47,097 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 11:07:37, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.0469, top5_acc: 0.1453, loss_cls: 4.7730, loss: 4.7730, grad_norm: 2.5738 2021-07-12 10:00:58,999 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 11:07:13, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.0312, top5_acc: 0.1375, loss_cls: 4.7971, loss: 4.7971, grad_norm: 2.4583 2021-07-12 10:01:10,078 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 11:05:22, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.0375, top5_acc: 0.1492, loss_cls: 4.7848, loss: 4.7848, grad_norm: 2.6291 2021-07-12 10:01:21,545 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 11:04:18, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.0469, top5_acc: 0.1445, loss_cls: 4.7609, loss: 4.7609, grad_norm: 2.7342 2021-07-12 10:01:33,060 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 11:03:21, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.0398, top5_acc: 0.1570, loss_cls: 4.7272, loss: 4.7272, grad_norm: 2.8013 2021-07-12 10:01:44,445 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 11:02:15, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.0406, top5_acc: 0.1469, loss_cls: 4.7627, loss: 4.7627, grad_norm: 2.6010 2021-07-12 10:01:56,036 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 11:01:30, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.0445, top5_acc: 0.1617, loss_cls: 4.7338, loss: 4.7338, grad_norm: 2.6039 2021-07-12 10:02:06,996 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 10:59:49, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.0500, top5_acc: 0.1625, loss_cls: 4.7261, loss: 4.7261, grad_norm: 3.1578 2021-07-12 10:02:18,111 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 10:58:31, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.0516, top5_acc: 0.1719, loss_cls: 4.7140, loss: 4.7140, grad_norm: 2.7099 2021-07-12 10:02:29,456 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 10:57:31, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.0461, top5_acc: 0.1617, loss_cls: 4.6754, loss: 4.6754, grad_norm: 2.7774 2021-07-12 10:02:40,563 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 10:56:16, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.0469, top5_acc: 0.1758, loss_cls: 4.6867, loss: 4.6867, grad_norm: 2.9116 2021-07-12 10:02:52,661 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 10:56:25, time: 0.606, data_time: 0.002, memory: 7066, top1_acc: 0.0406, top5_acc: 0.1547, loss_cls: 4.7264, loss: 4.7264, grad_norm: 2.6318 2021-07-12 10:03:04,316 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 10:55:56, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.0602, top5_acc: 0.1906, loss_cls: 4.5873, loss: 4.5873, grad_norm: 3.2923 2021-07-12 10:03:15,485 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 10:54:53, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.0570, top5_acc: 0.1914, loss_cls: 4.6257, loss: 4.6257, grad_norm: 3.0972 2021-07-12 10:03:26,220 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 10:53:18, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.0492, top5_acc: 0.1695, loss_cls: 4.6511, loss: 4.6511, grad_norm: 2.9861 2021-07-12 10:03:37,844 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 10:52:51, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.0570, top5_acc: 0.1883, loss_cls: 4.6034, loss: 4.6034, grad_norm: 3.0637 2021-07-12 10:03:48,899 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 10:51:45, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.0477, top5_acc: 0.1945, loss_cls: 4.5829, loss: 4.5829, grad_norm: 3.3330 2021-07-12 10:04:00,399 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 10:51:14, time: 0.576, data_time: 0.002, memory: 7066, top1_acc: 0.0602, top5_acc: 0.1984, loss_cls: 4.5943, loss: 4.5943, grad_norm: 3.0655 2021-07-12 10:04:11,721 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 10:50:28, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.0602, top5_acc: 0.1766, loss_cls: 4.6120, loss: 4.6120, grad_norm: 3.1198 2021-07-12 10:04:22,721 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 10:49:26, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.0719, top5_acc: 0.2148, loss_cls: 4.5302, loss: 4.5302, grad_norm: 3.2499 2021-07-12 10:04:34,497 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 10:49:15, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.0547, top5_acc: 0.1945, loss_cls: 4.6258, loss: 4.6258, grad_norm: 3.1093 2021-07-12 10:04:45,791 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 10:48:33, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.0617, top5_acc: 0.2039, loss_cls: 4.5423, loss: 4.5423, grad_norm: 3.3231 2021-07-12 10:04:56,211 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 10:46:56, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.0773, top5_acc: 0.2062, loss_cls: 4.5120, loss: 4.5120, grad_norm: 3.5588 2021-07-12 10:05:08,102 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 10:46:55, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.0602, top5_acc: 0.2141, loss_cls: 4.5271, loss: 4.5271, grad_norm: 3.5316 2021-07-12 10:05:19,024 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 10:45:52, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.0719, top5_acc: 0.2195, loss_cls: 4.4471, loss: 4.4471, grad_norm: 3.4339 2021-07-12 10:05:30,913 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 10:45:53, time: 0.596, data_time: 0.002, memory: 7066, top1_acc: 0.0586, top5_acc: 0.1898, loss_cls: 4.5465, loss: 4.5465, grad_norm: 3.2448 2021-07-12 10:05:41,889 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 10:44:57, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0672, top5_acc: 0.2313, loss_cls: 4.4910, loss: 4.4910, grad_norm: 3.4074 2021-07-12 10:05:53,170 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 10:44:20, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.0680, top5_acc: 0.2195, loss_cls: 4.4900, loss: 4.4900, grad_norm: 3.6730 2021-07-12 10:06:05,402 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 10:44:40, time: 0.612, data_time: 0.002, memory: 7066, top1_acc: 0.0852, top5_acc: 0.2328, loss_cls: 4.4162, loss: 4.4162, grad_norm: 3.5226 2021-07-12 10:06:15,978 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 10:43:25, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.0805, top5_acc: 0.2367, loss_cls: 4.4259, loss: 4.4259, grad_norm: 3.7597 2021-07-12 10:06:27,804 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 10:43:21, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.0711, top5_acc: 0.2273, loss_cls: 4.4791, loss: 4.4791, grad_norm: 3.7477 2021-07-12 10:06:38,809 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 10:42:32, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.0750, top5_acc: 0.2430, loss_cls: 4.4216, loss: 4.4216, grad_norm: 3.6697 2021-07-12 10:06:50,095 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 10:41:59, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.0773, top5_acc: 0.2531, loss_cls: 4.3773, loss: 4.3773, grad_norm: 3.8473 2021-07-12 10:07:02,062 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 10:42:03, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.0805, top5_acc: 0.2406, loss_cls: 4.4509, loss: 4.4509, grad_norm: 3.7825 2021-07-12 10:07:13,600 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 10:41:45, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.0906, top5_acc: 0.2430, loss_cls: 4.3934, loss: 4.3934, grad_norm: 3.8150 2021-07-12 10:07:24,634 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 10:40:59, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.0969, top5_acc: 0.2523, loss_cls: 4.3314, loss: 4.3314, grad_norm: 3.7193 2021-07-12 10:07:35,876 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 10:40:28, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.0883, top5_acc: 0.2539, loss_cls: 4.3423, loss: 4.3423, grad_norm: 3.8837 2021-07-12 10:07:46,503 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 10:39:25, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.0875, top5_acc: 0.2516, loss_cls: 4.3232, loss: 4.3232, grad_norm: 4.1035 2021-07-12 10:07:48,070 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-07-12 10:08:02,722 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 10:39:00, time: 0.717, data_time: 0.231, memory: 7066, top1_acc: 0.0781, top5_acc: 0.2672, loss_cls: 4.2907, loss: 4.2907, grad_norm: 3.7823 2021-07-12 10:08:14,682 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 10:39:03, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.0938, top5_acc: 0.2617, loss_cls: 4.3092, loss: 4.3092, grad_norm: 4.0328 2021-07-12 10:08:26,056 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 10:38:39, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.1062, top5_acc: 0.2820, loss_cls: 4.2917, loss: 4.2917, grad_norm: 3.7354 2021-07-12 10:08:37,096 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 10:38:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.0992, top5_acc: 0.2727, loss_cls: 4.2852, loss: 4.2852, grad_norm: 4.2086 2021-07-12 10:08:47,915 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 10:37:11, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.0984, top5_acc: 0.2664, loss_cls: 4.3031, loss: 4.3031, grad_norm: 3.9888 2021-07-12 10:08:59,088 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 10:36:39, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.1070, top5_acc: 0.2789, loss_cls: 4.2167, loss: 4.2167, grad_norm: 3.8476 2021-07-12 10:09:10,190 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 10:36:06, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.1133, top5_acc: 0.3016, loss_cls: 4.1647, loss: 4.1647, grad_norm: 4.3203 2021-07-12 10:09:21,779 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 10:35:53, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.0898, top5_acc: 0.2820, loss_cls: 4.2580, loss: 4.2580, grad_norm: 4.0258 2021-07-12 10:09:33,489 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 10:35:46, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.1055, top5_acc: 0.2977, loss_cls: 4.2069, loss: 4.2069, grad_norm: 4.3062 2021-07-12 10:09:44,060 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 10:34:50, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.1078, top5_acc: 0.2836, loss_cls: 4.2596, loss: 4.2596, grad_norm: 3.9018 2021-07-12 10:09:55,622 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 10:34:37, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.1203, top5_acc: 0.3031, loss_cls: 4.1954, loss: 4.1954, grad_norm: 4.1658 2021-07-12 10:10:06,246 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 10:33:46, time: 0.532, data_time: 0.002, memory: 7066, top1_acc: 0.1383, top5_acc: 0.3227, loss_cls: 4.0896, loss: 4.0896, grad_norm: 4.2562 2021-07-12 10:10:18,148 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 10:33:46, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.1211, top5_acc: 0.3156, loss_cls: 4.1325, loss: 4.1325, grad_norm: 4.4689 2021-07-12 10:10:28,903 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 10:33:02, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.1313, top5_acc: 0.3289, loss_cls: 4.0979, loss: 4.0979, grad_norm: 4.1098 2021-07-12 10:10:40,324 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 10:32:44, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.1164, top5_acc: 0.3086, loss_cls: 4.1126, loss: 4.1126, grad_norm: 4.3967 2021-07-12 10:10:50,965 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 10:31:55, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.1055, top5_acc: 0.3211, loss_cls: 4.0992, loss: 4.0992, grad_norm: 4.4782 2021-07-12 10:11:02,091 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 10:31:27, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.1297, top5_acc: 0.3203, loss_cls: 4.1058, loss: 4.1058, grad_norm: 4.2070 2021-07-12 10:11:12,902 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 10:30:47, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.1242, top5_acc: 0.3492, loss_cls: 4.1058, loss: 4.1058, grad_norm: 4.2849 2021-07-12 10:11:24,054 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 10:30:20, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1258, top5_acc: 0.3469, loss_cls: 4.0338, loss: 4.0338, grad_norm: 4.3947 2021-07-12 10:11:35,203 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 10:29:54, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1062, top5_acc: 0.3445, loss_cls: 4.0218, loss: 4.0218, grad_norm: 4.6003 2021-07-12 10:11:46,520 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 10:29:34, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.1633, top5_acc: 0.3609, loss_cls: 3.9309, loss: 3.9309, grad_norm: 4.5247 2021-07-12 10:11:56,923 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 10:28:41, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.1273, top5_acc: 0.3258, loss_cls: 4.1034, loss: 4.1034, grad_norm: 4.3067 2021-07-12 10:12:08,706 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 10:28:39, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.1359, top5_acc: 0.3461, loss_cls: 4.0357, loss: 4.0357, grad_norm: 4.6244 2021-07-12 10:12:20,107 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 10:28:23, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.1469, top5_acc: 0.3477, loss_cls: 4.0034, loss: 4.0034, grad_norm: 4.5366 2021-07-12 10:12:30,968 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 10:27:47, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.1344, top5_acc: 0.3414, loss_cls: 4.0088, loss: 4.0088, grad_norm: 4.6538 2021-07-12 10:12:42,426 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 10:27:34, time: 0.574, data_time: 0.002, memory: 7066, top1_acc: 0.1445, top5_acc: 0.3539, loss_cls: 3.9882, loss: 3.9882, grad_norm: 4.7587 2021-07-12 10:12:53,821 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 10:27:18, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.1414, top5_acc: 0.3602, loss_cls: 3.9818, loss: 3.9818, grad_norm: 4.5448 2021-07-12 10:13:04,934 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 10:26:53, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.1430, top5_acc: 0.3617, loss_cls: 3.9125, loss: 3.9125, grad_norm: 4.6710 2021-07-12 10:13:15,849 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 10:26:21, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1320, top5_acc: 0.3563, loss_cls: 3.9644, loss: 3.9644, grad_norm: 4.6729 2021-07-12 10:13:27,183 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 10:26:03, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.1547, top5_acc: 0.3852, loss_cls: 3.8755, loss: 3.8755, grad_norm: 4.6673 2021-07-12 10:13:38,611 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 10:25:50, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.1305, top5_acc: 0.3812, loss_cls: 3.9340, loss: 3.9340, grad_norm: 4.8127 2021-07-12 10:13:49,968 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 10:25:33, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.1406, top5_acc: 0.3461, loss_cls: 3.9910, loss: 3.9910, grad_norm: 4.6130 2021-07-12 10:14:02,030 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 10:25:40, time: 0.605, data_time: 0.002, memory: 7066, top1_acc: 0.1492, top5_acc: 0.3742, loss_cls: 3.9141, loss: 3.9141, grad_norm: 4.6894 2021-07-12 10:14:12,731 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 10:25:03, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.1602, top5_acc: 0.3727, loss_cls: 3.8821, loss: 3.8821, grad_norm: 4.6305 2021-07-12 10:14:23,748 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 10:24:36, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1453, top5_acc: 0.3711, loss_cls: 3.8898, loss: 3.8898, grad_norm: 4.5977 2021-07-12 10:14:35,768 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 10:24:41, time: 0.601, data_time: 0.000, memory: 7066, top1_acc: 0.1602, top5_acc: 0.3836, loss_cls: 3.9101, loss: 3.9101, grad_norm: 4.6201 2021-07-12 10:14:46,804 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 10:24:15, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1586, top5_acc: 0.3688, loss_cls: 3.8660, loss: 3.8660, grad_norm: 4.7129 2021-07-12 10:14:57,378 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 10:23:35, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.1625, top5_acc: 0.3828, loss_cls: 3.8228, loss: 3.8228, grad_norm: 4.9742 2021-07-12 10:15:08,721 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 10:23:19, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.1641, top5_acc: 0.3703, loss_cls: 3.8709, loss: 3.8709, grad_norm: 4.9008 2021-07-12 10:15:19,935 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 10:22:59, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.1820, top5_acc: 0.3937, loss_cls: 3.8760, loss: 3.8760, grad_norm: 4.9334 2021-07-12 10:15:30,888 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 10:22:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.1555, top5_acc: 0.3797, loss_cls: 3.9196, loss: 3.9196, grad_norm: 4.9849 2021-07-12 10:15:42,160 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 10:22:14, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.1766, top5_acc: 0.3781, loss_cls: 3.8406, loss: 3.8406, grad_norm: 4.6557 2021-07-12 10:15:54,177 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 10:22:19, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.1617, top5_acc: 0.3906, loss_cls: 3.8104, loss: 3.8104, grad_norm: 4.5450 2021-07-12 10:16:05,626 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 10:22:06, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.1836, top5_acc: 0.4070, loss_cls: 3.7451, loss: 3.7451, grad_norm: 4.9935 2021-07-12 10:16:16,768 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 10:21:45, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4055, loss_cls: 3.7657, loss: 3.7657, grad_norm: 5.0753 2021-07-12 10:16:27,496 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 10:21:12, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.1805, top5_acc: 0.4125, loss_cls: 3.7554, loss: 3.7554, grad_norm: 5.0337 2021-07-12 10:16:38,848 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 10:20:57, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.1859, top5_acc: 0.3836, loss_cls: 3.8004, loss: 3.8004, grad_norm: 4.6933 2021-07-12 10:16:50,412 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 10:20:48, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.1727, top5_acc: 0.3875, loss_cls: 3.8105, loss: 3.8105, grad_norm: 4.6224 2021-07-12 10:17:01,408 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 10:20:23, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.1641, top5_acc: 0.4047, loss_cls: 3.8020, loss: 3.8020, grad_norm: 4.6977 2021-07-12 10:17:12,573 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 10:20:04, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.1852, top5_acc: 0.4023, loss_cls: 3.7592, loss: 3.7592, grad_norm: 4.8682 2021-07-12 10:17:23,671 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 10:19:42, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.1789, top5_acc: 0.4102, loss_cls: 3.7246, loss: 3.7246, grad_norm: 4.7001 2021-07-12 10:17:35,794 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 10:19:49, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.1828, top5_acc: 0.4227, loss_cls: 3.6826, loss: 3.6826, grad_norm: 4.6838 2021-07-12 10:17:46,673 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 10:19:21, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.1789, top5_acc: 0.4305, loss_cls: 3.6935, loss: 3.6935, grad_norm: 4.7996 2021-07-12 10:17:57,753 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 10:19:00, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4477, loss_cls: 3.5724, loss: 3.5724, grad_norm: 5.1501 2021-07-12 10:18:09,218 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 10:18:48, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.1719, top5_acc: 0.4258, loss_cls: 3.7658, loss: 3.7658, grad_norm: 4.7166 2021-07-12 10:18:20,321 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 10:18:27, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4406, loss_cls: 3.6505, loss: 3.6505, grad_norm: 4.9910 2021-07-12 10:18:30,941 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 10:17:54, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.1766, top5_acc: 0.4250, loss_cls: 3.6682, loss: 3.6682, grad_norm: 5.1052 2021-07-12 10:18:42,361 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 10:17:42, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4453, loss_cls: 3.6336, loss: 3.6336, grad_norm: 4.8147 2021-07-12 10:18:53,762 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 10:17:29, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.1820, top5_acc: 0.3961, loss_cls: 3.7217, loss: 3.7217, grad_norm: 4.8357 2021-07-12 10:19:05,010 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 10:17:13, time: 0.563, data_time: 0.003, memory: 7066, top1_acc: 0.1938, top5_acc: 0.4383, loss_cls: 3.6126, loss: 3.6126, grad_norm: 4.9916 2021-07-12 10:19:15,804 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 10:16:44, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.1961, top5_acc: 0.4352, loss_cls: 3.6090, loss: 3.6090, grad_norm: 4.9855 2021-07-12 10:19:27,388 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 10:16:37, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.2062, top5_acc: 0.4352, loss_cls: 3.6134, loss: 3.6134, grad_norm: 4.9389 2021-07-12 10:19:38,644 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 10:16:21, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.1898, top5_acc: 0.4437, loss_cls: 3.6019, loss: 3.6019, grad_norm: 4.9566 2021-07-12 10:19:49,570 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 10:15:56, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1883, top5_acc: 0.4344, loss_cls: 3.6569, loss: 3.6569, grad_norm: 5.0107 2021-07-12 10:20:01,255 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 10:15:51, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.2047, top5_acc: 0.4500, loss_cls: 3.5851, loss: 3.5851, grad_norm: 4.9277 2021-07-12 10:20:12,131 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 10:15:26, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.1930, top5_acc: 0.4445, loss_cls: 3.6225, loss: 3.6225, grad_norm: 5.1768 2021-07-12 10:20:23,108 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 10:15:04, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2016, top5_acc: 0.4398, loss_cls: 3.6284, loss: 3.6284, grad_norm: 5.1829 2021-07-12 10:20:24,783 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-07-12 10:21:39,184 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 10:21:39,422 - mmaction - INFO - top1_acc 0.1622 top5_acc 0.3671 2021-07-12 10:21:39,423 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 10:21:39,436 - mmaction - INFO - mean_acc 0.1426 2021-07-12 10:21:39,766 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-07-12 10:21:39,766 - mmaction - INFO - Best top1_acc is 0.1622 at 2 epoch. 2021-07-12 10:21:39,774 - mmaction - INFO - Epoch(val) [2][181] top1_acc: 0.1622, top5_acc: 0.3671, mean_class_accuracy: 0.1426 2021-07-12 10:21:54,496 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 10:15:00, time: 0.736, data_time: 0.257, memory: 7066, top1_acc: 0.1992, top5_acc: 0.4266, loss_cls: 3.6484, loss: 3.6484, grad_norm: 4.8458 2021-07-12 10:22:06,350 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 10:14:58, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.2156, top5_acc: 0.4609, loss_cls: 3.5647, loss: 3.5647, grad_norm: 5.0414 2021-07-12 10:22:17,254 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 10:14:34, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.2156, top5_acc: 0.4648, loss_cls: 3.5311, loss: 3.5311, grad_norm: 5.3122 2021-07-12 10:22:28,679 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 10:14:22, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4617, loss_cls: 3.4722, loss: 3.4722, grad_norm: 5.0343 2021-07-12 10:22:39,607 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 10:13:59, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.1992, top5_acc: 0.4492, loss_cls: 3.5430, loss: 3.5430, grad_norm: 5.3301 2021-07-12 10:22:51,043 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 10:13:47, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.2086, top5_acc: 0.4547, loss_cls: 3.5362, loss: 3.5362, grad_norm: 4.9913 2021-07-12 10:23:01,746 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 10:13:20, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4727, loss_cls: 3.5466, loss: 3.5466, grad_norm: 5.1786 2021-07-12 10:23:13,467 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 10:13:15, time: 0.587, data_time: 0.002, memory: 7066, top1_acc: 0.2242, top5_acc: 0.4961, loss_cls: 3.3987, loss: 3.3987, grad_norm: 5.1464 2021-07-12 10:23:24,776 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 10:13:01, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4703, loss_cls: 3.4627, loss: 3.4627, grad_norm: 5.2365 2021-07-12 10:23:35,941 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 10:12:44, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4703, loss_cls: 3.5060, loss: 3.5060, grad_norm: 5.1709 2021-07-12 10:23:47,213 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 10:12:29, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.2172, top5_acc: 0.4969, loss_cls: 3.4449, loss: 3.4449, grad_norm: 5.1090 2021-07-12 10:23:58,855 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 10:12:23, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.2109, top5_acc: 0.4633, loss_cls: 3.5121, loss: 3.5121, grad_norm: 5.3892 2021-07-12 10:24:10,335 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 10:12:12, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4789, loss_cls: 3.4984, loss: 3.4984, grad_norm: 5.1707 2021-07-12 10:24:21,469 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 10:11:54, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.2211, top5_acc: 0.5031, loss_cls: 3.4382, loss: 3.4382, grad_norm: 5.2189 2021-07-12 10:24:32,422 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 10:11:33, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.2359, top5_acc: 0.4758, loss_cls: 3.5053, loss: 3.5053, grad_norm: 5.1940 2021-07-12 10:24:43,797 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 10:11:21, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4773, loss_cls: 3.4751, loss: 3.4751, grad_norm: 5.2991 2021-07-12 10:24:55,092 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 10:11:07, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.2172, top5_acc: 0.4664, loss_cls: 3.4900, loss: 3.4900, grad_norm: 5.1950 2021-07-12 10:25:06,405 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 10:10:53, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.2203, top5_acc: 0.4469, loss_cls: 3.5663, loss: 3.5663, grad_norm: 5.2468 2021-07-12 10:25:17,443 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 10:10:33, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4672, loss_cls: 3.4380, loss: 3.4380, grad_norm: 5.1543 2021-07-12 10:25:28,477 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 10:10:14, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4836, loss_cls: 3.4584, loss: 3.4584, grad_norm: 5.3000 2021-07-12 10:25:39,662 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 10:09:58, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.2492, top5_acc: 0.4813, loss_cls: 3.4629, loss: 3.4629, grad_norm: 5.1510 2021-07-12 10:25:50,776 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 10:09:41, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4930, loss_cls: 3.4032, loss: 3.4032, grad_norm: 5.2815 2021-07-12 10:26:01,912 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 10:09:24, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2453, top5_acc: 0.4945, loss_cls: 3.4126, loss: 3.4126, grad_norm: 5.2380 2021-07-12 10:26:12,967 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 10:09:05, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2297, top5_acc: 0.5000, loss_cls: 3.3853, loss: 3.3853, grad_norm: 5.5180 2021-07-12 10:26:23,824 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 10:08:43, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2437, top5_acc: 0.5062, loss_cls: 3.3504, loss: 3.3504, grad_norm: 5.5232 2021-07-12 10:26:34,979 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 10:08:26, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4852, loss_cls: 3.4240, loss: 3.4240, grad_norm: 5.1002 2021-07-12 10:26:46,837 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 10:08:24, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.2305, top5_acc: 0.4852, loss_cls: 3.4065, loss: 3.4065, grad_norm: 5.3187 2021-07-12 10:26:57,500 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 10:07:58, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.2344, top5_acc: 0.4805, loss_cls: 3.4724, loss: 3.4724, grad_norm: 5.5236 2021-07-12 10:27:09,040 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 10:07:49, time: 0.578, data_time: 0.003, memory: 7066, top1_acc: 0.2266, top5_acc: 0.4898, loss_cls: 3.4084, loss: 3.4084, grad_norm: 5.2813 2021-07-12 10:27:19,715 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 10:07:24, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.5094, loss_cls: 3.3819, loss: 3.3819, grad_norm: 5.3669 2021-07-12 10:27:31,095 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 10:07:12, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.5023, loss_cls: 3.3823, loss: 3.3823, grad_norm: 5.4436 2021-07-12 10:27:42,233 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 10:06:56, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2469, top5_acc: 0.4758, loss_cls: 3.4068, loss: 3.4068, grad_norm: 5.2203 2021-07-12 10:27:53,315 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 10:06:38, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2164, top5_acc: 0.4727, loss_cls: 3.4822, loss: 3.4822, grad_norm: 5.2768 2021-07-12 10:28:04,205 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 10:06:17, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.2359, top5_acc: 0.5156, loss_cls: 3.3412, loss: 3.3412, grad_norm: 5.2869 2021-07-12 10:28:15,569 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 10:06:06, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5070, loss_cls: 3.3613, loss: 3.3613, grad_norm: 5.4455 2021-07-12 10:28:26,994 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 10:05:55, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.2391, top5_acc: 0.5078, loss_cls: 3.3323, loss: 3.3323, grad_norm: 5.2042 2021-07-12 10:28:37,774 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 10:05:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.2086, top5_acc: 0.4984, loss_cls: 3.3848, loss: 3.3848, grad_norm: 5.3441 2021-07-12 10:28:49,088 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 10:05:19, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.2391, top5_acc: 0.4945, loss_cls: 3.3351, loss: 3.3351, grad_norm: 5.1221 2021-07-12 10:29:00,023 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 10:05:00, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5250, loss_cls: 3.2841, loss: 3.2841, grad_norm: 5.1839 2021-07-12 10:29:11,379 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 10:04:48, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.2352, top5_acc: 0.4883, loss_cls: 3.4362, loss: 3.4362, grad_norm: 5.2826 2021-07-12 10:29:22,034 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 10:04:23, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.2422, top5_acc: 0.4984, loss_cls: 3.3693, loss: 3.3693, grad_norm: 5.4017 2021-07-12 10:29:34,245 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 10:04:27, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.2437, top5_acc: 0.5008, loss_cls: 3.3688, loss: 3.3688, grad_norm: 5.2864 2021-07-12 10:29:45,676 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 10:04:16, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.2383, top5_acc: 0.4945, loss_cls: 3.3565, loss: 3.3565, grad_norm: 5.3462 2021-07-12 10:29:57,062 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 10:04:05, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.2602, top5_acc: 0.5328, loss_cls: 3.2979, loss: 3.2979, grad_norm: 5.4814 2021-07-12 10:30:08,346 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 10:03:52, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.2453, top5_acc: 0.4992, loss_cls: 3.3354, loss: 3.3354, grad_norm: 5.3073 2021-07-12 10:30:19,104 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 10:03:29, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.2437, top5_acc: 0.5102, loss_cls: 3.3171, loss: 3.3171, grad_norm: 5.3667 2021-07-12 10:30:30,502 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 10:03:18, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5023, loss_cls: 3.3540, loss: 3.3540, grad_norm: 4.9582 2021-07-12 10:30:41,630 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 10:03:02, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5250, loss_cls: 3.2352, loss: 3.2352, grad_norm: 5.4462 2021-07-12 10:30:52,653 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 10:02:45, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5250, loss_cls: 3.2655, loss: 3.2655, grad_norm: 5.3492 2021-07-12 10:31:04,402 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 10:02:40, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5328, loss_cls: 3.2038, loss: 3.2038, grad_norm: 5.5403 2021-07-12 10:31:15,397 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 10:02:22, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5336, loss_cls: 3.2502, loss: 3.2502, grad_norm: 5.2805 2021-07-12 10:31:26,376 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 10:02:04, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2562, top5_acc: 0.5023, loss_cls: 3.2633, loss: 3.2633, grad_norm: 5.0599 2021-07-12 10:31:37,860 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 10:01:54, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5258, loss_cls: 3.2657, loss: 3.2657, grad_norm: 5.2846 2021-07-12 10:31:48,710 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 10:01:34, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5375, loss_cls: 3.1722, loss: 3.1722, grad_norm: 5.6058 2021-07-12 10:32:00,449 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 10:01:29, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5242, loss_cls: 3.2879, loss: 3.2879, grad_norm: 5.5133 2021-07-12 10:32:12,520 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 10:01:29, time: 0.604, data_time: 0.002, memory: 7066, top1_acc: 0.2570, top5_acc: 0.5156, loss_cls: 3.2787, loss: 3.2787, grad_norm: 5.2091 2021-07-12 10:32:24,003 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 10:01:20, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5227, loss_cls: 3.2605, loss: 3.2605, grad_norm: 5.4564 2021-07-12 10:32:35,422 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 10:01:09, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5188, loss_cls: 3.2978, loss: 3.2978, grad_norm: 5.2931 2021-07-12 10:32:46,622 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 10:00:54, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2570, top5_acc: 0.5102, loss_cls: 3.2787, loss: 3.2787, grad_norm: 5.4530 2021-07-12 10:32:58,533 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 10:00:52, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5047, loss_cls: 3.3213, loss: 3.3213, grad_norm: 5.2798 2021-07-12 10:33:10,411 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 10:00:49, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.2539, top5_acc: 0.5164, loss_cls: 3.3082, loss: 3.3082, grad_norm: 5.3198 2021-07-12 10:33:22,213 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 10:00:43, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5312, loss_cls: 3.2351, loss: 3.2351, grad_norm: 5.2541 2021-07-12 10:33:33,632 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 10:00:33, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5320, loss_cls: 3.1920, loss: 3.1920, grad_norm: 5.3343 2021-07-12 10:33:45,690 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 10:00:32, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5523, loss_cls: 3.1732, loss: 3.1732, grad_norm: 5.5368 2021-07-12 10:33:57,737 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 10:00:31, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.2836, top5_acc: 0.5305, loss_cls: 3.2204, loss: 3.2204, grad_norm: 5.3045 2021-07-12 10:34:09,309 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 10:00:23, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.2625, top5_acc: 0.5203, loss_cls: 3.2168, loss: 3.2168, grad_norm: 5.3135 2021-07-12 10:34:21,816 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 10:00:29, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.2750, top5_acc: 0.5563, loss_cls: 3.1742, loss: 3.1742, grad_norm: 5.4775 2021-07-12 10:34:23,070 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-07-12 10:34:38,841 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 10:00:33, time: 0.771, data_time: 0.188, memory: 7066, top1_acc: 0.2664, top5_acc: 0.5328, loss_cls: 3.2347, loss: 3.2347, grad_norm: 5.1420 2021-07-12 10:34:51,143 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 10:00:36, time: 0.617, data_time: 0.002, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5453, loss_cls: 3.1061, loss: 3.1061, grad_norm: 5.4646 2021-07-12 10:35:03,970 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 10:00:47, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.2617, top5_acc: 0.5195, loss_cls: 3.1917, loss: 3.1917, grad_norm: 5.6597 2021-07-12 10:35:15,618 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 10:00:39, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5680, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.5044 2021-07-12 10:35:28,746 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 10:00:53, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5500, loss_cls: 3.1317, loss: 3.1317, grad_norm: 5.5994 2021-07-12 10:35:40,497 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 10:00:47, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5547, loss_cls: 3.1535, loss: 3.1535, grad_norm: 5.6994 2021-07-12 10:35:52,659 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 10:00:47, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5297, loss_cls: 3.2556, loss: 3.2556, grad_norm: 5.5493 2021-07-12 10:36:05,291 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 10:00:53, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5383, loss_cls: 3.1885, loss: 3.1885, grad_norm: 5.1814 2021-07-12 10:36:17,638 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 10:00:55, time: 0.618, data_time: 0.002, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5398, loss_cls: 3.1727, loss: 3.1727, grad_norm: 5.5977 2021-07-12 10:36:28,986 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 10:00:43, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5141, loss_cls: 3.2236, loss: 3.2236, grad_norm: 5.6019 2021-07-12 10:36:41,162 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 10:00:42, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5594, loss_cls: 3.1328, loss: 3.1328, grad_norm: 5.6060 2021-07-12 10:36:53,539 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 10:00:44, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5344, loss_cls: 3.2099, loss: 3.2099, grad_norm: 5.5197 2021-07-12 10:37:05,255 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 10:00:37, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5672, loss_cls: 3.0275, loss: 3.0275, grad_norm: 5.6045 2021-07-12 10:37:16,797 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 10:00:27, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5609, loss_cls: 3.0696, loss: 3.0696, grad_norm: 5.5862 2021-07-12 10:37:29,156 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 10:00:29, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.2664, top5_acc: 0.5484, loss_cls: 3.1567, loss: 3.1567, grad_norm: 5.7253 2021-07-12 10:37:42,027 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 10:00:38, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5500, loss_cls: 3.1685, loss: 3.1685, grad_norm: 5.6586 2021-07-12 10:37:53,243 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 10:00:22, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.2656, top5_acc: 0.5367, loss_cls: 3.1957, loss: 3.1957, grad_norm: 5.5520 2021-07-12 10:38:06,410 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 10:00:35, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5437, loss_cls: 3.1107, loss: 3.1107, grad_norm: 5.4691 2021-07-12 10:38:18,643 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 10:00:35, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5734, loss_cls: 3.0173, loss: 3.0173, grad_norm: 5.3950 2021-07-12 10:38:30,369 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 10:00:27, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5578, loss_cls: 3.1260, loss: 3.1260, grad_norm: 5.5473 2021-07-12 10:38:42,536 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 10:00:25, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5414, loss_cls: 3.1320, loss: 3.1320, grad_norm: 5.5218 2021-07-12 10:38:55,199 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 10:00:31, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5539, loss_cls: 3.1290, loss: 3.1290, grad_norm: 5.5458 2021-07-12 10:39:07,899 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 10:00:36, time: 0.635, data_time: 0.001, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5641, loss_cls: 3.0658, loss: 3.0658, grad_norm: 5.7571 2021-07-12 10:39:19,506 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 10:00:27, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5563, loss_cls: 3.1062, loss: 3.1062, grad_norm: 5.3742 2021-07-12 10:39:31,749 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 10:00:25, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5555, loss_cls: 3.0877, loss: 3.0877, grad_norm: 5.7112 2021-07-12 10:39:43,510 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 10:00:17, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5742, loss_cls: 3.0492, loss: 3.0492, grad_norm: 5.5931 2021-07-12 10:39:55,436 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 10:00:12, time: 0.598, data_time: 0.003, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5430, loss_cls: 3.2052, loss: 3.2052, grad_norm: 5.4065 2021-07-12 10:40:08,615 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 10:00:24, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5594, loss_cls: 3.0673, loss: 3.0673, grad_norm: 5.5919 2021-07-12 10:40:20,709 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 10:00:20, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5555, loss_cls: 3.1155, loss: 3.1155, grad_norm: 5.4286 2021-07-12 10:40:32,212 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 10:00:09, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5766, loss_cls: 3.0081, loss: 3.0081, grad_norm: 5.7994 2021-07-12 10:40:44,503 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 10:00:08, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5594, loss_cls: 3.0636, loss: 3.0636, grad_norm: 5.6190 2021-07-12 10:40:56,427 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 10:00:02, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5859, loss_cls: 3.0036, loss: 3.0036, grad_norm: 5.5666 2021-07-12 10:41:08,718 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 10:00:01, time: 0.614, data_time: 0.002, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5445, loss_cls: 3.1489, loss: 3.1489, grad_norm: 5.3671 2021-07-12 10:41:21,052 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 10:00:00, time: 0.618, data_time: 0.002, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5844, loss_cls: 2.9682, loss: 2.9682, grad_norm: 5.4550 2021-07-12 10:41:33,084 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 9:59:55, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.3172, top5_acc: 0.5828, loss_cls: 2.9992, loss: 2.9992, grad_norm: 5.5746 2021-07-12 10:41:45,129 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 9:59:51, time: 0.603, data_time: 0.002, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5711, loss_cls: 3.0606, loss: 3.0606, grad_norm: 5.5635 2021-07-12 10:41:56,500 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 9:59:38, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5367, loss_cls: 3.1385, loss: 3.1385, grad_norm: 5.2856 2021-07-12 10:42:08,403 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 9:59:31, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5695, loss_cls: 3.0125, loss: 3.0125, grad_norm: 5.5373 2021-07-12 10:42:20,833 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 9:59:31, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5805, loss_cls: 3.0636, loss: 3.0636, grad_norm: 5.5412 2021-07-12 10:42:32,745 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 9:59:25, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5633, loss_cls: 3.0581, loss: 3.0581, grad_norm: 5.6044 2021-07-12 10:42:45,129 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 9:59:24, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5695, loss_cls: 3.0919, loss: 3.0919, grad_norm: 5.4959 2021-07-12 10:42:56,634 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 9:59:13, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5633, loss_cls: 3.0954, loss: 3.0954, grad_norm: 5.5647 2021-07-12 10:43:08,275 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 9:59:02, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5758, loss_cls: 3.0226, loss: 3.0226, grad_norm: 5.3967 2021-07-12 10:43:20,530 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 9:59:00, time: 0.612, data_time: 0.002, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5867, loss_cls: 3.0531, loss: 3.0531, grad_norm: 5.5979 2021-07-12 10:43:32,094 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 9:58:49, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5633, loss_cls: 3.0371, loss: 3.0371, grad_norm: 5.6278 2021-07-12 10:43:44,345 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 9:58:46, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5594, loss_cls: 3.0041, loss: 3.0041, grad_norm: 5.4849 2021-07-12 10:43:56,187 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 9:58:39, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5563, loss_cls: 3.1454, loss: 3.1454, grad_norm: 5.5773 2021-07-12 10:44:09,051 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 9:58:44, time: 0.643, data_time: 0.001, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5719, loss_cls: 3.0829, loss: 3.0829, grad_norm: 5.5389 2021-07-12 10:44:20,732 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 9:58:34, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5953, loss_cls: 2.9947, loss: 2.9947, grad_norm: 5.8294 2021-07-12 10:44:32,425 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 9:58:24, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5484, loss_cls: 3.1672, loss: 3.1672, grad_norm: 5.3737 2021-07-12 10:44:44,900 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 9:58:24, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5648, loss_cls: 3.0135, loss: 3.0135, grad_norm: 5.4905 2021-07-12 10:44:55,942 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 9:58:07, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5578, loss_cls: 3.0931, loss: 3.0931, grad_norm: 5.3809 2021-07-12 10:45:09,179 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 9:58:16, time: 0.662, data_time: 0.001, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5695, loss_cls: 3.0440, loss: 3.0440, grad_norm: 5.4034 2021-07-12 10:45:20,681 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 9:58:04, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5547, loss_cls: 3.1116, loss: 3.1116, grad_norm: 5.5186 2021-07-12 10:45:33,628 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 9:58:09, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5813, loss_cls: 3.0075, loss: 3.0075, grad_norm: 5.6237 2021-07-12 10:45:45,396 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 9:58:00, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.2938, top5_acc: 0.5805, loss_cls: 2.9481, loss: 2.9481, grad_norm: 5.5213 2021-07-12 10:45:57,556 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 9:57:56, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5719, loss_cls: 3.0232, loss: 3.0232, grad_norm: 5.7170 2021-07-12 10:46:09,477 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 9:57:48, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5992, loss_cls: 2.9599, loss: 2.9599, grad_norm: 5.6011 2021-07-12 10:46:21,554 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 9:57:43, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6047, loss_cls: 2.8684, loss: 2.8684, grad_norm: 5.6639 2021-07-12 10:46:33,239 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 9:57:33, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5516, loss_cls: 3.1049, loss: 3.1049, grad_norm: 5.6049 2021-07-12 10:46:45,221 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 9:57:26, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5820, loss_cls: 3.0063, loss: 3.0063, grad_norm: 5.5533 2021-07-12 10:46:56,099 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 9:57:07, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5805, loss_cls: 3.0019, loss: 3.0019, grad_norm: 5.5132 2021-07-12 10:47:07,555 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 9:56:54, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.3047, top5_acc: 0.5750, loss_cls: 2.9605, loss: 2.9605, grad_norm: 5.7170 2021-07-12 10:47:18,424 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 9:56:34, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3008, top5_acc: 0.5891, loss_cls: 2.9532, loss: 2.9532, grad_norm: 5.5831 2021-07-12 10:47:30,182 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 9:56:25, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5867, loss_cls: 2.9557, loss: 2.9557, grad_norm: 5.7100 2021-07-12 10:47:42,351 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 9:56:20, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5711, loss_cls: 3.0401, loss: 3.0401, grad_norm: 5.8471 2021-07-12 10:47:53,414 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 9:56:03, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5547, loss_cls: 3.0898, loss: 3.0898, grad_norm: 5.6226 2021-07-12 10:47:54,658 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-07-12 10:48:52,376 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 10:48:52,527 - mmaction - INFO - top1_acc 0.2473 top5_acc 0.5164 2021-07-12 10:48:52,527 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 10:48:52,537 - mmaction - INFO - mean_acc 0.2203 2021-07-12 10:48:52,851 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-07-12 10:48:52,851 - mmaction - INFO - Best top1_acc is 0.2473 at 4 epoch. 2021-07-12 10:48:52,859 - mmaction - INFO - Epoch(val) [4][181] top1_acc: 0.2473, top5_acc: 0.5164, mean_class_accuracy: 0.2203 2021-07-12 10:49:07,945 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 9:55:56, time: 0.754, data_time: 0.394, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5766, loss_cls: 2.9894, loss: 2.9894, grad_norm: 5.4772 2021-07-12 10:49:20,064 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 9:55:51, time: 0.606, data_time: 0.004, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5727, loss_cls: 3.0104, loss: 3.0104, grad_norm: 5.6468 2021-07-12 10:49:31,014 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 9:55:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3219, top5_acc: 0.5938, loss_cls: 2.8779, loss: 2.8779, grad_norm: 5.8516 2021-07-12 10:49:42,593 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 9:55:21, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5961, loss_cls: 2.9475, loss: 2.9475, grad_norm: 5.7137 2021-07-12 10:49:54,527 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 9:55:13, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.3086, top5_acc: 0.5867, loss_cls: 2.9707, loss: 2.9707, grad_norm: 5.5728 2021-07-12 10:50:05,652 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 9:54:57, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5844, loss_cls: 2.9995, loss: 2.9995, grad_norm: 5.6416 2021-07-12 10:50:16,536 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 9:54:38, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5906, loss_cls: 3.0516, loss: 3.0516, grad_norm: 5.5935 2021-07-12 10:50:28,518 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 9:54:31, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5914, loss_cls: 2.9668, loss: 2.9668, grad_norm: 5.7119 2021-07-12 10:50:39,835 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 9:54:16, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5836, loss_cls: 2.9640, loss: 2.9640, grad_norm: 5.6007 2021-07-12 10:50:52,225 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 9:54:14, time: 0.621, data_time: 0.002, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5953, loss_cls: 2.9241, loss: 2.9241, grad_norm: 5.7048 2021-07-12 10:51:03,838 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 9:54:03, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5969, loss_cls: 2.8641, loss: 2.8641, grad_norm: 5.4890 2021-07-12 10:51:15,976 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 9:53:58, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5828, loss_cls: 2.9575, loss: 2.9575, grad_norm: 5.6120 2021-07-12 10:51:27,226 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 9:53:43, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5836, loss_cls: 2.9505, loss: 2.9505, grad_norm: 5.7634 2021-07-12 10:51:39,296 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 9:53:37, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5727, loss_cls: 3.0177, loss: 3.0177, grad_norm: 5.4679 2021-07-12 10:51:50,688 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 9:53:23, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6023, loss_cls: 2.8633, loss: 2.8633, grad_norm: 5.6711 2021-07-12 10:52:02,194 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 9:53:11, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.3250, top5_acc: 0.5859, loss_cls: 2.9197, loss: 2.9197, grad_norm: 5.5658 2021-07-12 10:52:12,857 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 9:52:50, time: 0.533, data_time: 0.002, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5898, loss_cls: 2.9437, loss: 2.9437, grad_norm: 5.7613 2021-07-12 10:52:23,944 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 9:52:33, time: 0.555, data_time: 0.006, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6148, loss_cls: 2.8390, loss: 2.8390, grad_norm: 5.5849 2021-07-12 10:52:36,002 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 9:52:27, time: 0.603, data_time: 0.003, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5898, loss_cls: 2.8993, loss: 2.8993, grad_norm: 5.8877 2021-07-12 10:52:46,621 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 9:52:05, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5938, loss_cls: 2.9247, loss: 2.9247, grad_norm: 5.3106 2021-07-12 10:52:57,344 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 9:51:45, time: 0.537, data_time: 0.061, memory: 7066, top1_acc: 0.3172, top5_acc: 0.6102, loss_cls: 2.9003, loss: 2.9003, grad_norm: 5.8437 2021-07-12 10:53:08,953 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 9:51:34, time: 0.580, data_time: 0.162, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5930, loss_cls: 2.8824, loss: 2.8824, grad_norm: 5.4471 2021-07-12 10:53:20,628 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 9:51:24, time: 0.583, data_time: 0.051, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5828, loss_cls: 2.9475, loss: 2.9475, grad_norm: 5.5348 2021-07-12 10:53:31,867 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 9:51:09, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5828, loss_cls: 3.0028, loss: 3.0028, grad_norm: 5.5230 2021-07-12 10:53:43,176 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 9:50:54, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6016, loss_cls: 2.8636, loss: 2.8636, grad_norm: 5.4831 2021-07-12 10:53:54,602 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 9:50:41, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5703, loss_cls: 2.9912, loss: 2.9912, grad_norm: 5.9549 2021-07-12 10:54:05,462 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 9:50:23, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6047, loss_cls: 2.9081, loss: 2.9081, grad_norm: 5.6081 2021-07-12 10:54:17,473 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 9:50:16, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.6078, loss_cls: 2.8969, loss: 2.8969, grad_norm: 5.6823 2021-07-12 10:54:28,604 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 9:50:00, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5977, loss_cls: 2.8960, loss: 2.8960, grad_norm: 5.4733 2021-07-12 10:54:39,889 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 9:49:46, time: 0.565, data_time: 0.002, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6148, loss_cls: 2.8708, loss: 2.8708, grad_norm: 5.6576 2021-07-12 10:54:51,107 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 9:49:31, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6117, loss_cls: 2.8744, loss: 2.8744, grad_norm: 5.5608 2021-07-12 10:55:02,248 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 9:49:15, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.3234, top5_acc: 0.6055, loss_cls: 2.8628, loss: 2.8628, grad_norm: 5.8537 2021-07-12 10:55:12,804 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 9:48:54, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6375, loss_cls: 2.8510, loss: 2.8510, grad_norm: 5.4678 2021-07-12 10:55:24,181 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 9:48:40, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5898, loss_cls: 2.9335, loss: 2.9335, grad_norm: 5.6344 2021-07-12 10:55:35,198 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 9:48:24, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.6016, loss_cls: 2.9643, loss: 2.9643, grad_norm: 5.7710 2021-07-12 10:55:46,123 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 9:48:06, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3266, top5_acc: 0.5984, loss_cls: 2.9034, loss: 2.9034, grad_norm: 5.5249 2021-07-12 10:55:58,183 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 9:47:59, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9379, loss: 2.9379, grad_norm: 5.5272 2021-07-12 10:56:09,541 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 9:47:46, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6039, loss_cls: 2.8938, loss: 2.8938, grad_norm: 5.6040 2021-07-12 10:56:20,604 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 9:47:30, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.6023, loss_cls: 2.8714, loss: 2.8714, grad_norm: 5.7622 2021-07-12 10:56:31,317 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 9:47:10, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6219, loss_cls: 2.8177, loss: 2.8177, grad_norm: 5.8419 2021-07-12 10:56:42,789 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 9:46:58, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.5852, loss_cls: 2.9216, loss: 2.9216, grad_norm: 5.9049 2021-07-12 10:56:53,738 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 9:46:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6047, loss_cls: 2.8861, loss: 2.8861, grad_norm: 5.5810 2021-07-12 10:57:05,505 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 9:46:31, time: 0.589, data_time: 0.002, memory: 7066, top1_acc: 0.3164, top5_acc: 0.6133, loss_cls: 2.8369, loss: 2.8369, grad_norm: 5.7901 2021-07-12 10:57:17,203 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 9:46:21, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5859, loss_cls: 2.9446, loss: 2.9446, grad_norm: 5.6341 2021-07-12 10:57:27,837 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 9:46:01, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6102, loss_cls: 2.8208, loss: 2.8208, grad_norm: 5.6618 2021-07-12 10:57:38,341 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 9:45:40, time: 0.526, data_time: 0.002, memory: 7066, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.9312, loss: 2.9312, grad_norm: 5.6425 2021-07-12 10:57:48,955 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 9:45:19, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6164, loss_cls: 2.8236, loss: 2.8236, grad_norm: 5.8378 2021-07-12 10:58:00,684 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 9:45:10, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6164, loss_cls: 2.8262, loss: 2.8262, grad_norm: 5.8454 2021-07-12 10:58:11,740 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 9:44:54, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6039, loss_cls: 2.8470, loss: 2.8470, grad_norm: 5.6479 2021-07-12 10:58:22,621 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 9:44:36, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6094, loss_cls: 2.8813, loss: 2.8813, grad_norm: 5.6904 2021-07-12 10:58:34,036 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 9:44:23, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6086, loss_cls: 2.8543, loss: 2.8543, grad_norm: 5.2600 2021-07-12 10:58:45,499 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 9:44:11, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5938, loss_cls: 2.9216, loss: 2.9216, grad_norm: 5.7269 2021-07-12 10:58:56,694 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 9:43:57, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6570, loss_cls: 2.6797, loss: 2.6797, grad_norm: 5.5190 2021-07-12 10:59:08,096 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 9:43:44, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.3219, top5_acc: 0.6133, loss_cls: 2.8779, loss: 2.8779, grad_norm: 5.8598 2021-07-12 10:59:18,857 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 9:43:25, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5914, loss_cls: 2.9218, loss: 2.9218, grad_norm: 5.7872 2021-07-12 10:59:30,253 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 9:43:12, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3172, top5_acc: 0.6055, loss_cls: 2.9613, loss: 2.9613, grad_norm: 5.4503 2021-07-12 10:59:41,256 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 9:42:56, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6008, loss_cls: 2.8651, loss: 2.8651, grad_norm: 5.7824 2021-07-12 10:59:52,462 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 9:42:42, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6156, loss_cls: 2.8105, loss: 2.8105, grad_norm: 5.6138 2021-07-12 11:00:03,608 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 9:42:27, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6055, loss_cls: 2.8765, loss: 2.8765, grad_norm: 5.7186 2021-07-12 11:00:14,206 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 9:42:07, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6047, loss_cls: 2.8013, loss: 2.8013, grad_norm: 5.7168 2021-07-12 11:00:25,221 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 9:41:51, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6086, loss_cls: 2.7944, loss: 2.7944, grad_norm: 5.8174 2021-07-12 11:00:36,507 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 9:41:37, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.6164, loss_cls: 2.8399, loss: 2.8399, grad_norm: 5.5063 2021-07-12 11:00:47,775 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 9:41:23, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6125, loss_cls: 2.8400, loss: 2.8400, grad_norm: 5.7585 2021-07-12 11:00:58,781 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 9:41:07, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6195, loss_cls: 2.8324, loss: 2.8324, grad_norm: 5.5301 2021-07-12 11:01:09,805 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 9:40:51, time: 0.550, data_time: 0.007, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6195, loss_cls: 2.7782, loss: 2.7782, grad_norm: 5.5767 2021-07-12 11:01:21,447 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 9:40:41, time: 0.583, data_time: 0.002, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6336, loss_cls: 2.7067, loss: 2.7067, grad_norm: 5.5192 2021-07-12 11:01:32,502 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 9:40:25, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6055, loss_cls: 2.8298, loss: 2.8298, grad_norm: 5.7865 2021-07-12 11:01:33,746 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-07-12 11:01:49,512 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 9:40:20, time: 0.768, data_time: 0.453, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6211, loss_cls: 2.8019, loss: 2.8019, grad_norm: 6.2035 2021-07-12 11:01:59,911 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 9:39:59, time: 0.521, data_time: 0.120, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6117, loss_cls: 2.8201, loss: 2.8201, grad_norm: 5.5920 2021-07-12 11:02:11,788 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 9:39:50, time: 0.594, data_time: 0.062, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6078, loss_cls: 2.8670, loss: 2.8670, grad_norm: 6.0542 2021-07-12 11:02:22,567 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 9:39:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6250, loss_cls: 2.7995, loss: 2.7995, grad_norm: 5.7462 2021-07-12 11:02:33,815 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 9:39:19, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6234, loss_cls: 2.7785, loss: 2.7785, grad_norm: 5.5699 2021-07-12 11:02:44,891 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 9:39:03, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6266, loss_cls: 2.7727, loss: 2.7727, grad_norm: 5.7218 2021-07-12 11:02:56,327 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 9:38:51, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6141, loss_cls: 2.8105, loss: 2.8105, grad_norm: 5.6771 2021-07-12 11:03:07,523 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 9:38:37, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6281, loss_cls: 2.8014, loss: 2.8014, grad_norm: 5.8561 2021-07-12 11:03:19,028 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 9:38:25, time: 0.577, data_time: 0.003, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6195, loss_cls: 2.7874, loss: 2.7874, grad_norm: 5.7557 2021-07-12 11:03:29,578 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 9:38:06, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6438, loss_cls: 2.7325, loss: 2.7325, grad_norm: 5.6749 2021-07-12 11:03:41,027 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 9:37:54, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6289, loss_cls: 2.7622, loss: 2.7622, grad_norm: 5.8839 2021-07-12 11:03:52,067 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 9:37:38, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6234, loss_cls: 2.7905, loss: 2.7905, grad_norm: 5.4883 2021-07-12 11:04:03,347 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 9:37:25, time: 0.565, data_time: 0.002, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6055, loss_cls: 2.8337, loss: 2.8337, grad_norm: 5.7776 2021-07-12 11:04:14,124 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 9:37:07, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6305, loss_cls: 2.7570, loss: 2.7570, grad_norm: 5.6086 2021-07-12 11:04:25,500 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 9:36:55, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6336, loss_cls: 2.7800, loss: 2.7800, grad_norm: 5.7301 2021-07-12 11:04:36,170 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 9:36:36, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6336, loss_cls: 2.7688, loss: 2.7688, grad_norm: 5.7949 2021-07-12 11:04:47,176 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 9:36:20, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6477, loss_cls: 2.6586, loss: 2.6586, grad_norm: 5.9567 2021-07-12 11:04:58,385 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 9:36:06, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6148, loss_cls: 2.7959, loss: 2.7959, grad_norm: 5.7942 2021-07-12 11:05:09,361 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 9:35:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6109, loss_cls: 2.8569, loss: 2.8569, grad_norm: 5.7777 2021-07-12 11:05:20,800 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 9:35:39, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6289, loss_cls: 2.7305, loss: 2.7305, grad_norm: 5.7497 2021-07-12 11:05:31,683 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 9:35:22, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6133, loss_cls: 2.8395, loss: 2.8395, grad_norm: 5.6003 2021-07-12 11:05:41,969 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 9:35:01, time: 0.516, data_time: 0.002, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6219, loss_cls: 2.7873, loss: 2.7873, grad_norm: 5.6333 2021-07-12 11:05:53,700 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 9:34:51, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6047, loss_cls: 2.8378, loss: 2.8378, grad_norm: 5.7574 2021-07-12 11:06:04,232 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 9:34:32, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6609, loss_cls: 2.6674, loss: 2.6674, grad_norm: 5.9440 2021-07-12 11:06:15,480 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 9:34:18, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6016, loss_cls: 2.8374, loss: 2.8374, grad_norm: 5.8936 2021-07-12 11:06:26,995 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 9:34:07, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6227, loss_cls: 2.8022, loss: 2.8022, grad_norm: 5.8956 2021-07-12 11:06:38,051 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 9:33:52, time: 0.554, data_time: 0.002, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6367, loss_cls: 2.7721, loss: 2.7721, grad_norm: 5.5380 2021-07-12 11:06:48,865 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 9:33:35, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6172, loss_cls: 2.8281, loss: 2.8281, grad_norm: 5.5918 2021-07-12 11:06:59,728 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 9:33:19, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6289, loss_cls: 2.6751, loss: 2.6751, grad_norm: 5.8684 2021-07-12 11:07:11,338 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 9:33:08, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.5867, loss_cls: 2.8729, loss: 2.8729, grad_norm: 5.4061 2021-07-12 11:07:22,511 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 9:32:54, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6094, loss_cls: 2.7927, loss: 2.7927, grad_norm: 5.8453 2021-07-12 11:07:33,465 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 9:32:38, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6188, loss_cls: 2.7361, loss: 2.7361, grad_norm: 5.7297 2021-07-12 11:07:44,352 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 9:32:22, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6305, loss_cls: 2.7462, loss: 2.7462, grad_norm: 5.7675 2021-07-12 11:07:55,353 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 9:32:07, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6508, loss_cls: 2.6574, loss: 2.6574, grad_norm: 5.8371 2021-07-12 11:08:06,668 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 9:31:54, time: 0.566, data_time: 0.000, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6477, loss_cls: 2.7378, loss: 2.7378, grad_norm: 5.7653 2021-07-12 11:08:17,847 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 9:31:40, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6156, loss_cls: 2.7766, loss: 2.7766, grad_norm: 5.6340 2021-07-12 11:08:28,809 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 9:31:25, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6070, loss_cls: 2.8812, loss: 2.8812, grad_norm: 5.6873 2021-07-12 11:08:39,553 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 9:31:08, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6172, loss_cls: 2.8220, loss: 2.8220, grad_norm: 5.6443 2021-07-12 11:08:51,270 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 9:30:58, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6234, loss_cls: 2.7475, loss: 2.7475, grad_norm: 5.6862 2021-07-12 11:09:01,916 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 9:30:40, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6414, loss_cls: 2.7060, loss: 2.7060, grad_norm: 5.7598 2021-07-12 11:09:12,572 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 9:30:22, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6133, loss_cls: 2.7646, loss: 2.7646, grad_norm: 5.5550 2021-07-12 11:09:23,961 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 9:30:10, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6242, loss_cls: 2.8199, loss: 2.8199, grad_norm: 5.7065 2021-07-12 11:09:35,008 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 9:29:55, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6281, loss_cls: 2.7870, loss: 2.7870, grad_norm: 5.7998 2021-07-12 11:09:46,083 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 9:29:41, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6195, loss_cls: 2.8032, loss: 2.8032, grad_norm: 5.7069 2021-07-12 11:09:56,573 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 9:29:22, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6398, loss_cls: 2.6872, loss: 2.6872, grad_norm: 5.4680 2021-07-12 11:10:08,071 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 9:29:11, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6523, loss_cls: 2.6634, loss: 2.6634, grad_norm: 5.6999 2021-07-12 11:10:19,408 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 9:28:58, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6156, loss_cls: 2.7810, loss: 2.7810, grad_norm: 5.6923 2021-07-12 11:10:30,064 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 9:28:41, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6430, loss_cls: 2.6820, loss: 2.6820, grad_norm: 5.5965 2021-07-12 11:10:41,497 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 9:28:29, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6422, loss_cls: 2.7246, loss: 2.7246, grad_norm: 5.7404 2021-07-12 11:10:52,219 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 9:28:12, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6336, loss_cls: 2.7627, loss: 2.7627, grad_norm: 5.7534 2021-07-12 11:11:02,857 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 9:27:54, time: 0.533, data_time: 0.002, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6336, loss_cls: 2.7538, loss: 2.7538, grad_norm: 5.8419 2021-07-12 11:11:14,214 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 9:27:42, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6273, loss_cls: 2.7788, loss: 2.7788, grad_norm: 5.7629 2021-07-12 11:11:25,051 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 9:27:26, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6117, loss_cls: 2.8023, loss: 2.8023, grad_norm: 5.8235 2021-07-12 11:11:36,731 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 9:27:16, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6352, loss_cls: 2.7400, loss: 2.7400, grad_norm: 5.9446 2021-07-12 11:11:47,763 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 9:27:01, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6141, loss_cls: 2.8197, loss: 2.8197, grad_norm: 5.7641 2021-07-12 11:11:58,541 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 9:26:45, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6234, loss_cls: 2.7425, loss: 2.7425, grad_norm: 5.6928 2021-07-12 11:12:09,315 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 9:26:28, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6523, loss_cls: 2.6443, loss: 2.6443, grad_norm: 5.8275 2021-07-12 11:12:20,183 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 9:26:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6273, loss_cls: 2.7440, loss: 2.7440, grad_norm: 5.5700 2021-07-12 11:12:31,020 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 9:25:57, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6297, loss_cls: 2.7457, loss: 2.7457, grad_norm: 5.6712 2021-07-12 11:12:42,380 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 9:25:44, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6320, loss_cls: 2.7155, loss: 2.7155, grad_norm: 6.0686 2021-07-12 11:12:53,705 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 9:25:32, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6375, loss_cls: 2.7421, loss: 2.7421, grad_norm: 5.7386 2021-07-12 11:13:04,332 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 9:25:15, time: 0.532, data_time: 0.002, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6328, loss_cls: 2.7851, loss: 2.7851, grad_norm: 5.8890 2021-07-12 11:13:15,578 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 9:25:02, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6391, loss_cls: 2.7410, loss: 2.7410, grad_norm: 5.7161 2021-07-12 11:13:26,657 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 9:24:48, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6477, loss_cls: 2.6527, loss: 2.6527, grad_norm: 5.6142 2021-07-12 11:13:37,601 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 9:24:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6219, loss_cls: 2.7113, loss: 2.7113, grad_norm: 5.9125 2021-07-12 11:13:49,145 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 9:24:22, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6297, loss_cls: 2.7525, loss: 2.7525, grad_norm: 5.7162 2021-07-12 11:13:59,638 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 9:24:03, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6469, loss_cls: 2.6964, loss: 2.6964, grad_norm: 5.6213 2021-07-12 11:14:00,871 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-07-12 11:14:57,899 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 11:14:58,045 - mmaction - INFO - top1_acc 0.2650 top5_acc 0.5633 2021-07-12 11:14:58,045 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 11:14:58,054 - mmaction - INFO - mean_acc 0.2377 2021-07-12 11:14:58,350 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-07-12 11:14:58,350 - mmaction - INFO - Best top1_acc is 0.2650 at 6 epoch. 2021-07-12 11:14:58,354 - mmaction - INFO - Epoch(val) [6][181] top1_acc: 0.2650, top5_acc: 0.5633, mean_class_accuracy: 0.2377 2021-07-12 11:15:12,713 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 9:23:50, time: 0.718, data_time: 0.268, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6531, loss_cls: 2.6912, loss: 2.6912, grad_norm: 5.7886 2021-07-12 11:15:24,458 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 9:23:40, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6578, loss_cls: 2.6474, loss: 2.6474, grad_norm: 5.9697 2021-07-12 11:15:35,221 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 9:23:24, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 2.7000, loss: 2.7000, grad_norm: 5.7628 2021-07-12 11:15:45,732 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 9:23:06, time: 0.525, data_time: 0.002, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6320, loss_cls: 2.6989, loss: 2.6989, grad_norm: 5.7925 2021-07-12 11:15:57,477 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 9:22:57, time: 0.588, data_time: 0.002, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6422, loss_cls: 2.6435, loss: 2.6435, grad_norm: 5.7647 2021-07-12 11:16:08,745 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 9:22:44, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6539, loss_cls: 2.6216, loss: 2.6216, grad_norm: 5.8059 2021-07-12 11:16:19,707 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 9:22:29, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6297, loss_cls: 2.7506, loss: 2.7506, grad_norm: 6.0785 2021-07-12 11:16:30,397 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 9:22:12, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6047, loss_cls: 2.8547, loss: 2.8547, grad_norm: 5.5091 2021-07-12 11:16:41,740 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 9:22:00, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6523, loss_cls: 2.6368, loss: 2.6368, grad_norm: 5.7848 2021-07-12 11:16:52,792 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 9:21:46, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6562, loss_cls: 2.6761, loss: 2.6761, grad_norm: 5.6813 2021-07-12 11:17:04,271 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 9:21:35, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6602, loss_cls: 2.6510, loss: 2.6510, grad_norm: 5.8320 2021-07-12 11:17:15,146 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 9:21:20, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6070, loss_cls: 2.8420, loss: 2.8420, grad_norm: 5.8529 2021-07-12 11:17:26,316 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 9:21:07, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6523, loss_cls: 2.6665, loss: 2.6665, grad_norm: 5.8074 2021-07-12 11:17:37,795 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 9:20:56, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6500, loss_cls: 2.6568, loss: 2.6568, grad_norm: 6.0038 2021-07-12 11:17:48,439 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 9:20:38, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6367, loss_cls: 2.7206, loss: 2.7206, grad_norm: 5.5996 2021-07-12 11:17:59,819 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 9:20:27, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6156, loss_cls: 2.8090, loss: 2.8090, grad_norm: 5.7084 2021-07-12 11:18:11,018 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 9:20:14, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6641, loss_cls: 2.6193, loss: 2.6193, grad_norm: 5.7714 2021-07-12 11:18:22,986 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 9:20:06, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6352, loss_cls: 2.7364, loss: 2.7364, grad_norm: 5.7748 2021-07-12 11:18:33,899 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 9:19:51, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6438, loss_cls: 2.6629, loss: 2.6629, grad_norm: 5.7541 2021-07-12 11:18:45,012 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 9:19:37, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6555, loss_cls: 2.6488, loss: 2.6488, grad_norm: 5.6628 2021-07-12 11:18:55,510 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 9:19:20, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6469, loss_cls: 2.7366, loss: 2.7366, grad_norm: 5.7956 2021-07-12 11:19:06,755 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 9:19:07, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6281, loss_cls: 2.7075, loss: 2.7075, grad_norm: 5.9520 2021-07-12 11:19:17,882 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 9:18:54, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6500, loss_cls: 2.6693, loss: 2.6693, grad_norm: 5.9245 2021-07-12 11:19:29,628 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 9:18:44, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6453, loss_cls: 2.7103, loss: 2.7103, grad_norm: 5.6385 2021-07-12 11:19:40,495 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 9:18:29, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.6698, loss: 2.6698, grad_norm: 5.7036 2021-07-12 11:19:51,143 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 9:18:12, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6648, loss_cls: 2.5888, loss: 2.5888, grad_norm: 5.6601 2021-07-12 11:20:01,821 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 9:17:56, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6625, loss_cls: 2.6096, loss: 2.6096, grad_norm: 5.6670 2021-07-12 11:20:13,526 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 9:17:47, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6672, loss_cls: 2.6373, loss: 2.6373, grad_norm: 5.8430 2021-07-12 11:20:23,499 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 9:17:25, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6484, loss_cls: 2.6789, loss: 2.6789, grad_norm: 6.0426 2021-07-12 11:20:34,850 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 9:17:13, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.7137, loss: 2.7137, grad_norm: 5.9675 2021-07-12 11:20:45,699 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 9:16:58, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6617, loss_cls: 2.6171, loss: 2.6171, grad_norm: 5.8578 2021-07-12 11:20:56,770 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 9:16:44, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6453, loss_cls: 2.6705, loss: 2.6705, grad_norm: 6.1180 2021-07-12 11:21:08,137 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 9:16:33, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6422, loss_cls: 2.6377, loss: 2.6377, grad_norm: 5.8607 2021-07-12 11:21:19,514 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 9:16:21, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6516, loss_cls: 2.7024, loss: 2.7024, grad_norm: 5.8994 2021-07-12 11:21:30,025 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 9:16:04, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6375, loss_cls: 2.6909, loss: 2.6909, grad_norm: 5.7924 2021-07-12 11:21:40,765 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 9:15:48, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6547, loss_cls: 2.6624, loss: 2.6624, grad_norm: 5.9345 2021-07-12 11:21:51,292 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 9:15:31, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6281, loss_cls: 2.7394, loss: 2.7394, grad_norm: 5.9166 2021-07-12 11:22:02,286 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 9:15:16, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6367, loss_cls: 2.7056, loss: 2.7056, grad_norm: 5.6283 2021-07-12 11:22:14,027 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 9:15:07, time: 0.587, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6594, loss_cls: 2.6407, loss: 2.6407, grad_norm: 5.9653 2021-07-12 11:22:24,986 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 9:14:53, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6500, loss_cls: 2.6515, loss: 2.6515, grad_norm: 5.8617 2021-07-12 11:22:35,846 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 9:14:38, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6672, loss_cls: 2.5626, loss: 2.5626, grad_norm: 5.7186 2021-07-12 11:22:46,779 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 9:14:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6586, loss_cls: 2.6452, loss: 2.6452, grad_norm: 5.8299 2021-07-12 11:22:57,634 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 9:14:08, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6500, loss_cls: 2.7024, loss: 2.7024, grad_norm: 5.7637 2021-07-12 11:23:08,387 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 9:13:53, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6484, loss_cls: 2.6394, loss: 2.6394, grad_norm: 5.6886 2021-07-12 11:23:19,452 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 9:13:39, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6414, loss_cls: 2.6732, loss: 2.6732, grad_norm: 6.0236 2021-07-12 11:23:30,837 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 9:13:28, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6438, loss_cls: 2.7097, loss: 2.7097, grad_norm: 5.7833 2021-07-12 11:23:41,721 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 9:13:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6625, loss_cls: 2.6166, loss: 2.6166, grad_norm: 5.9391 2021-07-12 11:23:52,870 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 9:13:00, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6594, loss_cls: 2.5977, loss: 2.5977, grad_norm: 5.6803 2021-07-12 11:24:03,632 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 9:12:44, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6484, loss_cls: 2.6290, loss: 2.6290, grad_norm: 5.7210 2021-07-12 11:24:15,294 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 9:12:35, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6594, loss_cls: 2.6317, loss: 2.6317, grad_norm: 5.7257 2021-07-12 11:24:25,760 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 9:12:17, time: 0.524, data_time: 0.003, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6586, loss_cls: 2.6115, loss: 2.6115, grad_norm: 5.8855 2021-07-12 11:24:37,387 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 9:12:07, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6469, loss_cls: 2.6952, loss: 2.6952, grad_norm: 5.7704 2021-07-12 11:24:48,782 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 9:11:56, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6602, loss_cls: 2.5924, loss: 2.5924, grad_norm: 5.7463 2021-07-12 11:24:59,255 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 9:11:39, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.5783, loss: 2.5783, grad_norm: 5.7707 2021-07-12 11:25:11,134 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 9:11:30, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6523, loss_cls: 2.6063, loss: 2.6063, grad_norm: 5.8548 2021-07-12 11:25:21,653 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 9:11:14, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6320, loss_cls: 2.7366, loss: 2.7366, grad_norm: 5.6478 2021-07-12 11:25:32,782 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 9:11:00, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6328, loss_cls: 2.7181, loss: 2.7181, grad_norm: 5.9723 2021-07-12 11:25:43,954 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 9:10:48, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6711, loss_cls: 2.5434, loss: 2.5434, grad_norm: 5.7895 2021-07-12 11:25:56,050 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 9:10:41, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6555, loss_cls: 2.6026, loss: 2.6026, grad_norm: 5.9904 2021-07-12 11:26:07,082 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 9:10:27, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6633, loss_cls: 2.5948, loss: 2.5948, grad_norm: 5.8712 2021-07-12 11:26:18,103 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 9:10:13, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6250, loss_cls: 2.7442, loss: 2.7442, grad_norm: 5.6261 2021-07-12 11:26:28,372 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 9:09:55, time: 0.514, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6320, loss_cls: 2.6386, loss: 2.6386, grad_norm: 5.7601 2021-07-12 11:26:39,087 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 9:09:39, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6414, loss_cls: 2.6627, loss: 2.6627, grad_norm: 5.4638 2021-07-12 11:26:50,669 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 9:09:29, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6523, loss_cls: 2.6246, loss: 2.6246, grad_norm: 5.6105 2021-07-12 11:27:01,695 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 9:09:16, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6602, loss_cls: 2.5390, loss: 2.5390, grad_norm: 6.0367 2021-07-12 11:27:13,640 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 9:09:08, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6594, loss_cls: 2.6711, loss: 2.6711, grad_norm: 5.6474 2021-07-12 11:27:24,622 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 9:08:54, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6469, loss_cls: 2.6893, loss: 2.6893, grad_norm: 5.6104 2021-07-12 11:27:25,897 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-07-12 11:27:41,577 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 9:08:47, time: 0.769, data_time: 0.302, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6453, loss_cls: 2.6816, loss: 2.6816, grad_norm: 5.9592 2021-07-12 11:27:52,589 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 9:08:33, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6375, loss_cls: 2.6791, loss: 2.6791, grad_norm: 6.2526 2021-07-12 11:28:04,301 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 9:08:23, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6555, loss_cls: 2.6620, loss: 2.6620, grad_norm: 5.7673 2021-07-12 11:28:15,414 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 9:08:10, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6531, loss_cls: 2.6328, loss: 2.6328, grad_norm: 5.9265 2021-07-12 11:28:27,504 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 9:08:03, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.5381, loss: 2.5381, grad_norm: 5.7725 2021-07-12 11:28:39,387 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 9:07:55, time: 0.594, data_time: 0.002, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6531, loss_cls: 2.6007, loss: 2.6007, grad_norm: 6.2560 2021-07-12 11:28:50,218 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 9:07:40, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6562, loss_cls: 2.5947, loss: 2.5947, grad_norm: 5.8756 2021-07-12 11:29:01,134 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 9:07:26, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6805, loss_cls: 2.5013, loss: 2.5013, grad_norm: 5.9204 2021-07-12 11:29:13,544 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 9:07:21, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6555, loss_cls: 2.6264, loss: 2.6264, grad_norm: 5.9844 2021-07-12 11:29:25,363 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 9:07:12, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6562, loss_cls: 2.6110, loss: 2.6110, grad_norm: 5.7802 2021-07-12 11:29:38,241 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 9:07:09, time: 0.644, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6547, loss_cls: 2.5763, loss: 2.5763, grad_norm: 5.8083 2021-07-12 11:29:50,068 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 9:07:00, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6750, loss_cls: 2.5422, loss: 2.5422, grad_norm: 5.6848 2021-07-12 11:30:03,193 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 9:06:59, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6562, loss_cls: 2.6034, loss: 2.6034, grad_norm: 6.0083 2021-07-12 11:30:15,846 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 9:06:55, time: 0.633, data_time: 0.002, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6656, loss_cls: 2.5980, loss: 2.5980, grad_norm: 5.9285 2021-07-12 11:30:28,256 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 9:06:50, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6586, loss_cls: 2.5738, loss: 2.5738, grad_norm: 6.2978 2021-07-12 11:30:39,088 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 9:06:35, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6820, loss_cls: 2.5552, loss: 2.5552, grad_norm: 6.1974 2021-07-12 11:30:50,837 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 9:06:26, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6539, loss_cls: 2.6231, loss: 2.6231, grad_norm: 5.8469 2021-07-12 11:31:01,921 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 9:06:12, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6633, loss_cls: 2.5886, loss: 2.5886, grad_norm: 6.0185 2021-07-12 11:31:12,835 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 9:05:58, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6687, loss_cls: 2.5631, loss: 2.5631, grad_norm: 5.7329 2021-07-12 11:31:24,014 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 9:05:45, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6492, loss_cls: 2.6865, loss: 2.6865, grad_norm: 5.9573 2021-07-12 11:31:34,697 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 9:05:30, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6625, loss_cls: 2.5644, loss: 2.5644, grad_norm: 5.7103 2021-07-12 11:31:45,800 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 9:05:16, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6742, loss_cls: 2.5812, loss: 2.5812, grad_norm: 5.7656 2021-07-12 11:31:56,502 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 9:05:01, time: 0.535, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6461, loss_cls: 2.5948, loss: 2.5948, grad_norm: 5.8860 2021-07-12 11:32:07,305 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 9:04:46, time: 0.540, data_time: 0.007, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6750, loss_cls: 2.5195, loss: 2.5195, grad_norm: 5.9566 2021-07-12 11:32:19,542 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 9:04:40, time: 0.613, data_time: 0.004, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6734, loss_cls: 2.5940, loss: 2.5940, grad_norm: 5.9033 2021-07-12 11:32:30,206 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 9:04:24, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6750, loss_cls: 2.5666, loss: 2.5666, grad_norm: 5.8948 2021-07-12 11:32:41,515 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 9:04:12, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6422, loss_cls: 2.6539, loss: 2.6539, grad_norm: 5.8816 2021-07-12 11:32:52,321 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 9:03:57, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6758, loss_cls: 2.5230, loss: 2.5230, grad_norm: 6.0831 2021-07-12 11:33:03,552 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 9:03:45, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6445, loss_cls: 2.6806, loss: 2.6806, grad_norm: 5.6567 2021-07-12 11:33:14,267 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 9:03:30, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6633, loss_cls: 2.6155, loss: 2.6155, grad_norm: 5.7159 2021-07-12 11:33:25,645 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 9:03:18, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6570, loss_cls: 2.5801, loss: 2.5801, grad_norm: 5.9887 2021-07-12 11:33:37,357 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 9:03:09, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6781, loss_cls: 2.5426, loss: 2.5426, grad_norm: 5.7711 2021-07-12 11:33:48,180 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 9:02:54, time: 0.542, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6578, loss_cls: 2.6162, loss: 2.6162, grad_norm: 5.6564 2021-07-12 11:33:59,370 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 9:02:41, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6523, loss_cls: 2.5929, loss: 2.5929, grad_norm: 6.0023 2021-07-12 11:34:10,475 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 9:02:28, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6430, loss_cls: 2.6687, loss: 2.6687, grad_norm: 5.9473 2021-07-12 11:34:22,016 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 9:02:18, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6508, loss_cls: 2.6237, loss: 2.6237, grad_norm: 5.9167 2021-07-12 11:34:33,204 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 9:02:05, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6734, loss_cls: 2.5227, loss: 2.5227, grad_norm: 5.7625 2021-07-12 11:34:44,707 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 9:01:54, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6445, loss_cls: 2.6143, loss: 2.6143, grad_norm: 5.9101 2021-07-12 11:34:55,003 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 9:01:37, time: 0.516, data_time: 0.002, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6656, loss_cls: 2.5592, loss: 2.5592, grad_norm: 5.7428 2021-07-12 11:35:06,198 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 9:01:24, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6719, loss_cls: 2.5645, loss: 2.5645, grad_norm: 6.0964 2021-07-12 11:35:17,561 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 9:01:13, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6375, loss_cls: 2.6261, loss: 2.6261, grad_norm: 5.9492 2021-07-12 11:35:28,700 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 9:01:00, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6422, loss_cls: 2.6433, loss: 2.6433, grad_norm: 5.5245 2021-07-12 11:35:39,492 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 9:00:45, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6539, loss_cls: 2.5903, loss: 2.5903, grad_norm: 5.7010 2021-07-12 11:35:49,884 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 9:00:29, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6609, loss_cls: 2.5535, loss: 2.5535, grad_norm: 5.6858 2021-07-12 11:36:00,773 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 9:00:14, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6727, loss_cls: 2.5308, loss: 2.5308, grad_norm: 6.1212 2021-07-12 11:36:12,075 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 9:00:03, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6625, loss_cls: 2.6374, loss: 2.6374, grad_norm: 5.8261 2021-07-12 11:36:22,801 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 8:59:47, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6672, loss_cls: 2.5745, loss: 2.5745, grad_norm: 5.8464 2021-07-12 11:36:34,109 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 8:59:36, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4896, loss: 2.4896, grad_norm: 5.9433 2021-07-12 11:36:44,959 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 8:59:21, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6516, loss_cls: 2.5890, loss: 2.5890, grad_norm: 5.8186 2021-07-12 11:36:56,370 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 8:59:10, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6297, loss_cls: 2.6837, loss: 2.6837, grad_norm: 5.5594 2021-07-12 11:37:07,874 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 8:58:59, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6703, loss_cls: 2.5760, loss: 2.5760, grad_norm: 5.8957 2021-07-12 11:37:19,096 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 8:58:47, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6523, loss_cls: 2.6044, loss: 2.6044, grad_norm: 5.8379 2021-07-12 11:37:30,273 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 8:58:35, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6492, loss_cls: 2.5848, loss: 2.5848, grad_norm: 5.5886 2021-07-12 11:37:41,082 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 8:58:20, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.4960, loss: 2.4960, grad_norm: 6.0370 2021-07-12 11:37:51,937 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 8:58:06, time: 0.543, data_time: 0.081, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6570, loss_cls: 2.6112, loss: 2.6112, grad_norm: 5.7745 2021-07-12 11:38:03,400 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 8:57:55, time: 0.573, data_time: 0.125, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6438, loss_cls: 2.6096, loss: 2.6096, grad_norm: 5.7859 2021-07-12 11:38:14,035 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 8:57:40, time: 0.531, data_time: 0.009, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6648, loss_cls: 2.5284, loss: 2.5284, grad_norm: 5.8973 2021-07-12 11:38:25,648 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 8:57:29, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6680, loss_cls: 2.5671, loss: 2.5671, grad_norm: 5.7386 2021-07-12 11:38:37,198 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 8:57:19, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6617, loss_cls: 2.5936, loss: 2.5936, grad_norm: 6.1118 2021-07-12 11:38:47,980 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 8:57:04, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6617, loss_cls: 2.5761, loss: 2.5761, grad_norm: 6.0366 2021-07-12 11:38:58,605 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 8:56:49, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6844, loss_cls: 2.5098, loss: 2.5098, grad_norm: 5.8539 2021-07-12 11:39:09,891 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 8:56:37, time: 0.565, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6711, loss_cls: 2.6185, loss: 2.6185, grad_norm: 5.7714 2021-07-12 11:39:20,411 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 8:56:21, time: 0.526, data_time: 0.002, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6680, loss_cls: 2.5334, loss: 2.5334, grad_norm: 5.8682 2021-07-12 11:39:32,088 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 8:56:11, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6609, loss_cls: 2.5989, loss: 2.5989, grad_norm: 6.0928 2021-07-12 11:39:43,178 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 8:55:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6484, loss_cls: 2.6248, loss: 2.6248, grad_norm: 5.7913 2021-07-12 11:39:54,783 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 8:55:48, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5917, loss: 2.5917, grad_norm: 5.8738 2021-07-12 11:40:05,714 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 8:55:35, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6515, loss: 2.6515, grad_norm: 5.5817 2021-07-12 11:40:07,134 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-07-12 11:41:06,883 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 11:41:07,137 - mmaction - INFO - top1_acc 0.3198 top5_acc 0.6177 2021-07-12 11:41:07,137 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 11:41:07,152 - mmaction - INFO - mean_acc 0.2925 2021-07-12 11:41:07,525 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-07-12 11:41:07,525 - mmaction - INFO - Best top1_acc is 0.3198 at 8 epoch. 2021-07-12 11:41:07,538 - mmaction - INFO - Epoch(val) [8][181] top1_acc: 0.3198, top5_acc: 0.6177, mean_class_accuracy: 0.2925 2021-07-12 11:41:22,910 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 8:55:26, time: 0.768, data_time: 0.304, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6438, loss_cls: 2.6445, loss: 2.6445, grad_norm: 5.9142 2021-07-12 11:41:35,001 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 8:55:19, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6805, loss_cls: 2.4858, loss: 2.4858, grad_norm: 6.0833 2021-07-12 11:41:45,502 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 8:55:03, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6742, loss_cls: 2.4915, loss: 2.4915, grad_norm: 5.9828 2021-07-12 11:41:57,066 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 8:54:52, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6742, loss_cls: 2.5020, loss: 2.5020, grad_norm: 5.9176 2021-07-12 11:42:09,025 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 8:54:44, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6594, loss_cls: 2.5902, loss: 2.5902, grad_norm: 6.0658 2021-07-12 11:42:20,156 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 8:54:31, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6867, loss_cls: 2.4105, loss: 2.4105, grad_norm: 5.9527 2021-07-12 11:42:31,221 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 8:54:18, time: 0.554, data_time: 0.002, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6656, loss_cls: 2.5468, loss: 2.5468, grad_norm: 6.0372 2021-07-12 11:42:43,299 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 8:54:11, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6852, loss_cls: 2.5413, loss: 2.5413, grad_norm: 5.9891 2021-07-12 11:42:55,721 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 8:54:05, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6820, loss_cls: 2.5256, loss: 2.5256, grad_norm: 6.0080 2021-07-12 11:43:06,466 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 8:53:50, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6547, loss_cls: 2.6540, loss: 2.6540, grad_norm: 5.8793 2021-07-12 11:43:17,801 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 8:53:38, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6695, loss_cls: 2.5555, loss: 2.5555, grad_norm: 5.8455 2021-07-12 11:43:29,229 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 8:53:27, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6813, loss_cls: 2.5095, loss: 2.5095, grad_norm: 6.0870 2021-07-12 11:43:40,499 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 8:53:15, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6852, loss_cls: 2.5109, loss: 2.5109, grad_norm: 5.9242 2021-07-12 11:43:52,479 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 8:53:07, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6859, loss_cls: 2.5154, loss: 2.5154, grad_norm: 6.0919 2021-07-12 11:44:04,159 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 8:52:57, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6594, loss_cls: 2.5883, loss: 2.5883, grad_norm: 5.7240 2021-07-12 11:44:15,559 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 8:52:46, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6766, loss_cls: 2.5111, loss: 2.5111, grad_norm: 5.8431 2021-07-12 11:44:27,109 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 8:52:35, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6687, loss_cls: 2.5390, loss: 2.5390, grad_norm: 5.9240 2021-07-12 11:44:38,535 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 8:52:24, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6758, loss_cls: 2.5169, loss: 2.5169, grad_norm: 5.9620 2021-07-12 11:44:50,177 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 8:52:14, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6727, loss_cls: 2.5343, loss: 2.5343, grad_norm: 5.8839 2021-07-12 11:45:01,787 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 8:52:04, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6867, loss_cls: 2.4821, loss: 2.4821, grad_norm: 5.9386 2021-07-12 11:45:12,974 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 8:51:51, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6773, loss_cls: 2.5344, loss: 2.5344, grad_norm: 5.9967 2021-07-12 11:45:24,663 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 8:51:41, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6984, loss_cls: 2.4395, loss: 2.4395, grad_norm: 5.8951 2021-07-12 11:45:36,622 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 8:51:33, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6672, loss_cls: 2.5460, loss: 2.5460, grad_norm: 5.9041 2021-07-12 11:45:48,217 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 8:51:22, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6711, loss_cls: 2.5354, loss: 2.5354, grad_norm: 5.8146 2021-07-12 11:45:59,927 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 8:51:13, time: 0.586, data_time: 0.002, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6687, loss_cls: 2.5501, loss: 2.5501, grad_norm: 5.7361 2021-07-12 11:46:11,084 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 8:51:00, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6687, loss_cls: 2.5107, loss: 2.5107, grad_norm: 6.0995 2021-07-12 11:46:22,084 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 8:50:47, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6531, loss_cls: 2.6120, loss: 2.6120, grad_norm: 5.8481 2021-07-12 11:46:33,932 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 8:50:38, time: 0.594, data_time: 0.002, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6750, loss_cls: 2.4548, loss: 2.4548, grad_norm: 5.6192 2021-07-12 11:46:46,052 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 8:50:30, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6680, loss_cls: 2.4930, loss: 2.4930, grad_norm: 5.8453 2021-07-12 11:46:57,280 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 8:50:18, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6500, loss_cls: 2.5822, loss: 2.5822, grad_norm: 6.1031 2021-07-12 11:47:08,077 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 8:50:04, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6742, loss_cls: 2.5726, loss: 2.5726, grad_norm: 5.9648 2021-07-12 11:47:19,736 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 8:49:54, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6555, loss_cls: 2.5415, loss: 2.5415, grad_norm: 5.8439 2021-07-12 11:47:30,981 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 8:49:41, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6664, loss_cls: 2.5221, loss: 2.5221, grad_norm: 5.7435 2021-07-12 11:47:42,354 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 8:49:30, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.5325, loss: 2.5325, grad_norm: 5.6930 2021-07-12 11:47:53,702 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 8:49:19, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6797, loss_cls: 2.4883, loss: 2.4883, grad_norm: 5.9151 2021-07-12 11:48:05,279 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 8:49:08, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6609, loss_cls: 2.5987, loss: 2.5987, grad_norm: 5.7758 2021-07-12 11:48:17,264 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 8:49:00, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7039, loss_cls: 2.3810, loss: 2.3810, grad_norm: 5.9659 2021-07-12 11:48:27,886 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 8:48:45, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6438, loss_cls: 2.6080, loss: 2.6080, grad_norm: 5.7298 2021-07-12 11:48:39,364 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 8:48:34, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6859, loss_cls: 2.4685, loss: 2.4685, grad_norm: 6.0000 2021-07-12 11:48:51,006 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 8:48:23, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6422, loss_cls: 2.6089, loss: 2.6089, grad_norm: 5.7958 2021-07-12 11:49:02,902 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 8:48:15, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6750, loss_cls: 2.5025, loss: 2.5025, grad_norm: 5.8740 2021-07-12 11:49:14,195 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 8:48:03, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6719, loss_cls: 2.5659, loss: 2.5659, grad_norm: 5.6808 2021-07-12 11:49:24,596 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 8:47:47, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6680, loss_cls: 2.5213, loss: 2.5213, grad_norm: 5.8487 2021-07-12 11:49:36,927 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 8:47:40, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6828, loss_cls: 2.5131, loss: 2.5131, grad_norm: 5.8235 2021-07-12 11:49:48,623 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 8:47:30, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6617, loss_cls: 2.5866, loss: 2.5866, grad_norm: 5.8797 2021-07-12 11:49:59,656 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 8:47:17, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6656, loss_cls: 2.5588, loss: 2.5588, grad_norm: 6.0055 2021-07-12 11:50:10,680 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 8:47:04, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6648, loss_cls: 2.5366, loss: 2.5366, grad_norm: 5.9072 2021-07-12 11:50:22,425 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 8:46:54, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6711, loss_cls: 2.5877, loss: 2.5877, grad_norm: 6.1448 2021-07-12 11:50:33,729 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 8:46:42, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6820, loss_cls: 2.4520, loss: 2.4520, grad_norm: 6.0129 2021-07-12 11:50:45,440 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 8:46:32, time: 0.586, data_time: 0.002, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6602, loss_cls: 2.5895, loss: 2.5895, grad_norm: 5.8135 2021-07-12 11:50:56,868 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 8:46:21, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6922, loss_cls: 2.4194, loss: 2.4194, grad_norm: 5.8546 2021-07-12 11:51:08,710 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 8:46:12, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6617, loss_cls: 2.6406, loss: 2.6406, grad_norm: 5.9156 2021-07-12 11:51:20,857 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 8:46:04, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6508, loss_cls: 2.5487, loss: 2.5487, grad_norm: 5.9145 2021-07-12 11:51:31,952 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 8:45:51, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6648, loss_cls: 2.5901, loss: 2.5901, grad_norm: 5.8236 2021-07-12 11:51:43,838 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 8:45:42, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6703, loss_cls: 2.5977, loss: 2.5977, grad_norm: 5.9330 2021-07-12 11:51:54,615 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 8:45:28, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.7023, loss_cls: 2.3871, loss: 2.3871, grad_norm: 5.9911 2021-07-12 11:52:05,823 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 8:45:16, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6906, loss_cls: 2.4489, loss: 2.4489, grad_norm: 5.9919 2021-07-12 11:52:17,588 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 8:45:06, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6719, loss_cls: 2.5025, loss: 2.5025, grad_norm: 6.1225 2021-07-12 11:52:29,252 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 8:44:56, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6672, loss_cls: 2.4773, loss: 2.4773, grad_norm: 5.6329 2021-07-12 11:52:40,197 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 8:44:43, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6805, loss_cls: 2.4995, loss: 2.4995, grad_norm: 5.7274 2021-07-12 11:52:51,891 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 8:44:33, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6898, loss_cls: 2.4853, loss: 2.4853, grad_norm: 5.8798 2021-07-12 11:53:02,642 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 8:44:18, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6945, loss_cls: 2.4178, loss: 2.4178, grad_norm: 5.8362 2021-07-12 11:53:14,170 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 8:44:07, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6797, loss_cls: 2.5149, loss: 2.5149, grad_norm: 5.8385 2021-07-12 11:53:25,902 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 8:43:58, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6828, loss_cls: 2.5290, loss: 2.5290, grad_norm: 5.8732 2021-07-12 11:53:37,722 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 8:43:48, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7000, loss_cls: 2.3896, loss: 2.3896, grad_norm: 5.7364 2021-07-12 11:53:49,000 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 8:43:36, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6844, loss_cls: 2.4874, loss: 2.4874, grad_norm: 5.9221 2021-07-12 11:53:59,649 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 8:43:22, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6727, loss_cls: 2.5119, loss: 2.5119, grad_norm: 5.6865 2021-07-12 11:54:01,190 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-07-12 11:54:17,014 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 8:43:13, time: 0.775, data_time: 0.398, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6539, loss_cls: 2.5781, loss: 2.5781, grad_norm: 5.5258 2021-07-12 11:54:29,101 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 8:43:05, time: 0.604, data_time: 0.071, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6945, loss_cls: 2.4319, loss: 2.4319, grad_norm: 6.0364 2021-07-12 11:54:39,843 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 8:42:51, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6875, loss_cls: 2.5103, loss: 2.5103, grad_norm: 6.0134 2021-07-12 11:54:50,672 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 8:42:37, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6727, loss_cls: 2.4832, loss: 2.4832, grad_norm: 5.9102 2021-07-12 11:55:01,841 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 8:42:24, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6852, loss_cls: 2.5510, loss: 2.5510, grad_norm: 6.1563 2021-07-12 11:55:13,439 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 8:42:14, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4404, loss: 2.4404, grad_norm: 5.8025 2021-07-12 11:55:25,160 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 8:42:04, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6820, loss_cls: 2.4615, loss: 2.4615, grad_norm: 5.8407 2021-07-12 11:55:36,452 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 8:41:52, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.6914, loss_cls: 2.4031, loss: 2.4031, grad_norm: 5.9451 2021-07-12 11:55:47,097 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 8:41:37, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6984, loss_cls: 2.4203, loss: 2.4203, grad_norm: 6.0224 2021-07-12 11:55:58,744 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 8:41:27, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7000, loss_cls: 2.3436, loss: 2.3436, grad_norm: 6.1995 2021-07-12 11:56:10,074 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 8:41:15, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6727, loss_cls: 2.5200, loss: 2.5200, grad_norm: 5.8512 2021-07-12 11:56:22,083 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 8:41:07, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6844, loss_cls: 2.4228, loss: 2.4228, grad_norm: 6.0587 2021-07-12 11:56:32,728 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 8:40:52, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6828, loss_cls: 2.5339, loss: 2.5339, grad_norm: 6.0218 2021-07-12 11:56:43,558 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 8:40:38, time: 0.542, data_time: 0.002, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7047, loss_cls: 2.3778, loss: 2.3778, grad_norm: 5.9272 2021-07-12 11:56:55,599 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 8:40:30, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 2.4968, loss: 2.4968, grad_norm: 5.9475 2021-07-12 11:57:06,487 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 8:40:16, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.7047, loss_cls: 2.3746, loss: 2.3746, grad_norm: 6.0165 2021-07-12 11:57:17,130 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 8:40:01, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6977, loss_cls: 2.4756, loss: 2.4756, grad_norm: 5.9317 2021-07-12 11:57:28,186 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 8:39:49, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6875, loss_cls: 2.4377, loss: 2.4377, grad_norm: 5.9029 2021-07-12 11:57:39,621 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 8:39:37, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7008, loss_cls: 2.4170, loss: 2.4170, grad_norm: 6.0636 2021-07-12 11:57:51,111 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 8:39:27, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7008, loss_cls: 2.3978, loss: 2.3978, grad_norm: 5.8736 2021-07-12 11:58:02,493 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 8:39:15, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4398, top5_acc: 0.6992, loss_cls: 2.3634, loss: 2.3634, grad_norm: 6.0735 2021-07-12 11:58:14,053 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 8:39:05, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7055, loss_cls: 2.4246, loss: 2.4246, grad_norm: 6.0500 2021-07-12 11:58:25,516 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 8:38:53, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6758, loss_cls: 2.4714, loss: 2.4714, grad_norm: 5.7955 2021-07-12 11:58:36,959 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 8:38:42, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7031, loss_cls: 2.3540, loss: 2.3540, grad_norm: 6.1008 2021-07-12 11:58:48,813 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 8:38:33, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6570, loss_cls: 2.6047, loss: 2.6047, grad_norm: 5.8871 2021-07-12 11:58:59,349 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 8:38:18, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6703, loss_cls: 2.4676, loss: 2.4676, grad_norm: 5.8269 2021-07-12 11:59:10,846 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 8:38:07, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6852, loss_cls: 2.4152, loss: 2.4152, grad_norm: 6.1170 2021-07-12 11:59:22,869 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 8:37:58, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6789, loss_cls: 2.5219, loss: 2.5219, grad_norm: 6.1774 2021-07-12 11:59:34,151 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 8:37:46, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6664, loss_cls: 2.5413, loss: 2.5413, grad_norm: 6.1946 2021-07-12 11:59:45,375 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 8:37:34, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4422, loss: 2.4422, grad_norm: 6.0421 2021-07-12 11:59:56,277 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 8:37:21, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6711, loss_cls: 2.5447, loss: 2.5447, grad_norm: 6.1140 2021-07-12 12:00:07,536 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 8:37:09, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6719, loss_cls: 2.5053, loss: 2.5053, grad_norm: 6.0017 2021-07-12 12:00:18,304 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 8:36:55, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6820, loss_cls: 2.4743, loss: 2.4743, grad_norm: 5.9260 2021-07-12 12:00:30,656 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 8:36:48, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6773, loss_cls: 2.4815, loss: 2.4815, grad_norm: 6.0465 2021-07-12 12:00:41,307 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 8:36:33, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6836, loss_cls: 2.4495, loss: 2.4495, grad_norm: 5.6602 2021-07-12 12:00:52,177 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 8:36:20, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6773, loss_cls: 2.5151, loss: 2.5151, grad_norm: 6.0260 2021-07-12 12:01:03,389 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 8:36:07, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6836, loss_cls: 2.4259, loss: 2.4259, grad_norm: 5.7446 2021-07-12 12:01:14,860 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 8:35:56, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6734, loss_cls: 2.4848, loss: 2.4848, grad_norm: 6.0374 2021-07-12 12:01:26,390 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 8:35:46, time: 0.578, data_time: 0.002, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6898, loss_cls: 2.4219, loss: 2.4219, grad_norm: 5.8307 2021-07-12 12:01:37,778 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 8:35:34, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6727, loss_cls: 2.5046, loss: 2.5046, grad_norm: 6.0468 2021-07-12 12:01:49,016 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 8:35:22, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6727, loss_cls: 2.5006, loss: 2.5006, grad_norm: 5.7301 2021-07-12 12:02:00,491 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 8:35:11, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7055, loss_cls: 2.3864, loss: 2.3864, grad_norm: 5.9261 2021-07-12 12:02:11,495 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 8:34:58, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6836, loss_cls: 2.4764, loss: 2.4764, grad_norm: 6.1155 2021-07-12 12:02:23,382 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 8:34:49, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7148, loss_cls: 2.3663, loss: 2.3663, grad_norm: 6.2151 2021-07-12 12:02:34,758 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 8:34:38, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6828, loss_cls: 2.4384, loss: 2.4384, grad_norm: 6.1125 2021-07-12 12:02:45,444 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 8:34:23, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6930, loss_cls: 2.4507, loss: 2.4507, grad_norm: 6.0121 2021-07-12 12:02:57,051 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 8:34:13, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4262, loss: 2.4262, grad_norm: 5.9542 2021-07-12 12:03:08,320 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 8:34:01, time: 0.565, data_time: 0.003, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7039, loss_cls: 2.3988, loss: 2.3988, grad_norm: 5.8738 2021-07-12 12:03:19,794 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 8:33:50, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6906, loss_cls: 2.4860, loss: 2.4860, grad_norm: 5.9649 2021-07-12 12:03:30,986 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 8:33:38, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6789, loss_cls: 2.4583, loss: 2.4583, grad_norm: 5.8380 2021-07-12 12:03:42,840 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 8:33:28, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6742, loss_cls: 2.5093, loss: 2.5093, grad_norm: 5.8737 2021-07-12 12:03:54,334 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 8:33:17, time: 0.576, data_time: 0.002, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4566, loss: 2.4566, grad_norm: 5.9383 2021-07-12 12:04:05,125 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 8:33:04, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6641, loss_cls: 2.4958, loss: 2.4958, grad_norm: 5.8699 2021-07-12 12:04:16,722 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 8:32:53, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7039, loss_cls: 2.3716, loss: 2.3716, grad_norm: 5.9086 2021-07-12 12:04:28,175 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 8:32:42, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6586, loss_cls: 2.5647, loss: 2.5647, grad_norm: 5.9966 2021-07-12 12:04:39,973 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 8:32:32, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6992, loss_cls: 2.4535, loss: 2.4535, grad_norm: 5.9278 2021-07-12 12:04:51,357 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 8:32:21, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6836, loss_cls: 2.4423, loss: 2.4423, grad_norm: 5.8761 2021-07-12 12:05:03,188 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 8:32:11, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6914, loss_cls: 2.4281, loss: 2.4281, grad_norm: 5.9127 2021-07-12 12:05:13,305 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 8:31:55, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.7008, loss_cls: 2.4296, loss: 2.4296, grad_norm: 6.0666 2021-07-12 12:05:24,843 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 8:31:44, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6961, loss_cls: 2.4109, loss: 2.4109, grad_norm: 5.8315 2021-07-12 12:05:35,984 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 8:31:32, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6859, loss_cls: 2.4657, loss: 2.4657, grad_norm: 6.0591 2021-07-12 12:05:47,707 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 8:31:22, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6898, loss_cls: 2.4202, loss: 2.4202, grad_norm: 5.9249 2021-07-12 12:05:59,196 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 8:31:11, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6992, loss_cls: 2.3822, loss: 2.3822, grad_norm: 6.0026 2021-07-12 12:06:10,434 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 8:30:59, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7016, loss_cls: 2.3790, loss: 2.3790, grad_norm: 6.0048 2021-07-12 12:06:22,328 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 8:30:49, time: 0.596, data_time: 0.002, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6875, loss_cls: 2.4379, loss: 2.4379, grad_norm: 6.0058 2021-07-12 12:06:33,110 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 8:30:36, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.6836, loss_cls: 2.4264, loss: 2.4264, grad_norm: 6.1013 2021-07-12 12:06:44,248 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 8:30:23, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6914, loss_cls: 2.4464, loss: 2.4464, grad_norm: 6.0789 2021-07-12 12:06:45,755 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-07-12 12:07:44,369 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 12:07:44,618 - mmaction - INFO - top1_acc 0.3098 top5_acc 0.5916 2021-07-12 12:07:44,618 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 12:07:44,635 - mmaction - INFO - mean_acc 0.2815 2021-07-12 12:07:44,639 - mmaction - INFO - Epoch(val) [10][181] top1_acc: 0.3098, top5_acc: 0.5916, mean_class_accuracy: 0.2815 2021-07-12 12:07:59,887 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 8:30:13, time: 0.762, data_time: 0.275, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6977, loss_cls: 2.4677, loss: 2.4677, grad_norm: 6.3275 2021-07-12 12:08:11,547 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 8:30:03, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6836, loss_cls: 2.4211, loss: 2.4211, grad_norm: 6.1766 2021-07-12 12:08:23,771 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 8:29:55, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7109, loss_cls: 2.4045, loss: 2.4045, grad_norm: 6.1483 2021-07-12 12:08:34,229 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 8:29:40, time: 0.524, data_time: 0.002, memory: 7066, top1_acc: 0.3977, top5_acc: 0.7016, loss_cls: 2.4026, loss: 2.4026, grad_norm: 6.1494 2021-07-12 12:08:45,428 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 8:29:28, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.7000, loss_cls: 2.4591, loss: 2.4591, grad_norm: 6.1905 2021-07-12 12:08:56,735 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 8:29:16, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6852, loss_cls: 2.4509, loss: 2.4509, grad_norm: 6.1384 2021-07-12 12:09:07,929 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 8:29:04, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7141, loss_cls: 2.3218, loss: 2.3218, grad_norm: 6.2637 2021-07-12 12:09:19,525 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 8:28:53, time: 0.581, data_time: 0.002, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6906, loss_cls: 2.4429, loss: 2.4429, grad_norm: 6.1367 2021-07-12 12:09:30,126 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 8:28:39, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7016, loss_cls: 2.3505, loss: 2.3505, grad_norm: 5.9553 2021-07-12 12:09:41,860 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 8:28:29, time: 0.588, data_time: 0.002, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6766, loss_cls: 2.4598, loss: 2.4598, grad_norm: 5.8752 2021-07-12 12:09:53,273 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 8:28:17, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6969, loss_cls: 2.3960, loss: 2.3960, grad_norm: 6.2354 2021-07-12 12:10:03,863 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 8:28:03, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6891, loss_cls: 2.4514, loss: 2.4514, grad_norm: 6.0471 2021-07-12 12:10:15,949 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 8:27:54, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7094, loss_cls: 2.3250, loss: 2.3250, grad_norm: 6.3295 2021-07-12 12:10:27,572 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 8:27:44, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6813, loss_cls: 2.4401, loss: 2.4401, grad_norm: 6.2021 2021-07-12 12:10:38,176 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 8:27:29, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.6992, loss_cls: 2.3854, loss: 2.3854, grad_norm: 6.1766 2021-07-12 12:10:50,047 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 8:27:20, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6758, loss_cls: 2.5150, loss: 2.5150, grad_norm: 5.8445 2021-07-12 12:11:00,795 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 8:27:06, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7250, loss_cls: 2.3248, loss: 2.3248, grad_norm: 6.0853 2021-07-12 12:11:12,867 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 8:26:57, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6773, loss_cls: 2.4879, loss: 2.4879, grad_norm: 6.1091 2021-07-12 12:11:23,343 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 8:26:42, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6758, loss_cls: 2.4080, loss: 2.4080, grad_norm: 5.9113 2021-07-12 12:11:35,174 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 8:26:33, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6937, loss_cls: 2.4121, loss: 2.4121, grad_norm: 5.8079 2021-07-12 12:11:46,211 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 8:26:20, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.7125, loss_cls: 2.3456, loss: 2.3456, grad_norm: 6.1152 2021-07-12 12:11:58,100 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 8:26:11, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7109, loss_cls: 2.3727, loss: 2.3727, grad_norm: 6.1196 2021-07-12 12:12:08,348 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 8:25:55, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.7250, loss_cls: 2.3809, loss: 2.3809, grad_norm: 6.0322 2021-07-12 12:12:20,031 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 8:25:45, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6828, loss_cls: 2.4560, loss: 2.4560, grad_norm: 6.1905 2021-07-12 12:12:31,006 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 8:25:32, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7055, loss_cls: 2.4102, loss: 2.4102, grad_norm: 5.7998 2021-07-12 12:12:42,438 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 8:25:21, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6805, loss_cls: 2.4568, loss: 2.4568, grad_norm: 6.1890 2021-07-12 12:12:53,618 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 8:25:08, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6914, loss_cls: 2.4243, loss: 2.4243, grad_norm: 5.8918 2021-07-12 12:13:04,362 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 8:24:55, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7008, loss_cls: 2.3166, loss: 2.3166, grad_norm: 6.1433 2021-07-12 12:13:15,795 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 8:24:43, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6891, loss_cls: 2.4507, loss: 2.4507, grad_norm: 6.6608 2021-07-12 12:13:27,412 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 8:24:33, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7000, loss_cls: 2.4384, loss: 2.4384, grad_norm: 6.0561 2021-07-12 12:13:38,502 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 8:24:20, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6891, loss_cls: 2.3962, loss: 2.3962, grad_norm: 5.8249 2021-07-12 12:13:50,264 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 8:24:10, time: 0.589, data_time: 0.003, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6852, loss_cls: 2.3724, loss: 2.3724, grad_norm: 5.9925 2021-07-12 12:14:01,019 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 8:23:57, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.4359, top5_acc: 0.6937, loss_cls: 2.3975, loss: 2.3975, grad_norm: 6.0732 2021-07-12 12:14:11,983 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 8:23:44, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.3983, loss: 2.3983, grad_norm: 6.1202 2021-07-12 12:14:23,447 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 8:23:33, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6844, loss_cls: 2.4420, loss: 2.4420, grad_norm: 5.9100 2021-07-12 12:14:34,524 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 8:23:20, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6953, loss_cls: 2.3904, loss: 2.3904, grad_norm: 6.1159 2021-07-12 12:14:46,164 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 8:23:10, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6984, loss_cls: 2.4688, loss: 2.4688, grad_norm: 6.2517 2021-07-12 12:14:57,466 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 8:22:58, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6977, loss_cls: 2.3804, loss: 2.3804, grad_norm: 5.9168 2021-07-12 12:15:08,628 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 8:22:46, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6930, loss_cls: 2.4160, loss: 2.4160, grad_norm: 6.1610 2021-07-12 12:15:20,468 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 8:22:36, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6937, loss_cls: 2.3830, loss: 2.3830, grad_norm: 5.9260 2021-07-12 12:15:31,274 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 8:22:23, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5127, loss: 2.5127, grad_norm: 6.2307 2021-07-12 12:15:42,432 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 8:22:11, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.7000, loss_cls: 2.4555, loss: 2.4555, grad_norm: 6.1063 2021-07-12 12:15:53,179 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 8:21:57, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7070, loss_cls: 2.3949, loss: 2.3949, grad_norm: 6.1644 2021-07-12 12:16:05,417 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 8:21:49, time: 0.613, data_time: 0.002, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7148, loss_cls: 2.3758, loss: 2.3758, grad_norm: 6.0628 2021-07-12 12:16:17,042 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 8:21:38, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6898, loss_cls: 2.4137, loss: 2.4137, grad_norm: 5.8435 2021-07-12 12:16:27,706 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 8:21:24, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6867, loss_cls: 2.4673, loss: 2.4673, grad_norm: 5.9944 2021-07-12 12:16:39,249 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 8:21:13, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.6937, loss_cls: 2.4115, loss: 2.4115, grad_norm: 5.8896 2021-07-12 12:16:51,385 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 8:21:05, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.7047, loss_cls: 2.4427, loss: 2.4427, grad_norm: 5.9815 2021-07-12 12:17:02,473 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 8:20:52, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7016, loss_cls: 2.3723, loss: 2.3723, grad_norm: 6.0868 2021-07-12 12:17:14,040 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 8:20:42, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7109, loss_cls: 2.3673, loss: 2.3673, grad_norm: 5.9389 2021-07-12 12:17:25,005 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 8:20:29, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6930, loss_cls: 2.3955, loss: 2.3955, grad_norm: 5.8790 2021-07-12 12:17:36,567 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 8:20:18, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7141, loss_cls: 2.3208, loss: 2.3208, grad_norm: 6.0227 2021-07-12 12:17:48,714 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 8:20:09, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6906, loss_cls: 2.4361, loss: 2.4361, grad_norm: 6.0000 2021-07-12 12:17:59,834 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 8:19:57, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6930, loss_cls: 2.4307, loss: 2.4307, grad_norm: 5.9872 2021-07-12 12:18:11,659 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 8:19:47, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6945, loss_cls: 2.3953, loss: 2.3953, grad_norm: 5.9446 2021-07-12 12:18:22,404 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 8:19:34, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6883, loss_cls: 2.4780, loss: 2.4780, grad_norm: 5.9405 2021-07-12 12:18:34,140 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 8:19:24, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.6805, loss_cls: 2.4243, loss: 2.4243, grad_norm: 5.8699 2021-07-12 12:18:45,375 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 8:19:12, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6914, loss_cls: 2.4375, loss: 2.4375, grad_norm: 6.0941 2021-07-12 12:18:56,736 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 8:19:00, time: 0.568, data_time: 0.002, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7203, loss_cls: 2.3203, loss: 2.3203, grad_norm: 5.9193 2021-07-12 12:19:07,346 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 8:18:46, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6633, loss_cls: 2.5769, loss: 2.5769, grad_norm: 6.0115 2021-07-12 12:19:19,278 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 8:18:37, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6930, loss_cls: 2.3663, loss: 2.3663, grad_norm: 5.9752 2021-07-12 12:19:30,412 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 8:18:24, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7023, loss_cls: 2.3469, loss: 2.3469, grad_norm: 5.9980 2021-07-12 12:19:42,029 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 8:18:14, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.3367, loss: 2.3367, grad_norm: 6.1348 2021-07-12 12:19:52,881 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 8:18:01, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6828, loss_cls: 2.4622, loss: 2.4622, grad_norm: 6.1031 2021-07-12 12:20:04,477 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 8:17:50, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7047, loss_cls: 2.3353, loss: 2.3353, grad_norm: 5.9806 2021-07-12 12:20:15,558 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 8:17:38, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6719, loss_cls: 2.4945, loss: 2.4945, grad_norm: 6.0672 2021-07-12 12:20:26,341 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 8:17:24, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6797, loss_cls: 2.5261, loss: 2.5261, grad_norm: 5.8871 2021-07-12 12:20:27,863 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-07-12 12:20:43,002 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 8:17:12, time: 0.741, data_time: 0.229, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7070, loss_cls: 2.3498, loss: 2.3498, grad_norm: 5.8314 2021-07-12 12:20:54,582 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 8:17:01, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7203, loss_cls: 2.2897, loss: 2.2897, grad_norm: 6.1929 2021-07-12 12:21:06,249 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 8:16:51, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6797, loss_cls: 2.4476, loss: 2.4476, grad_norm: 6.3269 2021-07-12 12:21:17,750 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 8:16:40, time: 0.577, data_time: 0.003, memory: 7066, top1_acc: 0.4109, top5_acc: 0.7008, loss_cls: 2.4503, loss: 2.4503, grad_norm: 6.5319 2021-07-12 12:21:29,650 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 8:16:30, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7227, loss_cls: 2.2982, loss: 2.2982, grad_norm: 5.9505 2021-07-12 12:21:40,555 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 8:16:17, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7031, loss_cls: 2.3736, loss: 2.3736, grad_norm: 6.1174 2021-07-12 12:21:52,295 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 8:16:07, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7133, loss_cls: 2.3392, loss: 2.3392, grad_norm: 6.0181 2021-07-12 12:22:04,091 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 8:15:57, time: 0.590, data_time: 0.002, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6914, loss_cls: 2.4229, loss: 2.4229, grad_norm: 6.2779 2021-07-12 12:22:15,551 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 8:15:46, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6898, loss_cls: 2.4830, loss: 2.4830, grad_norm: 6.1946 2021-07-12 12:22:26,607 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 8:15:34, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6961, loss_cls: 2.4161, loss: 2.4161, grad_norm: 6.1469 2021-07-12 12:22:38,646 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 8:15:25, time: 0.604, data_time: 0.003, memory: 7066, top1_acc: 0.4109, top5_acc: 0.7094, loss_cls: 2.4006, loss: 2.4006, grad_norm: 6.1660 2021-07-12 12:22:50,192 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 8:15:14, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7180, loss_cls: 2.2693, loss: 2.2693, grad_norm: 6.2131 2021-07-12 12:23:01,138 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 8:15:01, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.7039, loss_cls: 2.3910, loss: 2.3910, grad_norm: 6.2888 2021-07-12 12:23:13,271 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 8:14:52, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7023, loss_cls: 2.3585, loss: 2.3585, grad_norm: 6.0123 2021-07-12 12:23:24,714 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 8:14:41, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6945, loss_cls: 2.4282, loss: 2.4282, grad_norm: 5.9289 2021-07-12 12:23:35,244 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 8:14:27, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7148, loss_cls: 2.3608, loss: 2.3608, grad_norm: 6.0373 2021-07-12 12:23:45,995 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 8:14:13, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7070, loss_cls: 2.3183, loss: 2.3183, grad_norm: 5.9396 2021-07-12 12:23:57,557 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 8:14:02, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7172, loss_cls: 2.3490, loss: 2.3490, grad_norm: 6.2335 2021-07-12 12:24:09,470 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 8:13:53, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.6906, loss_cls: 2.3703, loss: 2.3703, grad_norm: 5.8982 2021-07-12 12:24:20,489 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 8:13:40, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.3203, loss: 2.3203, grad_norm: 5.9614 2021-07-12 12:24:31,421 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 8:13:27, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7133, loss_cls: 2.3172, loss: 2.3172, grad_norm: 6.2326 2021-07-12 12:24:43,136 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 8:13:17, time: 0.587, data_time: 0.002, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7109, loss_cls: 2.3207, loss: 2.3207, grad_norm: 5.9822 2021-07-12 12:24:54,325 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 8:13:05, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7156, loss_cls: 2.3303, loss: 2.3303, grad_norm: 6.0706 2021-07-12 12:25:06,054 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 8:12:55, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7063, loss_cls: 2.3025, loss: 2.3025, grad_norm: 6.2035 2021-07-12 12:25:16,890 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 8:12:42, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7086, loss_cls: 2.3655, loss: 2.3655, grad_norm: 6.1834 2021-07-12 12:25:28,034 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 8:12:29, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7000, loss_cls: 2.3796, loss: 2.3796, grad_norm: 5.9651 2021-07-12 12:25:39,636 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 8:12:19, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7227, loss_cls: 2.2628, loss: 2.2628, grad_norm: 6.2915 2021-07-12 12:25:50,837 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 8:12:07, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6961, loss_cls: 2.3906, loss: 2.3906, grad_norm: 6.0864 2021-07-12 12:26:01,526 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 8:11:53, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3977, loss: 2.3977, grad_norm: 6.2069 2021-07-12 12:26:13,073 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 8:11:42, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.3784, loss: 2.3784, grad_norm: 6.0055 2021-07-12 12:26:24,665 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 8:11:32, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.3995, loss: 2.3995, grad_norm: 5.9685 2021-07-12 12:26:36,053 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 8:11:20, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3660, loss: 2.3660, grad_norm: 6.0881 2021-07-12 12:26:48,022 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 8:11:11, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.7227, loss_cls: 2.3831, loss: 2.3831, grad_norm: 5.9186 2021-07-12 12:26:59,120 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 8:10:58, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6969, loss_cls: 2.4177, loss: 2.4177, grad_norm: 5.9421 2021-07-12 12:27:09,846 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 8:10:45, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7266, loss_cls: 2.2757, loss: 2.2757, grad_norm: 5.9327 2021-07-12 12:27:21,424 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 8:10:34, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7102, loss_cls: 2.3288, loss: 2.3288, grad_norm: 6.1259 2021-07-12 12:27:32,752 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 8:10:23, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.3858, loss: 2.3858, grad_norm: 6.6231 2021-07-12 12:27:44,316 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 8:10:12, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6961, loss_cls: 2.3922, loss: 2.3922, grad_norm: 6.0672 2021-07-12 12:27:55,084 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 8:09:59, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7109, loss_cls: 2.3157, loss: 2.3157, grad_norm: 5.9568 2021-07-12 12:28:06,513 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 8:09:47, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.2716, loss: 2.2716, grad_norm: 5.8871 2021-07-12 12:28:18,142 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 8:09:37, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7133, loss_cls: 2.3676, loss: 2.3676, grad_norm: 5.9717 2021-07-12 12:28:29,786 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 8:09:26, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6898, loss_cls: 2.4157, loss: 2.4157, grad_norm: 6.1010 2021-07-12 12:28:41,223 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 8:09:15, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7055, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.2728 2021-07-12 12:28:52,860 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 8:09:04, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6867, loss_cls: 2.3845, loss: 2.3845, grad_norm: 6.2061 2021-07-12 12:29:04,012 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 8:08:52, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6727, loss_cls: 2.4108, loss: 2.4108, grad_norm: 5.7945 2021-07-12 12:29:15,981 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 8:08:43, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6891, loss_cls: 2.4170, loss: 2.4170, grad_norm: 5.9234 2021-07-12 12:29:27,020 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 8:08:30, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7000, loss_cls: 2.3478, loss: 2.3478, grad_norm: 6.0139 2021-07-12 12:29:38,301 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 8:08:19, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6961, loss_cls: 2.3780, loss: 2.3780, grad_norm: 6.0259 2021-07-12 12:29:49,259 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 8:08:06, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6891, loss_cls: 2.4230, loss: 2.4230, grad_norm: 6.2932 2021-07-12 12:30:00,577 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 8:07:54, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6961, loss_cls: 2.4033, loss: 2.4033, grad_norm: 6.0037 2021-07-12 12:30:12,340 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 8:07:44, time: 0.588, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.3586, loss: 2.3586, grad_norm: 5.9513 2021-07-12 12:30:24,001 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 8:07:34, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.7039, loss_cls: 2.3842, loss: 2.3842, grad_norm: 6.2002 2021-07-12 12:30:36,022 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 8:07:25, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6992, loss_cls: 2.3856, loss: 2.3856, grad_norm: 5.9995 2021-07-12 12:30:47,301 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 8:07:13, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6992, loss_cls: 2.3672, loss: 2.3672, grad_norm: 6.0056 2021-07-12 12:30:58,425 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 8:07:01, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.3739, loss: 2.3739, grad_norm: 6.0045 2021-07-12 12:31:10,078 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 8:06:50, time: 0.583, data_time: 0.002, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6977, loss_cls: 2.4301, loss: 2.4301, grad_norm: 6.3694 2021-07-12 12:31:21,323 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 8:06:38, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6844, loss_cls: 2.4196, loss: 2.4196, grad_norm: 6.0602 2021-07-12 12:31:32,247 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 8:06:25, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6758, loss_cls: 2.4638, loss: 2.4638, grad_norm: 5.6931 2021-07-12 12:31:43,897 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 8:06:15, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.6992, loss_cls: 2.3473, loss: 2.3473, grad_norm: 6.0287 2021-07-12 12:31:55,096 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 8:06:03, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7086, loss_cls: 2.3265, loss: 2.3265, grad_norm: 5.9852 2021-07-12 12:32:07,006 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 8:05:53, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6617, loss_cls: 2.5018, loss: 2.5018, grad_norm: 6.1657 2021-07-12 12:32:17,661 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 8:05:40, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6789, loss_cls: 2.4220, loss: 2.4220, grad_norm: 6.0138 2021-07-12 12:32:28,993 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 8:05:28, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7086, loss_cls: 2.3416, loss: 2.3416, grad_norm: 5.8521 2021-07-12 12:32:41,110 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 8:05:19, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6984, loss_cls: 2.4093, loss: 2.4093, grad_norm: 5.6787 2021-07-12 12:32:52,572 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 8:05:08, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.6984, loss_cls: 2.3506, loss: 2.3506, grad_norm: 5.8789 2021-07-12 12:33:04,040 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 8:04:57, time: 0.574, data_time: 0.002, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7266, loss_cls: 2.2799, loss: 2.2799, grad_norm: 6.2192 2021-07-12 12:33:14,656 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 8:04:43, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.4502, loss: 2.4502, grad_norm: 6.0590 2021-07-12 12:33:16,190 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-07-12 12:34:15,716 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 12:34:15,964 - mmaction - INFO - top1_acc 0.3154 top5_acc 0.6148 2021-07-12 12:34:15,965 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 12:34:15,979 - mmaction - INFO - mean_acc 0.2971 2021-07-12 12:34:15,983 - mmaction - INFO - Epoch(val) [12][181] top1_acc: 0.3154, top5_acc: 0.6148, mean_class_accuracy: 0.2971 2021-07-12 12:34:31,339 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 8:04:32, time: 0.767, data_time: 0.192, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6992, loss_cls: 2.3542, loss: 2.3542, grad_norm: 5.9631 2021-07-12 12:34:43,033 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 8:04:22, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7328, loss_cls: 2.2254, loss: 2.2254, grad_norm: 5.9409 2021-07-12 12:34:54,531 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 8:04:11, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7344, loss_cls: 2.2248, loss: 2.2248, grad_norm: 6.0516 2021-07-12 12:35:05,475 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 8:03:58, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6984, loss_cls: 2.4182, loss: 2.4182, grad_norm: 6.1421 2021-07-12 12:35:16,617 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 8:03:46, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7164, loss_cls: 2.2779, loss: 2.2779, grad_norm: 5.8841 2021-07-12 12:35:28,073 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 8:03:35, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.3619, loss: 2.3619, grad_norm: 6.2126 2021-07-12 12:35:38,850 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 8:03:22, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7258, loss_cls: 2.2437, loss: 2.2437, grad_norm: 6.0594 2021-07-12 12:35:50,417 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 8:03:11, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7086, loss_cls: 2.2835, loss: 2.2835, grad_norm: 5.9429 2021-07-12 12:36:02,521 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 8:03:02, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7352, loss_cls: 2.2023, loss: 2.2023, grad_norm: 6.1107 2021-07-12 12:36:13,784 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 8:02:50, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.7047, loss_cls: 2.3635, loss: 2.3635, grad_norm: 6.2326 2021-07-12 12:36:25,235 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 8:02:39, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7102, loss_cls: 2.3881, loss: 2.3881, grad_norm: 6.0805 2021-07-12 12:36:36,335 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 8:02:27, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7164, loss_cls: 2.2873, loss: 2.2873, grad_norm: 5.9652 2021-07-12 12:36:47,791 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 8:02:15, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6805, loss_cls: 2.4980, loss: 2.4980, grad_norm: 6.3280 2021-07-12 12:36:59,051 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 8:02:04, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7109, loss_cls: 2.3122, loss: 2.3122, grad_norm: 6.1882 2021-07-12 12:37:10,148 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 8:01:51, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7242, loss_cls: 2.2624, loss: 2.2624, grad_norm: 6.1319 2021-07-12 12:37:20,920 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 8:01:38, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.3815, loss: 2.3815, grad_norm: 6.1097 2021-07-12 12:37:32,422 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 8:01:27, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7141, loss_cls: 2.3553, loss: 2.3553, grad_norm: 6.0420 2021-07-12 12:37:44,134 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 8:01:17, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6828, loss_cls: 2.3657, loss: 2.3657, grad_norm: 6.3019 2021-07-12 12:37:55,277 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 8:01:05, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6937, loss_cls: 2.4462, loss: 2.4462, grad_norm: 6.1973 2021-07-12 12:38:07,181 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 8:00:55, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7102, loss_cls: 2.2943, loss: 2.2943, grad_norm: 6.3105 2021-07-12 12:38:17,749 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 8:00:41, time: 0.529, data_time: 0.002, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.3082, loss: 2.3082, grad_norm: 6.2616 2021-07-12 12:38:29,177 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 8:00:30, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6977, loss_cls: 2.4380, loss: 2.4380, grad_norm: 6.2474 2021-07-12 12:38:41,022 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 8:00:20, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7016, loss_cls: 2.3444, loss: 2.3444, grad_norm: 6.1526 2021-07-12 12:38:52,548 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 8:00:09, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7133, loss_cls: 2.2711, loss: 2.2711, grad_norm: 5.9097 2021-07-12 12:39:03,489 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 7:59:56, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7109, loss_cls: 2.3154, loss: 2.3154, grad_norm: 6.1218 2021-07-12 12:39:14,514 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 7:59:44, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6977, loss_cls: 2.3956, loss: 2.3956, grad_norm: 5.9589 2021-07-12 12:39:25,607 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 7:59:31, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7203, loss_cls: 2.2698, loss: 2.2698, grad_norm: 5.9670 2021-07-12 12:39:36,826 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 7:59:20, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.4320, top5_acc: 0.6906, loss_cls: 2.3863, loss: 2.3863, grad_norm: 5.9396 2021-07-12 12:39:48,331 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 7:59:09, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3576, loss: 2.3576, grad_norm: 6.1590 2021-07-12 12:39:59,850 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 7:58:58, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7250, loss_cls: 2.2623, loss: 2.2623, grad_norm: 6.1279 2021-07-12 12:40:10,996 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 7:58:45, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7008, loss_cls: 2.4108, loss: 2.4108, grad_norm: 6.1037 2021-07-12 12:40:22,538 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 7:58:35, time: 0.578, data_time: 0.002, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7016, loss_cls: 2.3480, loss: 2.3480, grad_norm: 5.8705 2021-07-12 12:40:33,924 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 7:58:23, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7078, loss_cls: 2.3032, loss: 2.3032, grad_norm: 5.7790 2021-07-12 12:40:45,875 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 7:58:14, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7141, loss_cls: 2.3283, loss: 2.3283, grad_norm: 5.8893 2021-07-12 12:40:57,108 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 7:58:02, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7242, loss_cls: 2.2609, loss: 2.2609, grad_norm: 6.0017 2021-07-12 12:41:07,970 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 7:57:49, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6883, loss_cls: 2.4152, loss: 2.4152, grad_norm: 6.0731 2021-07-12 12:41:19,633 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 7:57:38, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7164, loss_cls: 2.2961, loss: 2.2961, grad_norm: 6.0741 2021-07-12 12:41:30,338 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 7:57:25, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6937, loss_cls: 2.3803, loss: 2.3803, grad_norm: 6.0652 2021-07-12 12:41:41,770 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 7:57:14, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6898, loss_cls: 2.3554, loss: 2.3554, grad_norm: 6.1061 2021-07-12 12:41:53,014 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 7:57:02, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7039, loss_cls: 2.3676, loss: 2.3676, grad_norm: 6.0044 2021-07-12 12:42:05,131 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 7:56:53, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7109, loss_cls: 2.3179, loss: 2.3179, grad_norm: 5.9770 2021-07-12 12:42:16,798 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 7:56:42, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7070, loss_cls: 2.3468, loss: 2.3468, grad_norm: 5.7761 2021-07-12 12:42:28,405 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 7:56:32, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7180, loss_cls: 2.2548, loss: 2.2548, grad_norm: 6.0239 2021-07-12 12:42:38,590 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 7:56:17, time: 0.509, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6859, loss_cls: 2.4389, loss: 2.4389, grad_norm: 6.1643 2021-07-12 12:42:50,171 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 7:56:06, time: 0.579, data_time: 0.000, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7141, loss_cls: 2.3395, loss: 2.3395, grad_norm: 6.2666 2021-07-12 12:43:01,186 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 7:55:53, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6992, loss_cls: 2.3860, loss: 2.3860, grad_norm: 6.0110 2021-07-12 12:43:13,048 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 7:55:43, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7063, loss_cls: 2.2928, loss: 2.2928, grad_norm: 6.1385 2021-07-12 12:43:24,374 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 7:55:32, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7094, loss_cls: 2.3202, loss: 2.3202, grad_norm: 6.0371 2021-07-12 12:43:35,335 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 7:55:19, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7094, loss_cls: 2.3286, loss: 2.3286, grad_norm: 6.0847 2021-07-12 12:43:46,856 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 7:55:08, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6867, loss_cls: 2.5169, loss: 2.5169, grad_norm: 6.2991 2021-07-12 12:43:57,649 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 7:54:55, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4089, loss: 2.4089, grad_norm: 5.8669 2021-07-12 12:44:09,530 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 7:54:45, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.3077, loss: 2.3077, grad_norm: 5.9927 2021-07-12 12:44:20,833 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 7:54:34, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6945, loss_cls: 2.4095, loss: 2.4095, grad_norm: 5.9610 2021-07-12 12:44:32,492 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 7:54:23, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7219, loss_cls: 2.3042, loss: 2.3042, grad_norm: 5.9261 2021-07-12 12:44:43,402 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 7:54:10, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.2768, loss: 2.2768, grad_norm: 6.0116 2021-07-12 12:44:55,015 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 7:54:00, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2572, loss: 2.2572, grad_norm: 6.1668 2021-07-12 12:45:06,323 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 7:53:48, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7242, loss_cls: 2.3038, loss: 2.3038, grad_norm: 5.8263 2021-07-12 12:45:17,023 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 7:53:35, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7063, loss_cls: 2.3145, loss: 2.3145, grad_norm: 5.9648 2021-07-12 12:45:27,850 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 7:53:22, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7133, loss_cls: 2.2902, loss: 2.2902, grad_norm: 6.1398 2021-07-12 12:45:39,111 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 7:53:10, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7094, loss_cls: 2.3139, loss: 2.3139, grad_norm: 6.0582 2021-07-12 12:45:50,775 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 7:53:00, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7359, loss_cls: 2.2083, loss: 2.2083, grad_norm: 5.8735 2021-07-12 12:46:02,304 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 7:52:49, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7031, loss_cls: 2.3551, loss: 2.3551, grad_norm: 6.2259 2021-07-12 12:46:13,491 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 7:52:37, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.7031, loss_cls: 2.3718, loss: 2.3718, grad_norm: 6.3270 2021-07-12 12:46:24,957 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 7:52:26, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7211, loss_cls: 2.3318, loss: 2.3318, grad_norm: 6.0552 2021-07-12 12:46:37,199 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 7:52:17, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6883, loss_cls: 2.4303, loss: 2.4303, grad_norm: 6.0068 2021-07-12 12:46:48,150 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 7:52:04, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6906, loss_cls: 2.4164, loss: 2.4164, grad_norm: 6.0707 2021-07-12 12:46:59,010 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 7:51:51, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7180, loss_cls: 2.3341, loss: 2.3341, grad_norm: 6.0484 2021-07-12 12:47:00,538 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-07-12 12:47:16,722 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 7:51:42, time: 0.793, data_time: 0.283, memory: 7066, top1_acc: 0.4406, top5_acc: 0.6969, loss_cls: 2.3801, loss: 2.3801, grad_norm: 6.2590 2021-07-12 12:47:27,431 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 7:51:28, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7336, loss_cls: 2.2342, loss: 2.2342, grad_norm: 6.2651 2021-07-12 12:47:38,542 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 7:51:16, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7164, loss_cls: 2.3531, loss: 2.3531, grad_norm: 6.2570 2021-07-12 12:47:49,618 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 7:51:04, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7250, loss_cls: 2.2563, loss: 2.2563, grad_norm: 6.2386 2021-07-12 12:48:01,517 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 7:50:54, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7258, loss_cls: 2.2131, loss: 2.2131, grad_norm: 6.1786 2021-07-12 12:48:12,698 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 7:50:42, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2607, loss: 2.2607, grad_norm: 6.2160 2021-07-12 12:48:24,268 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 7:50:31, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7211, loss_cls: 2.3341, loss: 2.3341, grad_norm: 6.2231 2021-07-12 12:48:35,470 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 7:50:20, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7164, loss_cls: 2.2660, loss: 2.2660, grad_norm: 6.2178 2021-07-12 12:48:45,768 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 7:50:05, time: 0.515, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2608, loss: 2.2608, grad_norm: 5.9929 2021-07-12 12:48:57,039 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 7:49:53, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7133, loss_cls: 2.3619, loss: 2.3619, grad_norm: 6.1616 2021-07-12 12:49:07,626 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 7:49:40, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7242, loss_cls: 2.3289, loss: 2.3289, grad_norm: 6.3289 2021-07-12 12:49:18,989 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 7:49:28, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7227, loss_cls: 2.3273, loss: 2.3273, grad_norm: 6.3110 2021-07-12 12:49:30,256 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 7:49:17, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7180, loss_cls: 2.2816, loss: 2.2816, grad_norm: 6.1146 2021-07-12 12:49:41,884 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 7:49:06, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7320, loss_cls: 2.2238, loss: 2.2238, grad_norm: 6.0770 2021-07-12 12:49:53,087 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 7:48:54, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7086, loss_cls: 2.2744, loss: 2.2744, grad_norm: 6.1869 2021-07-12 12:50:04,983 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 7:48:44, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2371, loss: 2.2371, grad_norm: 6.2220 2021-07-12 12:50:15,822 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 7:48:31, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7078, loss_cls: 2.3425, loss: 2.3425, grad_norm: 6.1268 2021-07-12 12:50:27,339 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 7:48:20, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7016, loss_cls: 2.3129, loss: 2.3129, grad_norm: 6.1737 2021-07-12 12:50:38,016 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 7:48:07, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7102, loss_cls: 2.3395, loss: 2.3395, grad_norm: 6.3100 2021-07-12 12:50:49,696 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 7:47:57, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7211, loss_cls: 2.3038, loss: 2.3038, grad_norm: 6.3329 2021-07-12 12:51:00,086 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 7:47:43, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.6891, loss_cls: 2.3456, loss: 2.3456, grad_norm: 6.2764 2021-07-12 12:51:11,229 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 7:47:30, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7141, loss_cls: 2.3052, loss: 2.3052, grad_norm: 5.8507 2021-07-12 12:51:23,588 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 7:47:22, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.6977, loss_cls: 2.3546, loss: 2.3546, grad_norm: 6.2291 2021-07-12 12:51:34,295 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 7:47:09, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7148, loss_cls: 2.3005, loss: 2.3005, grad_norm: 6.1128 2021-07-12 12:51:45,837 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 7:46:58, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7039, loss_cls: 2.3222, loss: 2.3222, grad_norm: 6.1797 2021-07-12 12:51:56,125 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 7:46:43, time: 0.514, data_time: 0.001, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.2883, loss: 2.2883, grad_norm: 6.2785 2021-07-12 12:52:08,176 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 7:46:34, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.7047, loss_cls: 2.4055, loss: 2.4055, grad_norm: 6.3558 2021-07-12 12:52:19,673 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 7:46:23, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6914, loss_cls: 2.4138, loss: 2.4138, grad_norm: 5.9800 2021-07-12 12:52:30,261 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 7:46:09, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7047, loss_cls: 2.3518, loss: 2.3518, grad_norm: 6.1246 2021-07-12 12:52:42,455 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 7:46:00, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.6844, loss_cls: 2.3721, loss: 2.3721, grad_norm: 6.1562 2021-07-12 12:52:53,054 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 7:45:47, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7266, loss_cls: 2.2664, loss: 2.2664, grad_norm: 6.2966 2021-07-12 12:53:03,755 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 7:45:33, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2627, loss: 2.2627, grad_norm: 5.9610 2021-07-12 12:53:14,884 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 7:45:21, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7227, loss_cls: 2.3139, loss: 2.3139, grad_norm: 6.2446 2021-07-12 12:53:26,399 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 7:45:10, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7016, loss_cls: 2.3565, loss: 2.3565, grad_norm: 6.0557 2021-07-12 12:53:37,419 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 7:44:58, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7148, loss_cls: 2.3204, loss: 2.3204, grad_norm: 6.1258 2021-07-12 12:53:49,404 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 7:44:48, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7180, loss_cls: 2.2803, loss: 2.2803, grad_norm: 6.2631 2021-07-12 12:54:00,341 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 7:44:36, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.6977, loss_cls: 2.3365, loss: 2.3365, grad_norm: 6.3572 2021-07-12 12:54:11,792 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 7:44:25, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.4133, top5_acc: 0.7039, loss_cls: 2.4152, loss: 2.4152, grad_norm: 6.2209 2021-07-12 12:54:23,264 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 7:44:14, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7102, loss_cls: 2.3218, loss: 2.3218, grad_norm: 5.9998 2021-07-12 12:54:33,967 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 7:44:00, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7117, loss_cls: 2.3564, loss: 2.3564, grad_norm: 5.8851 2021-07-12 12:54:45,413 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 7:43:49, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7281, loss_cls: 2.1946, loss: 2.1946, grad_norm: 5.9264 2021-07-12 12:54:56,463 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 7:43:37, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.3957, loss: 2.3957, grad_norm: 5.8631 2021-07-12 12:55:08,415 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 7:43:27, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7422, loss_cls: 2.1933, loss: 2.1933, grad_norm: 6.1104 2021-07-12 12:55:18,910 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 7:43:13, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7477, loss_cls: 2.2256, loss: 2.2256, grad_norm: 5.9489 2021-07-12 12:55:30,869 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 7:43:04, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7273, loss_cls: 2.2896, loss: 2.2896, grad_norm: 6.1377 2021-07-12 12:55:42,288 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 7:42:52, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.6945, loss_cls: 2.3517, loss: 2.3517, grad_norm: 6.0639 2021-07-12 12:55:53,344 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 7:42:40, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7211, loss_cls: 2.3278, loss: 2.3278, grad_norm: 6.1509 2021-07-12 12:56:04,581 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 7:42:28, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.6898, loss_cls: 2.3693, loss: 2.3693, grad_norm: 6.2697 2021-07-12 12:56:16,019 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 7:42:17, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7336, loss_cls: 2.2318, loss: 2.2318, grad_norm: 5.9248 2021-07-12 12:56:26,908 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 7:42:05, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7055, loss_cls: 2.3461, loss: 2.3461, grad_norm: 6.3553 2021-07-12 12:56:38,529 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 7:41:54, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.4359, top5_acc: 0.6977, loss_cls: 2.3850, loss: 2.3850, grad_norm: 6.0770 2021-07-12 12:56:48,447 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 7:41:39, time: 0.495, data_time: 0.001, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7234, loss_cls: 2.2788, loss: 2.2788, grad_norm: 6.1723 2021-07-12 12:57:00,342 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 7:41:29, time: 0.596, data_time: 0.002, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7148, loss_cls: 2.3186, loss: 2.3186, grad_norm: 6.0872 2021-07-12 12:57:11,120 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 7:41:16, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7086, loss_cls: 2.3064, loss: 2.3064, grad_norm: 6.2979 2021-07-12 12:57:22,428 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 7:41:04, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7203, loss_cls: 2.3584, loss: 2.3584, grad_norm: 6.0202 2021-07-12 12:57:33,968 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 7:40:53, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.6930, loss_cls: 2.3698, loss: 2.3698, grad_norm: 6.2314 2021-07-12 12:57:45,553 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 7:40:43, time: 0.580, data_time: 0.002, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7133, loss_cls: 2.2628, loss: 2.2628, grad_norm: 6.1023 2021-07-12 12:57:56,612 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 7:40:30, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7086, loss_cls: 2.3406, loss: 2.3406, grad_norm: 6.3009 2021-07-12 12:58:07,580 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 7:40:18, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7094, loss_cls: 2.3590, loss: 2.3590, grad_norm: 6.3411 2021-07-12 12:58:18,506 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 7:40:05, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.6984, loss_cls: 2.3994, loss: 2.3994, grad_norm: 5.8862 2021-07-12 12:58:29,750 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 7:39:54, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7219, loss_cls: 2.2969, loss: 2.2969, grad_norm: 6.2709 2021-07-12 12:58:40,536 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 7:39:41, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6906, loss_cls: 2.3779, loss: 2.3779, grad_norm: 6.1693 2021-07-12 12:58:51,933 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 7:39:30, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.7000, loss_cls: 2.3356, loss: 2.3356, grad_norm: 5.9122 2021-07-12 12:59:02,317 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 7:39:16, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7086, loss_cls: 2.3747, loss: 2.3747, grad_norm: 6.0195 2021-07-12 12:59:13,734 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 7:39:04, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 2.2322, loss: 2.2322, grad_norm: 5.7897 2021-07-12 12:59:25,105 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 7:38:53, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7133, loss_cls: 2.3066, loss: 2.3066, grad_norm: 5.8799 2021-07-12 12:59:35,855 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 7:38:40, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7023, loss_cls: 2.3711, loss: 2.3711, grad_norm: 5.8479 2021-07-12 12:59:37,136 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-07-12 13:00:34,785 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 13:00:34,936 - mmaction - INFO - top1_acc 0.3286 top5_acc 0.6213 2021-07-12 13:00:34,937 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 13:00:34,946 - mmaction - INFO - mean_acc 0.2967 2021-07-12 13:00:35,262 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-07-12 13:00:35,263 - mmaction - INFO - Best top1_acc is 0.3286 at 14 epoch. 2021-07-12 13:00:35,270 - mmaction - INFO - Epoch(val) [14][181] top1_acc: 0.3286, top5_acc: 0.6213, mean_class_accuracy: 0.2967 2021-07-12 13:00:50,235 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 7:38:28, time: 0.748, data_time: 0.373, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7367, loss_cls: 2.2068, loss: 2.2068, grad_norm: 5.8672 2021-07-12 13:01:00,352 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 7:38:13, time: 0.506, data_time: 0.008, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7539, loss_cls: 2.1232, loss: 2.1232, grad_norm: 6.1757 2021-07-12 13:01:12,229 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 7:38:03, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7328, loss_cls: 2.2504, loss: 2.2504, grad_norm: 6.1780 2021-07-12 13:01:22,644 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 7:37:49, time: 0.521, data_time: 0.002, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7250, loss_cls: 2.2581, loss: 2.2581, grad_norm: 6.1744 2021-07-12 13:01:33,978 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 7:37:38, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7289, loss_cls: 2.2392, loss: 2.2392, grad_norm: 6.2508 2021-07-12 13:01:45,685 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 7:37:27, time: 0.587, data_time: 0.003, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7188, loss_cls: 2.3047, loss: 2.3047, grad_norm: 6.0633 2021-07-12 13:01:56,078 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 7:37:14, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.3325, loss: 2.3325, grad_norm: 5.9478 2021-07-12 13:02:06,894 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 7:37:01, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7141, loss_cls: 2.2388, loss: 2.2388, grad_norm: 6.0261 2021-07-12 13:02:17,740 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 7:36:48, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.4266, top5_acc: 0.7156, loss_cls: 2.2939, loss: 2.2939, grad_norm: 5.9736 2021-07-12 13:02:29,418 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 7:36:38, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7500, loss_cls: 2.1145, loss: 2.1145, grad_norm: 6.1525 2021-07-12 13:02:40,693 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 7:36:26, time: 0.565, data_time: 0.002, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.2921, loss: 2.2921, grad_norm: 6.0651 2021-07-12 13:02:51,590 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 7:36:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7227, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.2938 2021-07-12 13:03:02,982 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 7:36:02, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7414, loss_cls: 2.1698, loss: 2.1698, grad_norm: 6.1617 2021-07-12 13:03:13,598 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 7:35:49, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7125, loss_cls: 2.2770, loss: 2.2770, grad_norm: 6.1621 2021-07-12 13:03:25,119 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 7:35:38, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7195, loss_cls: 2.3473, loss: 2.3473, grad_norm: 6.1920 2021-07-12 13:03:35,884 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 7:35:25, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7219, loss_cls: 2.2493, loss: 2.2493, grad_norm: 6.0525 2021-07-12 13:03:47,098 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 7:35:13, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7063, loss_cls: 2.3144, loss: 2.3144, grad_norm: 5.9060 2021-07-12 13:03:58,682 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 7:35:03, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7445, loss_cls: 2.1648, loss: 2.1648, grad_norm: 5.9890 2021-07-12 13:04:09,119 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 7:34:49, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7195, loss_cls: 2.2356, loss: 2.2356, grad_norm: 6.1343 2021-07-12 13:04:19,972 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 7:34:36, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7281, loss_cls: 2.2004, loss: 2.2004, grad_norm: 6.2094 2021-07-12 13:04:31,314 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 7:34:25, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7133, loss_cls: 2.2878, loss: 2.2878, grad_norm: 6.0865 2021-07-12 13:04:42,153 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 7:34:12, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7367, loss_cls: 2.2004, loss: 2.2004, grad_norm: 6.0472 2021-07-12 13:04:52,920 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 7:33:59, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7102, loss_cls: 2.3390, loss: 2.3390, grad_norm: 6.4278 2021-07-12 13:05:03,226 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 7:33:45, time: 0.515, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7094, loss_cls: 2.2918, loss: 2.2918, grad_norm: 6.0180 2021-07-12 13:05:14,876 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 7:33:35, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7172, loss_cls: 2.2894, loss: 2.2894, grad_norm: 6.2527 2021-07-12 13:05:25,477 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 7:33:22, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7320, loss_cls: 2.2143, loss: 2.2143, grad_norm: 6.1773 2021-07-12 13:05:36,340 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 7:33:09, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7109, loss_cls: 2.3211, loss: 2.3211, grad_norm: 6.3967 2021-07-12 13:05:47,427 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 7:32:57, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7063, loss_cls: 2.3097, loss: 2.3097, grad_norm: 5.9387 2021-07-12 13:05:58,110 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 7:32:44, time: 0.535, data_time: 0.002, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6977, loss_cls: 2.3604, loss: 2.3604, grad_norm: 6.1156 2021-07-12 13:06:08,927 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 7:32:31, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2330, loss: 2.2330, grad_norm: 6.1433 2021-07-12 13:06:20,204 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 7:32:20, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7125, loss_cls: 2.2878, loss: 2.2878, grad_norm: 6.2159 2021-07-12 13:06:31,456 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 7:32:08, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.1884, loss: 2.1884, grad_norm: 6.1016 2021-07-12 13:06:42,776 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 7:31:57, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7297, loss_cls: 2.1912, loss: 2.1912, grad_norm: 6.2049 2021-07-12 13:06:53,578 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 7:31:44, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7086, loss_cls: 2.3169, loss: 2.3169, grad_norm: 6.0806 2021-07-12 13:07:04,569 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 7:31:32, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7180, loss_cls: 2.2774, loss: 2.2774, grad_norm: 6.0939 2021-07-12 13:07:15,424 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 7:31:19, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7156, loss_cls: 2.2504, loss: 2.2504, grad_norm: 6.0930 2021-07-12 13:07:26,683 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 7:31:07, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.2971, loss: 2.2971, grad_norm: 6.3467 2021-07-12 13:07:37,503 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 7:30:55, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7297, loss_cls: 2.1843, loss: 2.1843, grad_norm: 6.0240 2021-07-12 13:07:48,785 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 7:30:43, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7578, loss_cls: 2.0951, loss: 2.0951, grad_norm: 6.0653 2021-07-12 13:07:59,130 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 7:30:29, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7141, loss_cls: 2.2640, loss: 2.2640, grad_norm: 6.3025 2021-07-12 13:08:10,316 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 7:30:18, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7281, loss_cls: 2.2995, loss: 2.2995, grad_norm: 6.2318 2021-07-12 13:08:21,321 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 7:30:06, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7281, loss_cls: 2.2423, loss: 2.2423, grad_norm: 6.3786 2021-07-12 13:08:32,450 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 7:29:54, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7156, loss_cls: 2.2375, loss: 2.2375, grad_norm: 6.2099 2021-07-12 13:08:42,773 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 7:29:40, time: 0.516, data_time: 0.002, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7148, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.0941 2021-07-12 13:08:54,243 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 7:29:29, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7188, loss_cls: 2.2628, loss: 2.2628, grad_norm: 6.1822 2021-07-12 13:09:05,522 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 7:29:17, time: 0.566, data_time: 0.003, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7047, loss_cls: 2.3189, loss: 2.3189, grad_norm: 6.2203 2021-07-12 13:09:16,574 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 7:29:05, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7258, loss_cls: 2.2380, loss: 2.2380, grad_norm: 6.2457 2021-07-12 13:09:27,575 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 7:28:53, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.2836, loss: 2.2836, grad_norm: 5.9294 2021-07-12 13:09:39,720 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 7:28:44, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7180, loss_cls: 2.2703, loss: 2.2703, grad_norm: 6.0467 2021-07-12 13:09:49,808 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 7:28:29, time: 0.504, data_time: 0.001, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7180, loss_cls: 2.2660, loss: 2.2660, grad_norm: 5.9644 2021-07-12 13:10:01,292 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 7:28:18, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7383, loss_cls: 2.2394, loss: 2.2394, grad_norm: 6.1944 2021-07-12 13:10:11,937 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 7:28:05, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7023, loss_cls: 2.3373, loss: 2.3373, grad_norm: 6.1946 2021-07-12 13:10:22,642 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 7:27:52, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7227, loss_cls: 2.2563, loss: 2.2563, grad_norm: 6.2406 2021-07-12 13:10:33,839 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 7:27:41, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7242, loss_cls: 2.2972, loss: 2.2972, grad_norm: 6.3267 2021-07-12 13:10:45,322 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 7:27:29, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7055, loss_cls: 2.3469, loss: 2.3469, grad_norm: 6.1125 2021-07-12 13:10:56,268 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 7:27:17, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7211, loss_cls: 2.2241, loss: 2.2241, grad_norm: 5.9927 2021-07-12 13:11:07,220 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 7:27:05, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7172, loss_cls: 2.2980, loss: 2.2980, grad_norm: 5.8948 2021-07-12 13:11:18,232 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 7:26:53, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7211, loss_cls: 2.3033, loss: 2.3033, grad_norm: 5.9248 2021-07-12 13:11:29,111 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 7:26:40, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7359, loss_cls: 2.2003, loss: 2.2003, grad_norm: 5.9142 2021-07-12 13:11:39,939 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 7:26:28, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7344, loss_cls: 2.2171, loss: 2.2171, grad_norm: 6.2757 2021-07-12 13:11:51,048 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 7:26:16, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7164, loss_cls: 2.3147, loss: 2.3147, grad_norm: 6.2454 2021-07-12 13:12:02,417 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 7:26:05, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3369, loss: 2.3369, grad_norm: 6.1938 2021-07-12 13:12:12,669 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 7:25:51, time: 0.513, data_time: 0.001, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7242, loss_cls: 2.2093, loss: 2.2093, grad_norm: 5.9432 2021-07-12 13:12:24,117 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 7:25:40, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7250, loss_cls: 2.2742, loss: 2.2742, grad_norm: 6.1329 2021-07-12 13:12:35,890 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 7:25:29, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7125, loss_cls: 2.2925, loss: 2.2925, grad_norm: 6.3359 2021-07-12 13:12:46,817 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 7:25:17, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7227, loss_cls: 2.2247, loss: 2.2247, grad_norm: 5.9576 2021-07-12 13:12:57,977 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 7:25:05, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2374, loss: 2.2374, grad_norm: 6.0872 2021-07-12 13:12:59,194 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-07-12 13:13:14,778 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 7:24:53, time: 0.764, data_time: 0.207, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2131, loss: 2.2131, grad_norm: 5.9829 2021-07-12 13:13:25,650 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 7:24:41, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7164, loss_cls: 2.2700, loss: 2.2700, grad_norm: 6.1808 2021-07-12 13:13:36,098 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 7:24:28, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7234, loss_cls: 2.2144, loss: 2.2144, grad_norm: 6.2454 2021-07-12 13:13:47,791 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 7:24:17, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7398, loss_cls: 2.1796, loss: 2.1796, grad_norm: 6.1817 2021-07-12 13:13:58,737 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 7:24:05, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7375, loss_cls: 2.2150, loss: 2.2150, grad_norm: 6.1921 2021-07-12 13:14:09,483 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 7:23:52, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7352, loss_cls: 2.2144, loss: 2.2144, grad_norm: 5.9648 2021-07-12 13:14:20,958 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 7:23:41, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7141, loss_cls: 2.2257, loss: 2.2257, grad_norm: 6.4062 2021-07-12 13:14:32,374 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 7:23:30, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7234, loss_cls: 2.2519, loss: 2.2519, grad_norm: 6.1688 2021-07-12 13:14:43,771 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 7:23:19, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7242, loss_cls: 2.2649, loss: 2.2649, grad_norm: 6.1654 2021-07-12 13:14:53,895 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 7:23:04, time: 0.507, data_time: 0.002, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.1966, loss: 2.1966, grad_norm: 6.1683 2021-07-12 13:15:05,256 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 7:22:53, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7281, loss_cls: 2.2810, loss: 2.2810, grad_norm: 6.2110 2021-07-12 13:15:16,931 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 7:22:43, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.2955, loss: 2.2955, grad_norm: 6.4009 2021-07-12 13:15:29,032 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 7:22:33, time: 0.606, data_time: 0.002, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7359, loss_cls: 2.2813, loss: 2.2813, grad_norm: 6.1799 2021-07-12 13:15:40,326 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 7:22:21, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7297, loss_cls: 2.2299, loss: 2.2299, grad_norm: 6.0758 2021-07-12 13:15:50,744 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 7:22:08, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7609, loss_cls: 2.1369, loss: 2.1369, grad_norm: 5.9854 2021-07-12 13:16:02,399 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 7:21:57, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7453, loss_cls: 2.2228, loss: 2.2228, grad_norm: 6.3318 2021-07-12 13:16:12,834 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 7:21:44, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7047, loss_cls: 2.2828, loss: 2.2828, grad_norm: 6.1194 2021-07-12 13:16:24,805 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 7:21:34, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7234, loss_cls: 2.2749, loss: 2.2749, grad_norm: 6.1978 2021-07-12 13:16:36,751 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 7:21:24, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7539, loss_cls: 2.1512, loss: 2.1512, grad_norm: 6.1775 2021-07-12 13:16:47,261 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 7:21:11, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7406, loss_cls: 2.1634, loss: 2.1634, grad_norm: 6.0858 2021-07-12 13:16:59,211 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 7:21:01, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7312, loss_cls: 2.1849, loss: 2.1849, grad_norm: 6.2193 2021-07-12 13:17:09,834 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 7:20:48, time: 0.532, data_time: 0.002, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7070, loss_cls: 2.3064, loss: 2.3064, grad_norm: 6.3158 2021-07-12 13:17:21,718 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 7:20:38, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.3264, loss: 2.3264, grad_norm: 6.1500 2021-07-12 13:17:33,517 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 7:20:27, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7219, loss_cls: 2.2753, loss: 2.2753, grad_norm: 5.9982 2021-07-12 13:17:43,229 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 7:20:12, time: 0.485, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7125, loss_cls: 2.3036, loss: 2.3036, grad_norm: 6.3329 2021-07-12 13:17:53,828 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 7:19:59, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7312, loss_cls: 2.2265, loss: 2.2265, grad_norm: 6.1918 2021-07-12 13:18:05,513 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 7:19:49, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7344, loss_cls: 2.1684, loss: 2.1684, grad_norm: 6.1803 2021-07-12 13:18:16,881 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 7:19:38, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7312, loss_cls: 2.2254, loss: 2.2254, grad_norm: 6.1989 2021-07-12 13:18:29,076 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 7:19:28, time: 0.611, data_time: 0.002, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7156, loss_cls: 2.2704, loss: 2.2704, grad_norm: 6.2459 2021-07-12 13:18:40,209 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 7:19:16, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7273, loss_cls: 2.2095, loss: 2.2095, grad_norm: 6.0984 2021-07-12 13:18:51,351 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 7:19:05, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2527, loss: 2.2527, grad_norm: 6.0330 2021-07-12 13:19:02,882 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 7:18:54, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7219, loss_cls: 2.2347, loss: 2.2347, grad_norm: 6.1941 2021-07-12 13:19:14,416 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 7:18:43, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7258, loss_cls: 2.2180, loss: 2.2180, grad_norm: 6.3693 2021-07-12 13:19:26,126 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 7:18:32, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.1879, loss: 2.1879, grad_norm: 6.2703 2021-07-12 13:19:37,130 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 7:18:20, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7266, loss_cls: 2.2918, loss: 2.2918, grad_norm: 6.4667 2021-07-12 13:19:49,304 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 7:18:11, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7328, loss_cls: 2.2040, loss: 2.2040, grad_norm: 6.3321 2021-07-12 13:20:00,174 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 7:17:58, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7203, loss_cls: 2.2824, loss: 2.2824, grad_norm: 6.1891 2021-07-12 13:20:10,074 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 7:17:44, time: 0.494, data_time: 0.001, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7328, loss_cls: 2.2525, loss: 2.2525, grad_norm: 6.2699 2021-07-12 13:20:22,541 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 7:17:35, time: 0.624, data_time: 0.002, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3372, loss: 2.3372, grad_norm: 6.4585 2021-07-12 13:20:34,123 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 7:17:24, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7039, loss_cls: 2.3087, loss: 2.3087, grad_norm: 6.2586 2021-07-12 13:20:44,903 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 7:17:11, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1441, loss: 2.1441, grad_norm: 6.1128 2021-07-12 13:20:57,029 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 7:17:02, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.5016, top5_acc: 0.7430, loss_cls: 2.0994, loss: 2.0994, grad_norm: 6.0737 2021-07-12 13:21:08,554 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 7:16:51, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7094, loss_cls: 2.3291, loss: 2.3291, grad_norm: 6.2456 2021-07-12 13:21:19,541 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 7:16:39, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7063, loss_cls: 2.3239, loss: 2.3239, grad_norm: 6.0363 2021-07-12 13:21:31,167 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 7:16:28, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7297, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.2230 2021-07-12 13:21:42,733 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 7:16:17, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7367, loss_cls: 2.2333, loss: 2.2333, grad_norm: 6.0662 2021-07-12 13:21:53,804 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 7:16:05, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7063, loss_cls: 2.2772, loss: 2.2772, grad_norm: 6.4023 2021-07-12 13:22:05,580 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 7:15:55, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7016, loss_cls: 2.2958, loss: 2.2958, grad_norm: 5.8979 2021-07-12 13:22:16,345 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 7:15:42, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7195, loss_cls: 2.2677, loss: 2.2677, grad_norm: 6.0040 2021-07-12 13:22:27,931 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 7:15:31, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7273, loss_cls: 2.2394, loss: 2.2394, grad_norm: 6.0681 2021-07-12 13:22:39,374 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 7:15:20, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7219, loss_cls: 2.2608, loss: 2.2608, grad_norm: 6.1402 2021-07-12 13:22:50,080 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 7:15:08, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2351, loss: 2.2351, grad_norm: 6.2342 2021-07-12 13:23:01,169 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 7:14:56, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7211, loss_cls: 2.2625, loss: 2.2625, grad_norm: 6.1574 2021-07-12 13:23:12,605 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 7:14:45, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7180, loss_cls: 2.2929, loss: 2.2929, grad_norm: 6.3124 2021-07-12 13:23:23,877 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 7:14:33, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7242, loss_cls: 2.2415, loss: 2.2415, grad_norm: 6.0255 2021-07-12 13:23:34,999 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 7:14:21, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7289, loss_cls: 2.2844, loss: 2.2844, grad_norm: 6.3484 2021-07-12 13:23:46,401 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 7:14:10, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7430, loss_cls: 2.1986, loss: 2.1986, grad_norm: 6.2615 2021-07-12 13:23:57,743 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 7:13:59, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7211, loss_cls: 2.2661, loss: 2.2661, grad_norm: 6.2699 2021-07-12 13:24:09,202 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 7:13:48, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7063, loss_cls: 2.3353, loss: 2.3353, grad_norm: 6.2166 2021-07-12 13:24:20,356 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 7:13:36, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7164, loss_cls: 2.2868, loss: 2.2868, grad_norm: 5.9861 2021-07-12 13:24:31,904 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 7:13:25, time: 0.579, data_time: 0.003, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7383, loss_cls: 2.1497, loss: 2.1497, grad_norm: 5.9058 2021-07-12 13:24:42,768 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 7:13:13, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7297, loss_cls: 2.2087, loss: 2.2087, grad_norm: 6.1149 2021-07-12 13:24:53,989 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 7:13:01, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7078, loss_cls: 2.3005, loss: 2.3005, grad_norm: 6.3150 2021-07-12 13:25:04,915 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 7:12:49, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7430, loss_cls: 2.1432, loss: 2.1432, grad_norm: 5.8874 2021-07-12 13:25:16,822 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 7:12:38, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.1734, loss: 2.1734, grad_norm: 6.1651 2021-07-12 13:25:27,895 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 7:12:27, time: 0.555, data_time: 0.003, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7203, loss_cls: 2.2289, loss: 2.2289, grad_norm: 6.3722 2021-07-12 13:25:38,607 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 7:12:14, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7242, loss_cls: 2.2147, loss: 2.2147, grad_norm: 5.7823 2021-07-12 13:25:39,872 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-07-12 13:26:38,935 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 13:26:39,094 - mmaction - INFO - top1_acc 0.3345 top5_acc 0.6307 2021-07-12 13:26:39,094 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 13:26:39,105 - mmaction - INFO - mean_acc 0.3014 2021-07-12 13:26:39,421 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-07-12 13:26:39,421 - mmaction - INFO - Best top1_acc is 0.3345 at 16 epoch. 2021-07-12 13:26:39,429 - mmaction - INFO - Epoch(val) [16][181] top1_acc: 0.3345, top5_acc: 0.6307, mean_class_accuracy: 0.3014 2021-07-12 13:26:53,849 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 7:12:00, time: 0.720, data_time: 0.341, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7398, loss_cls: 2.1669, loss: 2.1669, grad_norm: 6.5361 2021-07-12 13:27:04,687 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 7:11:48, time: 0.542, data_time: 0.086, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7500, loss_cls: 2.1276, loss: 2.1276, grad_norm: 6.0094 2021-07-12 13:27:16,043 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 7:11:37, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7234, loss_cls: 2.2381, loss: 2.2381, grad_norm: 6.2460 2021-07-12 13:27:27,965 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 7:11:26, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.0860, loss: 2.0860, grad_norm: 5.8021 2021-07-12 13:27:38,912 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 7:11:14, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7305, loss_cls: 2.2009, loss: 2.2009, grad_norm: 6.1801 2021-07-12 13:27:49,668 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 7:11:02, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7258, loss_cls: 2.2481, loss: 2.2481, grad_norm: 6.0527 2021-07-12 13:28:00,437 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 7:10:49, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7453, loss_cls: 2.1907, loss: 2.1907, grad_norm: 6.4150 2021-07-12 13:28:11,832 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 7:10:38, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7484, loss_cls: 2.1756, loss: 2.1756, grad_norm: 6.2373 2021-07-12 13:28:22,829 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 7:10:26, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7195, loss_cls: 2.2992, loss: 2.2992, grad_norm: 6.4276 2021-07-12 13:28:33,922 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 7:10:14, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7305, loss_cls: 2.1788, loss: 2.1788, grad_norm: 6.1457 2021-07-12 13:28:44,690 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 7:10:01, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7406, loss_cls: 2.1654, loss: 2.1654, grad_norm: 6.2715 2021-07-12 13:28:56,502 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 7:09:51, time: 0.592, data_time: 0.002, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7336, loss_cls: 2.1165, loss: 2.1165, grad_norm: 5.9555 2021-07-12 13:29:07,185 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 7:09:38, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7359, loss_cls: 2.1758, loss: 2.1758, grad_norm: 6.0837 2021-07-12 13:29:17,752 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 7:09:25, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7484, loss_cls: 2.1287, loss: 2.1287, grad_norm: 6.0071 2021-07-12 13:29:28,958 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 7:09:14, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7539, loss_cls: 2.1297, loss: 2.1297, grad_norm: 6.4149 2021-07-12 13:29:40,574 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 7:09:03, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7227, loss_cls: 2.2576, loss: 2.2576, grad_norm: 6.2862 2021-07-12 13:29:50,805 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 7:08:49, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7523, loss_cls: 2.1272, loss: 2.1272, grad_norm: 6.0910 2021-07-12 13:30:01,972 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 7:08:38, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7289, loss_cls: 2.2760, loss: 2.2760, grad_norm: 6.2509 2021-07-12 13:30:12,798 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 7:08:25, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2360, loss: 2.2360, grad_norm: 6.1327 2021-07-12 13:30:23,967 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 7:08:14, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7305, loss_cls: 2.2540, loss: 2.2540, grad_norm: 6.2690 2021-07-12 13:30:35,140 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 7:08:02, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.1979, loss: 2.1979, grad_norm: 6.4178 2021-07-12 13:30:46,210 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 7:07:50, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7484, loss_cls: 2.1238, loss: 2.1238, grad_norm: 6.0529 2021-07-12 13:30:57,837 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 7:07:39, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1951, loss: 2.1951, grad_norm: 6.1523 2021-07-12 13:31:08,243 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 7:07:26, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7102, loss_cls: 2.2824, loss: 2.2824, grad_norm: 6.4056 2021-07-12 13:31:18,885 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 7:07:13, time: 0.533, data_time: 0.002, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7297, loss_cls: 2.2420, loss: 2.2420, grad_norm: 6.1850 2021-07-12 13:31:30,516 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 7:07:03, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7234, loss_cls: 2.2264, loss: 2.2264, grad_norm: 6.0875 2021-07-12 13:31:41,035 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 7:06:50, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7516, loss_cls: 2.1536, loss: 2.1536, grad_norm: 6.1488 2021-07-12 13:31:52,007 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 7:06:38, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7461, loss_cls: 2.1103, loss: 2.1103, grad_norm: 6.1745 2021-07-12 13:32:03,041 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 7:06:26, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7406, loss_cls: 2.0811, loss: 2.0811, grad_norm: 5.9399 2021-07-12 13:32:13,522 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 7:06:13, time: 0.523, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7391, loss_cls: 2.2123, loss: 2.2123, grad_norm: 6.4493 2021-07-12 13:32:24,785 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 7:06:01, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.1594 2021-07-12 13:32:36,785 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 7:05:51, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7266, loss_cls: 2.2755, loss: 2.2755, grad_norm: 6.3028 2021-07-12 13:32:47,891 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 7:05:39, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7227, loss_cls: 2.2585, loss: 2.2585, grad_norm: 6.0433 2021-07-12 13:32:58,584 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 7:05:27, time: 0.535, data_time: 0.003, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7438, loss_cls: 2.1778, loss: 2.1778, grad_norm: 6.1974 2021-07-12 13:33:09,578 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 7:05:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7336, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.3179 2021-07-12 13:33:20,079 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 7:05:02, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7359, loss_cls: 2.2177, loss: 2.2177, grad_norm: 6.1392 2021-07-12 13:33:31,111 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 7:04:50, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7148, loss_cls: 2.2621, loss: 2.2621, grad_norm: 6.3937 2021-07-12 13:33:42,917 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 7:04:39, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7352, loss_cls: 2.2496, loss: 2.2496, grad_norm: 6.5645 2021-07-12 13:33:54,628 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 7:04:29, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7336, loss_cls: 2.2228, loss: 2.2228, grad_norm: 5.8063 2021-07-12 13:34:05,563 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 7:04:17, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7391, loss_cls: 2.1900, loss: 2.1900, grad_norm: 6.4973 2021-07-12 13:34:16,181 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 7:04:04, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7203, loss_cls: 2.2763, loss: 2.2763, grad_norm: 6.0899 2021-07-12 13:34:27,165 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 7:03:52, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7289, loss_cls: 2.2203, loss: 2.2203, grad_norm: 6.3658 2021-07-12 13:34:38,479 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 7:03:40, time: 0.566, data_time: 0.003, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3314, loss: 2.3314, grad_norm: 6.3925 2021-07-12 13:34:49,367 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 7:03:28, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7180, loss_cls: 2.2468, loss: 2.2468, grad_norm: 6.2528 2021-07-12 13:35:00,205 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 7:03:16, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7063, loss_cls: 2.3101, loss: 2.3101, grad_norm: 6.2214 2021-07-12 13:35:10,868 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 7:03:03, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7344, loss_cls: 2.1904, loss: 2.1904, grad_norm: 6.2470 2021-07-12 13:35:22,364 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 7:02:52, time: 0.575, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7438, loss_cls: 2.1541, loss: 2.1541, grad_norm: 5.9523 2021-07-12 13:35:32,792 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 7:02:39, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.6992, loss_cls: 2.3432, loss: 2.3432, grad_norm: 6.1258 2021-07-12 13:35:43,565 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 7:02:27, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7188, loss_cls: 2.2271, loss: 2.2271, grad_norm: 6.0863 2021-07-12 13:35:55,100 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 7:02:16, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7234, loss_cls: 2.2501, loss: 2.2501, grad_norm: 5.9804 2021-07-12 13:36:06,395 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 7:02:04, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7289, loss_cls: 2.2070, loss: 2.2070, grad_norm: 6.0841 2021-07-12 13:36:17,545 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 7:01:53, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7297, loss_cls: 2.1827, loss: 2.1827, grad_norm: 6.1971 2021-07-12 13:36:27,870 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 7:01:39, time: 0.517, data_time: 0.002, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7281, loss_cls: 2.2348, loss: 2.2348, grad_norm: 6.1179 2021-07-12 13:36:38,680 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 7:01:27, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7234, loss_cls: 2.2422, loss: 2.2422, grad_norm: 6.2354 2021-07-12 13:36:49,910 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 7:01:16, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7242, loss_cls: 2.2349, loss: 2.2349, grad_norm: 5.9924 2021-07-12 13:37:00,760 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 7:01:03, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7258, loss_cls: 2.2948, loss: 2.2948, grad_norm: 6.2174 2021-07-12 13:37:11,834 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 7:00:51, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7328, loss_cls: 2.1935, loss: 2.1935, grad_norm: 5.9789 2021-07-12 13:37:23,317 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 7:00:40, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7469, loss_cls: 2.1758, loss: 2.1758, grad_norm: 6.0642 2021-07-12 13:37:33,686 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 7:00:27, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7219, loss_cls: 2.1801, loss: 2.1801, grad_norm: 5.9613 2021-07-12 13:37:44,885 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 7:00:16, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7133, loss_cls: 2.3169, loss: 2.3169, grad_norm: 6.2512 2021-07-12 13:37:56,411 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 7:00:05, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7328, loss_cls: 2.2219, loss: 2.2219, grad_norm: 6.2485 2021-07-12 13:38:06,980 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 6:59:52, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7188, loss_cls: 2.2748, loss: 2.2748, grad_norm: 6.4593 2021-07-12 13:38:18,490 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 6:59:41, time: 0.576, data_time: 0.002, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7258, loss_cls: 2.2821, loss: 2.2821, grad_norm: 6.3792 2021-07-12 13:38:29,199 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 6:59:28, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7148, loss_cls: 2.3144, loss: 2.3144, grad_norm: 6.3301 2021-07-12 13:38:40,111 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 6:59:16, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7336, loss_cls: 2.1934, loss: 2.1934, grad_norm: 6.1019 2021-07-12 13:38:51,482 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 6:59:05, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7438, loss_cls: 2.1217, loss: 2.1217, grad_norm: 6.0662 2021-07-12 13:39:02,136 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 6:58:52, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7234, loss_cls: 2.3069, loss: 2.3069, grad_norm: 6.4514 2021-07-12 13:39:03,656 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-07-12 13:39:18,461 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 6:58:39, time: 0.719, data_time: 0.291, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7266, loss_cls: 2.2411, loss: 2.2411, grad_norm: 6.1925 2021-07-12 13:39:30,458 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 6:58:29, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7422, loss_cls: 2.1863, loss: 2.1863, grad_norm: 6.2265 2021-07-12 13:39:41,374 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 6:58:17, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7414, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.2792 2021-07-12 13:39:52,495 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 6:58:05, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7266, loss_cls: 2.1701, loss: 2.1701, grad_norm: 6.1269 2021-07-12 13:40:03,874 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 6:57:54, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7391, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.3561 2021-07-12 13:40:15,116 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 6:57:42, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7227, loss_cls: 2.2096, loss: 2.2096, grad_norm: 6.2518 2021-07-12 13:40:25,391 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 6:57:29, time: 0.514, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7211, loss_cls: 2.2553, loss: 2.2553, grad_norm: 6.3200 2021-07-12 13:40:37,330 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 6:57:19, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7180, loss_cls: 2.2345, loss: 2.2345, grad_norm: 6.4197 2021-07-12 13:40:48,421 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 6:57:07, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7312, loss_cls: 2.1474, loss: 2.1474, grad_norm: 6.3899 2021-07-12 13:41:00,616 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 6:56:57, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.1058, loss: 2.1058, grad_norm: 6.5001 2021-07-12 13:41:11,878 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 6:56:46, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7352, loss_cls: 2.1794, loss: 2.1794, grad_norm: 6.6536 2021-07-12 13:41:24,081 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 6:56:36, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7273, loss_cls: 2.2142, loss: 2.2142, grad_norm: 6.3385 2021-07-12 13:41:35,232 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 6:56:24, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7148, loss_cls: 2.2540, loss: 2.2540, grad_norm: 6.1058 2021-07-12 13:41:46,158 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 6:56:12, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7492, loss_cls: 2.1076, loss: 2.1076, grad_norm: 6.3033 2021-07-12 13:41:57,341 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 6:56:01, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.0850, loss: 2.0850, grad_norm: 6.2231 2021-07-12 13:42:08,616 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 6:55:49, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7273, loss_cls: 2.1972, loss: 2.1972, grad_norm: 6.4071 2021-07-12 13:42:20,167 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 6:55:38, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7383, loss_cls: 2.2286, loss: 2.2286, grad_norm: 6.4429 2021-07-12 13:42:30,845 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 6:55:26, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7281, loss_cls: 2.2682, loss: 2.2682, grad_norm: 6.4299 2021-07-12 13:42:41,875 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 6:55:14, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7438, loss_cls: 2.1201, loss: 2.1201, grad_norm: 5.9437 2021-07-12 13:42:52,876 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 6:55:02, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7328, loss_cls: 2.2470, loss: 2.2470, grad_norm: 6.2890 2021-07-12 13:43:04,069 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 6:54:51, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7328, loss_cls: 2.1889, loss: 2.1889, grad_norm: 6.3630 2021-07-12 13:43:15,909 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 6:54:40, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7664, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.0861 2021-07-12 13:43:26,972 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 6:54:28, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7391, loss_cls: 2.1601, loss: 2.1601, grad_norm: 6.2569 2021-07-12 13:43:39,194 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 6:54:19, time: 0.611, data_time: 0.002, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7469, loss_cls: 2.1689, loss: 2.1689, grad_norm: 6.3947 2021-07-12 13:43:50,367 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 6:54:07, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7352, loss_cls: 2.1934, loss: 2.1934, grad_norm: 6.4130 2021-07-12 13:44:01,575 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 6:53:56, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.1205, loss: 2.1205, grad_norm: 6.1798 2021-07-12 13:44:12,525 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 6:53:44, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7312, loss_cls: 2.2455, loss: 2.2455, grad_norm: 6.2618 2021-07-12 13:44:23,793 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 6:53:32, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.1427, loss: 2.1427, grad_norm: 6.0723 2021-07-12 13:44:34,813 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 6:53:20, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7156, loss_cls: 2.2750, loss: 2.2750, grad_norm: 6.2525 2021-07-12 13:44:45,700 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 6:53:08, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7453, loss_cls: 2.2154, loss: 2.2154, grad_norm: 6.3490 2021-07-12 13:44:56,819 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 6:52:56, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7383, loss_cls: 2.2659, loss: 2.2659, grad_norm: 6.4038 2021-07-12 13:45:08,250 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 6:52:45, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7375, loss_cls: 2.1737, loss: 2.1737, grad_norm: 6.2257 2021-07-12 13:45:19,861 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 6:52:35, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2093, loss: 2.2093, grad_norm: 6.1109 2021-07-12 13:45:30,615 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 6:52:22, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7297, loss_cls: 2.2665, loss: 2.2665, grad_norm: 6.4028 2021-07-12 13:45:42,356 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 6:52:12, time: 0.588, data_time: 0.002, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7320, loss_cls: 2.2010, loss: 2.2010, grad_norm: 6.5065 2021-07-12 13:45:52,605 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 6:51:58, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7469, loss_cls: 2.1434, loss: 2.1434, grad_norm: 6.2072 2021-07-12 13:46:04,197 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 6:51:47, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7125, loss_cls: 2.2672, loss: 2.2672, grad_norm: 6.2516 2021-07-12 13:46:15,884 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 6:51:37, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7266, loss_cls: 2.1548, loss: 2.1548, grad_norm: 6.0714 2021-07-12 13:46:27,003 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 6:51:25, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7430, loss_cls: 2.1722, loss: 2.1722, grad_norm: 6.2448 2021-07-12 13:46:38,209 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 6:51:14, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7234, loss_cls: 2.2125, loss: 2.2125, grad_norm: 6.2413 2021-07-12 13:46:48,710 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 6:51:01, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7242, loss_cls: 2.2016, loss: 2.2016, grad_norm: 6.1361 2021-07-12 13:47:00,252 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 6:50:50, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7398, loss_cls: 2.1899, loss: 2.1899, grad_norm: 6.5258 2021-07-12 13:47:11,235 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 6:50:38, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7148, loss_cls: 2.3392, loss: 2.3392, grad_norm: 6.3145 2021-07-12 13:47:22,106 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 6:50:26, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7289, loss_cls: 2.2337, loss: 2.2337, grad_norm: 6.0224 2021-07-12 13:47:34,044 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 6:50:16, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7320, loss_cls: 2.2152, loss: 2.2152, grad_norm: 6.0260 2021-07-12 13:47:44,502 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 6:50:03, time: 0.523, data_time: 0.001, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7516, loss_cls: 2.1400, loss: 2.1400, grad_norm: 6.0016 2021-07-12 13:47:55,216 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 6:49:50, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7391, loss_cls: 2.1750, loss: 2.1750, grad_norm: 6.2089 2021-07-12 13:48:06,213 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 6:49:38, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7578, loss_cls: 2.1040, loss: 2.1040, grad_norm: 6.2859 2021-07-12 13:48:17,773 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 6:49:27, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7188, loss_cls: 2.2766, loss: 2.2766, grad_norm: 6.3795 2021-07-12 13:48:28,208 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 6:49:14, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7273, loss_cls: 2.2200, loss: 2.2200, grad_norm: 6.0848 2021-07-12 13:48:39,146 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 6:49:02, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7109, loss_cls: 2.3319, loss: 2.3319, grad_norm: 6.1543 2021-07-12 13:48:51,064 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 6:48:52, time: 0.596, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7398, loss_cls: 2.1829, loss: 2.1829, grad_norm: 6.1003 2021-07-12 13:49:01,029 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 6:48:38, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7297, loss_cls: 2.2415, loss: 2.2415, grad_norm: 6.3047 2021-07-12 13:49:12,012 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 6:48:27, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7359, loss_cls: 2.1700, loss: 2.1700, grad_norm: 6.0732 2021-07-12 13:49:23,089 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 6:48:15, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7258, loss_cls: 2.2288, loss: 2.2288, grad_norm: 6.1714 2021-07-12 13:49:34,017 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 6:48:03, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7188, loss_cls: 2.2729, loss: 2.2729, grad_norm: 6.0855 2021-07-12 13:49:45,206 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 6:47:51, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.1884, loss: 2.1884, grad_norm: 6.1449 2021-07-12 13:49:56,152 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 6:47:39, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7453, loss_cls: 2.1531, loss: 2.1531, grad_norm: 6.3387 2021-07-12 13:50:07,789 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 6:47:28, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7383, loss_cls: 2.1526, loss: 2.1526, grad_norm: 6.1563 2021-07-12 13:50:18,931 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 6:47:17, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7281, loss_cls: 2.2375, loss: 2.2375, grad_norm: 6.2936 2021-07-12 13:50:29,678 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 6:47:05, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7539, loss_cls: 2.1576, loss: 2.1576, grad_norm: 6.0052 2021-07-12 13:50:40,161 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 6:46:52, time: 0.524, data_time: 0.002, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7375, loss_cls: 2.1353, loss: 2.1353, grad_norm: 6.2838 2021-07-12 13:50:51,555 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 6:46:41, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7141, loss_cls: 2.2923, loss: 2.2923, grad_norm: 6.0850 2021-07-12 13:51:01,948 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 6:46:28, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7211, loss_cls: 2.2721, loss: 2.2721, grad_norm: 6.3896 2021-07-12 13:51:13,131 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 6:46:16, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7367, loss_cls: 2.1537, loss: 2.1537, grad_norm: 6.1469 2021-07-12 13:51:24,399 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 6:46:05, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7375, loss_cls: 2.1917, loss: 2.1917, grad_norm: 6.1153 2021-07-12 13:51:34,751 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 6:45:52, time: 0.519, data_time: 0.002, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7367, loss_cls: 2.2611, loss: 2.2611, grad_norm: 6.2755 2021-07-12 13:51:36,326 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-07-12 13:52:33,509 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 13:52:33,658 - mmaction - INFO - top1_acc 0.3387 top5_acc 0.6372 2021-07-12 13:52:33,658 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 13:52:33,667 - mmaction - INFO - mean_acc 0.3116 2021-07-12 13:52:33,971 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-07-12 13:52:33,972 - mmaction - INFO - Best top1_acc is 0.3387 at 18 epoch. 2021-07-12 13:52:33,979 - mmaction - INFO - Epoch(val) [18][181] top1_acc: 0.3387, top5_acc: 0.6372, mean_class_accuracy: 0.3116 2021-07-12 13:52:49,013 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 6:45:39, time: 0.751, data_time: 0.260, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7484, loss_cls: 2.1197, loss: 2.1197, grad_norm: 5.8000 2021-07-12 13:52:59,761 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 6:45:27, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7469, loss_cls: 2.1384, loss: 2.1384, grad_norm: 5.9144 2021-07-12 13:53:10,483 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 6:45:14, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7164, loss_cls: 2.2210, loss: 2.2210, grad_norm: 6.2289 2021-07-12 13:53:21,650 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 6:45:03, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7719, loss_cls: 2.0670, loss: 2.0670, grad_norm: 6.1387 2021-07-12 13:53:32,590 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 6:44:51, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7312, loss_cls: 2.2333, loss: 2.2333, grad_norm: 6.1422 2021-07-12 13:53:43,970 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 6:44:40, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7500, loss_cls: 2.0714, loss: 2.0714, grad_norm: 6.0083 2021-07-12 13:53:54,795 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 6:44:27, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7523, loss_cls: 2.0931, loss: 2.0931, grad_norm: 5.9336 2021-07-12 13:54:05,163 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 6:44:14, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.4898, top5_acc: 0.7477, loss_cls: 2.1104, loss: 2.1104, grad_norm: 6.2407 2021-07-12 13:54:16,491 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 6:44:03, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7320, loss_cls: 2.1091, loss: 2.1091, grad_norm: 6.2346 2021-07-12 13:54:27,968 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 6:43:52, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.1316 2021-07-12 13:54:38,750 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 6:43:40, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7500, loss_cls: 2.1394, loss: 2.1394, grad_norm: 6.0086 2021-07-12 13:54:49,589 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 6:43:28, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7531, loss_cls: 2.1532, loss: 2.1532, grad_norm: 6.4433 2021-07-12 13:55:00,792 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 6:43:16, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7578, loss_cls: 2.1623, loss: 2.1623, grad_norm: 6.3817 2021-07-12 13:55:11,660 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 6:43:04, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.1526, loss: 2.1526, grad_norm: 6.1355 2021-07-12 13:55:23,463 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 6:42:54, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.2285, loss: 2.2285, grad_norm: 6.0277 2021-07-12 13:55:34,296 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 6:42:42, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7539, loss_cls: 2.1143, loss: 2.1143, grad_norm: 6.1895 2021-07-12 13:55:45,676 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 6:42:30, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0724, loss: 2.0724, grad_norm: 6.2925 2021-07-12 13:55:57,665 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 6:42:20, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7328, loss_cls: 2.1609, loss: 2.1609, grad_norm: 6.1425 2021-07-12 13:56:08,581 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 6:42:08, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7695, loss_cls: 2.0717, loss: 2.0717, grad_norm: 6.3940 2021-07-12 13:56:19,097 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 6:41:55, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.0952, loss: 2.0952, grad_norm: 6.1884 2021-07-12 13:56:29,589 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 6:41:43, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7312, loss_cls: 2.2077, loss: 2.2077, grad_norm: 6.3784 2021-07-12 13:56:40,671 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 6:41:31, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.1360, loss: 2.1360, grad_norm: 6.0584 2021-07-12 13:56:51,988 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 6:41:20, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7289, loss_cls: 2.2155, loss: 2.2155, grad_norm: 6.2458 2021-07-12 13:57:03,514 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 6:41:09, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7289, loss_cls: 2.2188, loss: 2.2188, grad_norm: 6.2916 2021-07-12 13:57:13,934 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 6:40:56, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7484, loss_cls: 2.1292, loss: 2.1292, grad_norm: 6.2155 2021-07-12 13:57:24,897 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 6:40:44, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7531, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.1279 2021-07-12 13:57:36,295 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 6:40:33, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.1394, loss: 2.1394, grad_norm: 6.2479 2021-07-12 13:57:47,525 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 6:40:21, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7359, loss_cls: 2.2469, loss: 2.2469, grad_norm: 6.2767 2021-07-12 13:57:58,192 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 6:40:09, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7219, loss_cls: 2.2425, loss: 2.2425, grad_norm: 6.2449 2021-07-12 13:58:09,658 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 6:39:58, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.1132, loss: 2.1132, grad_norm: 6.1798 2021-07-12 13:58:20,266 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 6:39:45, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7156, loss_cls: 2.2189, loss: 2.2189, grad_norm: 6.3773 2021-07-12 13:58:30,928 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 6:39:33, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7359, loss_cls: 2.1820, loss: 2.1820, grad_norm: 6.0889 2021-07-12 13:58:42,288 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 6:39:22, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7305, loss_cls: 2.1921, loss: 2.1921, grad_norm: 6.1998 2021-07-12 13:58:53,952 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 6:39:11, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.6969, loss_cls: 2.2966, loss: 2.2966, grad_norm: 6.3343 2021-07-12 13:59:05,755 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 6:39:01, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7344, loss_cls: 2.1465, loss: 2.1465, grad_norm: 6.0712 2021-07-12 13:59:17,869 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 6:38:51, time: 0.607, data_time: 0.002, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.3600 2021-07-12 13:59:29,987 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 6:38:41, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7578, loss_cls: 2.1373, loss: 2.1373, grad_norm: 6.2916 2021-07-12 13:59:41,422 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 6:38:30, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7508, loss_cls: 2.1485, loss: 2.1485, grad_norm: 6.2433 2021-07-12 13:59:52,111 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 6:38:17, time: 0.535, data_time: 0.002, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7383, loss_cls: 2.1667, loss: 2.1667, grad_norm: 6.3613 2021-07-12 14:00:03,229 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 6:38:06, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7383, loss_cls: 2.1334, loss: 2.1334, grad_norm: 6.3447 2021-07-12 14:00:14,452 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 6:37:54, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7242, loss_cls: 2.2364, loss: 2.2364, grad_norm: 6.5206 2021-07-12 14:00:25,457 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 6:37:42, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7078, loss_cls: 2.2477, loss: 2.2477, grad_norm: 6.2741 2021-07-12 14:00:36,970 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 6:37:31, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7477, loss_cls: 2.1596, loss: 2.1596, grad_norm: 6.2287 2021-07-12 14:00:48,363 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 6:37:20, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7312, loss_cls: 2.2362, loss: 2.2362, grad_norm: 6.1813 2021-07-12 14:00:59,564 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 6:37:09, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7484, loss_cls: 2.1129, loss: 2.1129, grad_norm: 5.9604 2021-07-12 14:01:10,036 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 6:36:56, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7234, loss_cls: 2.2608, loss: 2.2608, grad_norm: 6.3364 2021-07-12 14:01:21,391 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 6:36:45, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7305, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.2171 2021-07-12 14:01:32,497 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 6:36:33, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7367, loss_cls: 2.1702, loss: 2.1702, grad_norm: 6.2532 2021-07-12 14:01:44,292 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 6:36:23, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7312, loss_cls: 2.2326, loss: 2.2326, grad_norm: 6.1861 2021-07-12 14:01:55,294 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 6:36:11, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7359, loss_cls: 2.1760, loss: 2.1760, grad_norm: 6.5148 2021-07-12 14:02:07,212 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 6:36:01, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7133, loss_cls: 2.2944, loss: 2.2944, grad_norm: 6.4384 2021-07-12 14:02:18,354 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 6:35:49, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7312, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.1507 2021-07-12 14:02:29,272 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 6:35:37, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7555, loss_cls: 2.0730, loss: 2.0730, grad_norm: 6.0346 2021-07-12 14:02:41,086 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 6:35:27, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7039, loss_cls: 2.3235, loss: 2.3235, grad_norm: 6.5154 2021-07-12 14:02:52,013 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 6:35:15, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7320, loss_cls: 2.2482, loss: 2.2482, grad_norm: 6.1189 2021-07-12 14:03:03,550 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 6:35:04, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7383, loss_cls: 2.1420, loss: 2.1420, grad_norm: 6.1027 2021-07-12 14:03:14,981 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 6:34:53, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7250, loss_cls: 2.2257, loss: 2.2257, grad_norm: 6.1826 2021-07-12 14:03:26,558 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 6:34:42, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7555, loss_cls: 2.0584, loss: 2.0584, grad_norm: 6.0178 2021-07-12 14:03:36,995 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 6:34:29, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7547, loss_cls: 2.1718, loss: 2.1718, grad_norm: 5.9978 2021-07-12 14:03:47,518 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 6:34:16, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7312, loss_cls: 2.1830, loss: 2.1830, grad_norm: 6.5597 2021-07-12 14:03:58,761 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 6:34:05, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.6945, loss_cls: 2.3603, loss: 2.3603, grad_norm: 6.6328 2021-07-12 14:04:10,314 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 6:33:54, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7375, loss_cls: 2.2515, loss: 2.2515, grad_norm: 6.2112 2021-07-12 14:04:21,279 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 6:33:42, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7508, loss_cls: 2.1218, loss: 2.1218, grad_norm: 6.1204 2021-07-12 14:04:32,073 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 6:33:30, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7547, loss_cls: 2.0799, loss: 2.0799, grad_norm: 6.1022 2021-07-12 14:04:43,993 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 6:33:20, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7461, loss_cls: 2.1249, loss: 2.1249, grad_norm: 6.2925 2021-07-12 14:04:55,054 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 6:33:08, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.1908, loss: 2.1908, grad_norm: 6.4439 2021-07-12 14:05:06,377 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 6:32:57, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7227, loss_cls: 2.1450, loss: 2.1450, grad_norm: 5.8649 2021-07-12 14:05:07,609 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-07-12 14:05:22,775 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 6:32:44, time: 0.741, data_time: 0.398, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7289, loss_cls: 2.2198, loss: 2.2198, grad_norm: 6.4798 2021-07-12 14:05:33,931 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 6:32:32, time: 0.558, data_time: 0.043, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.3568 2021-07-12 14:05:45,454 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 6:32:21, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.0761, loss: 2.0761, grad_norm: 6.0543 2021-07-12 14:05:56,693 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 6:32:10, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7672, loss_cls: 2.0854, loss: 2.0854, grad_norm: 6.1149 2021-07-12 14:06:07,310 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 6:31:57, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7250, loss_cls: 2.2353, loss: 2.2353, grad_norm: 6.2955 2021-07-12 14:06:18,682 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 6:31:46, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1903, loss: 2.1903, grad_norm: 6.3323 2021-07-12 14:06:29,847 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 6:31:35, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7391, loss_cls: 2.1304, loss: 2.1304, grad_norm: 6.4335 2021-07-12 14:06:41,496 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 6:31:24, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7477, loss_cls: 2.0998, loss: 2.0998, grad_norm: 6.3171 2021-07-12 14:06:53,236 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 6:31:13, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2182, loss: 2.2182, grad_norm: 6.4379 2021-07-12 14:07:05,397 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 6:31:03, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7352, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.2312 2021-07-12 14:07:16,782 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 6:30:52, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7633, loss_cls: 2.0813, loss: 2.0813, grad_norm: 6.3520 2021-07-12 14:07:28,635 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 6:30:42, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7586, loss_cls: 2.0097, loss: 2.0097, grad_norm: 6.1964 2021-07-12 14:07:39,456 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 6:30:30, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7406, loss_cls: 2.0901, loss: 2.0901, grad_norm: 6.2133 2021-07-12 14:07:50,903 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 6:30:18, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7586, loss_cls: 2.0669, loss: 2.0669, grad_norm: 6.0719 2021-07-12 14:08:02,181 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 6:30:07, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7602, loss_cls: 2.1282, loss: 2.1282, grad_norm: 6.4061 2021-07-12 14:08:13,146 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 6:29:55, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7180, loss_cls: 2.1799, loss: 2.1799, grad_norm: 6.3025 2021-07-12 14:08:24,180 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 6:29:44, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7523, loss_cls: 2.1246, loss: 2.1246, grad_norm: 6.0255 2021-07-12 14:08:34,733 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 6:29:31, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7734, loss_cls: 2.0665, loss: 2.0665, grad_norm: 6.3869 2021-07-12 14:08:46,642 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 6:29:21, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0685, loss: 2.0685, grad_norm: 6.2408 2021-07-12 14:08:57,559 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 6:29:09, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7172, loss_cls: 2.1700, loss: 2.1700, grad_norm: 6.1530 2021-07-12 14:09:08,971 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 6:28:58, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7281, loss_cls: 2.1883, loss: 2.1883, grad_norm: 6.2153 2021-07-12 14:09:19,114 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 6:28:44, time: 0.507, data_time: 0.001, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7438, loss_cls: 2.1074, loss: 2.1074, grad_norm: 6.2706 2021-07-12 14:09:29,904 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 6:28:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7586, loss_cls: 2.0788, loss: 2.0788, grad_norm: 6.0124 2021-07-12 14:09:40,996 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 6:28:21, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7516, loss_cls: 2.1333, loss: 2.1333, grad_norm: 6.3338 2021-07-12 14:09:52,325 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 6:28:09, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7391, loss_cls: 2.1817, loss: 2.1817, grad_norm: 6.5474 2021-07-12 14:10:03,847 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 6:27:58, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7383, loss_cls: 2.1495, loss: 2.1495, grad_norm: 6.2690 2021-07-12 14:10:15,557 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 6:27:48, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7344, loss_cls: 2.1616, loss: 2.1616, grad_norm: 6.3029 2021-07-12 14:10:26,476 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 6:27:36, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 2.0423, loss: 2.0423, grad_norm: 6.3091 2021-07-12 14:10:37,434 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 6:27:24, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7273, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.4589 2021-07-12 14:10:48,947 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 6:27:13, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7297, loss_cls: 2.1740, loss: 2.1740, grad_norm: 6.1962 2021-07-12 14:10:59,369 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 6:27:00, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7461, loss_cls: 2.1396, loss: 2.1396, grad_norm: 6.3798 2021-07-12 14:11:10,016 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 6:26:48, time: 0.533, data_time: 0.002, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7430, loss_cls: 2.1499, loss: 2.1499, grad_norm: 6.0654 2021-07-12 14:11:21,380 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 6:26:37, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7375, loss_cls: 2.1290, loss: 2.1290, grad_norm: 6.1016 2021-07-12 14:11:32,172 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 6:26:25, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5078, top5_acc: 0.7578, loss_cls: 2.0569, loss: 2.0569, grad_norm: 6.3829 2021-07-12 14:11:43,083 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 6:26:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7094, loss_cls: 2.3545, loss: 2.3545, grad_norm: 6.4402 2021-07-12 14:11:54,036 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 6:26:01, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1538, loss: 2.1538, grad_norm: 6.0456 2021-07-12 14:12:05,316 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 6:25:49, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7359, loss_cls: 2.1306, loss: 2.1306, grad_norm: 5.9723 2021-07-12 14:12:16,021 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 6:25:37, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7539, loss_cls: 2.0823, loss: 2.0823, grad_norm: 6.2020 2021-07-12 14:12:26,926 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 6:25:25, time: 0.546, data_time: 0.002, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7258, loss_cls: 2.1695, loss: 2.1695, grad_norm: 6.2916 2021-07-12 14:12:38,201 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 6:25:14, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7195, loss_cls: 2.1910, loss: 2.1910, grad_norm: 6.5066 2021-07-12 14:12:49,726 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 6:25:03, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7406, loss_cls: 2.1793, loss: 2.1793, grad_norm: 6.2924 2021-07-12 14:13:00,999 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 6:24:52, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7289, loss_cls: 2.1627, loss: 2.1627, grad_norm: 6.1315 2021-07-12 14:13:11,611 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 6:24:39, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7484, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.1989 2021-07-12 14:13:22,476 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 6:24:27, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7406, loss_cls: 2.1635, loss: 2.1635, grad_norm: 6.2917 2021-07-12 14:13:33,796 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 6:24:16, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.0933, loss: 2.0933, grad_norm: 6.0758 2021-07-12 14:13:44,586 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 6:24:04, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1515, loss: 2.1515, grad_norm: 6.3589 2021-07-12 14:13:55,313 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 6:23:52, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7305, loss_cls: 2.1537, loss: 2.1537, grad_norm: 6.2833 2021-07-12 14:14:06,560 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 6:23:40, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7555, loss_cls: 2.0245, loss: 2.0245, grad_norm: 6.0774 2021-07-12 14:14:17,370 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 6:23:28, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7461, loss_cls: 2.1475, loss: 2.1475, grad_norm: 6.3065 2021-07-12 14:14:28,741 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 6:23:17, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7391, loss_cls: 2.2023, loss: 2.2023, grad_norm: 6.2417 2021-07-12 14:14:40,140 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 6:23:06, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7219, loss_cls: 2.2336, loss: 2.2336, grad_norm: 6.3324 2021-07-12 14:14:50,856 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 6:22:54, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7375, loss_cls: 2.1657, loss: 2.1657, grad_norm: 6.1961 2021-07-12 14:15:02,189 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 6:22:42, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7242, loss_cls: 2.2498, loss: 2.2498, grad_norm: 6.4004 2021-07-12 14:15:12,511 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 6:22:30, time: 0.516, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7500, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.3407 2021-07-12 14:15:24,036 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 6:22:19, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7406, loss_cls: 2.1932, loss: 2.1932, grad_norm: 6.2176 2021-07-12 14:15:34,140 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 6:22:06, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7508, loss_cls: 2.0492, loss: 2.0492, grad_norm: 5.9794 2021-07-12 14:15:45,204 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 6:21:54, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7469, loss_cls: 2.1103, loss: 2.1103, grad_norm: 6.3696 2021-07-12 14:15:56,239 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 6:21:42, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7281, loss_cls: 2.2342, loss: 2.2342, grad_norm: 6.3676 2021-07-12 14:16:07,378 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 6:21:31, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7445, loss_cls: 2.1680, loss: 2.1680, grad_norm: 6.2124 2021-07-12 14:16:18,799 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 6:21:20, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7391, loss_cls: 2.2000, loss: 2.2000, grad_norm: 6.1127 2021-07-12 14:16:28,955 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 6:21:07, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7320, loss_cls: 2.1844, loss: 2.1844, grad_norm: 6.2463 2021-07-12 14:16:40,200 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 6:20:55, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7336, loss_cls: 2.1295, loss: 2.1295, grad_norm: 5.9969 2021-07-12 14:16:51,284 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 6:20:44, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1856, loss: 2.1856, grad_norm: 6.0610 2021-07-12 14:17:02,340 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 6:20:32, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1293, loss: 2.1293, grad_norm: 6.2952 2021-07-12 14:17:13,209 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 6:20:20, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7258, loss_cls: 2.1841, loss: 2.1841, grad_norm: 6.2758 2021-07-12 14:17:24,789 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 6:20:09, time: 0.580, data_time: 0.002, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7359, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.3064 2021-07-12 14:17:35,664 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 6:19:57, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7383, loss_cls: 2.2376, loss: 2.2376, grad_norm: 6.2845 2021-07-12 14:17:36,888 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-07-12 14:18:35,066 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 14:18:35,208 - mmaction - INFO - top1_acc 0.3505 top5_acc 0.6351 2021-07-12 14:18:35,208 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 14:18:35,217 - mmaction - INFO - mean_acc 0.3161 2021-07-12 14:18:35,521 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-07-12 14:18:35,521 - mmaction - INFO - Best top1_acc is 0.3505 at 20 epoch. 2021-07-12 14:18:35,529 - mmaction - INFO - Epoch(val) [20][181] top1_acc: 0.3505, top5_acc: 0.6351, mean_class_accuracy: 0.3161 2021-07-12 14:18:50,488 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 6:19:44, time: 0.747, data_time: 0.233, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7727, loss_cls: 1.9726, loss: 1.9726, grad_norm: 5.8198 2021-07-12 14:19:00,920 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 6:19:32, time: 0.521, data_time: 0.002, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7719, loss_cls: 1.9446, loss: 1.9446, grad_norm: 5.9251 2021-07-12 14:19:12,161 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 6:19:20, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7570, loss_cls: 2.0073, loss: 2.0073, grad_norm: 5.6912 2021-07-12 14:19:23,675 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 6:19:09, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8039, loss_cls: 1.7815, loss: 1.7815, grad_norm: 5.4981 2021-07-12 14:19:34,566 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 6:18:57, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7766, loss_cls: 1.9445, loss: 1.9445, grad_norm: 5.8431 2021-07-12 14:19:45,633 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 6:18:46, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7891, loss_cls: 1.8412, loss: 1.8412, grad_norm: 5.8264 2021-07-12 14:19:56,954 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 6:18:34, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7844, loss_cls: 1.9059, loss: 1.9059, grad_norm: 5.8878 2021-07-12 14:20:07,551 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 6:18:22, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8023, loss_cls: 1.7277, loss: 1.7277, grad_norm: 5.6954 2021-07-12 14:20:18,214 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 6:18:10, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.8023, loss_cls: 1.7878, loss: 1.7878, grad_norm: 5.8170 2021-07-12 14:20:29,324 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 6:17:58, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.8000, loss_cls: 1.8025, loss: 1.8025, grad_norm: 5.7891 2021-07-12 14:20:39,602 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 6:17:46, time: 0.514, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8000, loss_cls: 1.7886, loss: 1.7886, grad_norm: 5.7809 2021-07-12 14:20:50,694 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 6:17:34, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8023, loss_cls: 1.7572, loss: 1.7572, grad_norm: 5.8062 2021-07-12 14:21:01,865 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 6:17:22, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7984, loss_cls: 1.8052, loss: 1.8052, grad_norm: 5.9674 2021-07-12 14:21:12,913 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 6:17:11, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.8639, loss: 1.8639, grad_norm: 5.8449 2021-07-12 14:21:23,746 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 6:16:59, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7797, loss_cls: 1.8118, loss: 1.8118, grad_norm: 5.8955 2021-07-12 14:21:34,653 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 6:16:47, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8031, loss_cls: 1.7722, loss: 1.7722, grad_norm: 5.8869 2021-07-12 14:21:46,067 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 6:16:36, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7977, loss_cls: 1.7634, loss: 1.7634, grad_norm: 5.7791 2021-07-12 14:21:57,147 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 6:16:24, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7859, loss_cls: 1.8188, loss: 1.8188, grad_norm: 6.1044 2021-07-12 14:22:08,588 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 6:16:13, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8180, loss_cls: 1.6926, loss: 1.6926, grad_norm: 5.9241 2021-07-12 14:22:19,606 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 6:16:01, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8156, loss_cls: 1.6941, loss: 1.6941, grad_norm: 5.7635 2021-07-12 14:22:30,444 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 6:15:49, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8148, loss_cls: 1.6596, loss: 1.6596, grad_norm: 5.9837 2021-07-12 14:22:41,828 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 6:15:38, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8055, loss_cls: 1.7572, loss: 1.7572, grad_norm: 5.9361 2021-07-12 14:22:52,142 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 6:15:26, time: 0.516, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8180, loss_cls: 1.6398, loss: 1.6398, grad_norm: 5.8360 2021-07-12 14:23:03,032 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 6:15:14, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8148, loss_cls: 1.6690, loss: 1.6690, grad_norm: 5.9327 2021-07-12 14:23:14,320 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 6:15:02, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8000, loss_cls: 1.7326, loss: 1.7326, grad_norm: 5.9615 2021-07-12 14:23:25,307 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 6:14:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7922, loss_cls: 1.7742, loss: 1.7742, grad_norm: 6.1413 2021-07-12 14:23:36,598 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 6:14:39, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8234, loss_cls: 1.6576, loss: 1.6576, grad_norm: 5.8329 2021-07-12 14:23:46,923 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 6:14:27, time: 0.515, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8117, loss_cls: 1.7487, loss: 1.7487, grad_norm: 6.0284 2021-07-12 14:23:57,637 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 6:14:14, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8180, loss_cls: 1.6835, loss: 1.6835, grad_norm: 6.0597 2021-07-12 14:24:08,989 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 6:14:03, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6488, loss: 1.6488, grad_norm: 5.8279 2021-07-12 14:24:20,732 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 6:13:53, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8063, loss_cls: 1.7726, loss: 1.7726, grad_norm: 6.0912 2021-07-12 14:24:31,389 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 6:13:40, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.6890, loss: 1.6890, grad_norm: 6.0507 2021-07-12 14:24:42,083 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 6:13:28, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8359, loss_cls: 1.6079, loss: 1.6079, grad_norm: 5.9221 2021-07-12 14:24:53,606 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 6:13:17, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8164, loss_cls: 1.7011, loss: 1.7011, grad_norm: 6.0710 2021-07-12 14:25:04,638 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 6:13:06, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8125, loss_cls: 1.6813, loss: 1.6813, grad_norm: 5.9753 2021-07-12 14:25:15,538 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 6:12:54, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8203, loss_cls: 1.6057, loss: 1.6057, grad_norm: 5.7798 2021-07-12 14:25:26,241 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 6:12:42, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8180, loss_cls: 1.6644, loss: 1.6644, grad_norm: 6.0537 2021-07-12 14:25:37,928 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 6:12:31, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8180, loss_cls: 1.6718, loss: 1.6718, grad_norm: 5.9088 2021-07-12 14:25:49,868 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 6:12:21, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8172, loss_cls: 1.6883, loss: 1.6883, grad_norm: 6.1039 2021-07-12 14:26:00,546 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 6:12:08, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8328, loss_cls: 1.6292, loss: 1.6292, grad_norm: 5.9733 2021-07-12 14:26:11,924 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 6:11:57, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8172, loss_cls: 1.6883, loss: 1.6883, grad_norm: 6.0660 2021-07-12 14:26:22,601 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 6:11:45, time: 0.536, data_time: 0.003, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8219, loss_cls: 1.6826, loss: 1.6826, grad_norm: 6.1002 2021-07-12 14:26:33,627 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 6:11:33, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8195, loss_cls: 1.7020, loss: 1.7020, grad_norm: 6.1820 2021-07-12 14:26:44,370 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 6:11:21, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8273, loss_cls: 1.6449, loss: 1.6449, grad_norm: 6.0486 2021-07-12 14:26:55,069 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 6:11:09, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8195, loss_cls: 1.6913, loss: 1.6913, grad_norm: 6.0141 2021-07-12 14:27:07,195 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 6:10:59, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8141, loss_cls: 1.6334, loss: 1.6334, grad_norm: 5.9402 2021-07-12 14:27:17,489 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 6:10:46, time: 0.513, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8273, loss_cls: 1.6580, loss: 1.6580, grad_norm: 6.0049 2021-07-12 14:27:27,724 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 6:10:34, time: 0.513, data_time: 0.002, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8047, loss_cls: 1.7239, loss: 1.7239, grad_norm: 6.0983 2021-07-12 14:27:39,350 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 6:10:23, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8180, loss_cls: 1.6365, loss: 1.6365, grad_norm: 6.0058 2021-07-12 14:27:51,088 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 6:10:12, time: 0.588, data_time: 0.002, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8289, loss_cls: 1.6176, loss: 1.6176, grad_norm: 6.1366 2021-07-12 14:28:01,876 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 6:10:00, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8289, loss_cls: 1.7013, loss: 1.7013, grad_norm: 6.1315 2021-07-12 14:28:13,027 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 6:09:49, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8078, loss_cls: 1.7012, loss: 1.7012, grad_norm: 6.2695 2021-07-12 14:28:24,454 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 6:09:38, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8102, loss_cls: 1.6450, loss: 1.6450, grad_norm: 5.9127 2021-07-12 14:28:35,033 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 6:09:25, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8172, loss_cls: 1.6412, loss: 1.6412, grad_norm: 6.1843 2021-07-12 14:28:46,574 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 6:09:14, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8141, loss_cls: 1.7092, loss: 1.7092, grad_norm: 6.4791 2021-07-12 14:28:57,697 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 6:09:03, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8219, loss_cls: 1.6495, loss: 1.6495, grad_norm: 6.0321 2021-07-12 14:29:09,032 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 6:08:52, time: 0.568, data_time: 0.002, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6159, loss: 1.6159, grad_norm: 5.8723 2021-07-12 14:29:19,380 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 6:08:39, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8313, loss_cls: 1.6116, loss: 1.6116, grad_norm: 6.1540 2021-07-12 14:29:31,051 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 6:08:28, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8320, loss_cls: 1.6418, loss: 1.6418, grad_norm: 6.1739 2021-07-12 14:29:41,279 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 6:08:15, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8195, loss_cls: 1.6183, loss: 1.6183, grad_norm: 6.2272 2021-07-12 14:29:53,183 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 6:08:05, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8047, loss_cls: 1.6685, loss: 1.6685, grad_norm: 6.2722 2021-07-12 14:30:04,073 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 6:07:53, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4608, loss: 1.4608, grad_norm: 5.8778 2021-07-12 14:30:14,863 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 6:07:41, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8102, loss_cls: 1.7201, loss: 1.7201, grad_norm: 6.3484 2021-07-12 14:30:26,241 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 6:07:30, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8250, loss_cls: 1.5883, loss: 1.5883, grad_norm: 6.1331 2021-07-12 14:30:37,003 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 6:07:18, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8297, loss_cls: 1.6439, loss: 1.6439, grad_norm: 6.1822 2021-07-12 14:30:48,782 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 6:07:07, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8258, loss_cls: 1.6480, loss: 1.6480, grad_norm: 6.2964 2021-07-12 14:30:59,675 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 6:06:56, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8266, loss_cls: 1.6366, loss: 1.6366, grad_norm: 6.0881 2021-07-12 14:31:00,927 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-07-12 14:31:15,877 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 6:06:42, time: 0.731, data_time: 0.221, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8242, loss_cls: 1.6640, loss: 1.6640, grad_norm: 6.3703 2021-07-12 14:31:26,976 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 6:06:31, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8375, loss_cls: 1.5345, loss: 1.5345, grad_norm: 6.0730 2021-07-12 14:31:38,303 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 6:06:19, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8133, loss_cls: 1.6208, loss: 1.6208, grad_norm: 6.1979 2021-07-12 14:31:49,217 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 6:06:08, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8313, loss_cls: 1.5703, loss: 1.5703, grad_norm: 6.3673 2021-07-12 14:32:00,645 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 6:05:57, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8227, loss_cls: 1.6624, loss: 1.6624, grad_norm: 6.2184 2021-07-12 14:32:11,894 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 6:05:45, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8219, loss_cls: 1.6083, loss: 1.6083, grad_norm: 6.1228 2021-07-12 14:32:22,967 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 6:05:34, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8461, loss_cls: 1.5290, loss: 1.5290, grad_norm: 6.1314 2021-07-12 14:32:33,243 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 6:05:21, time: 0.514, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8227, loss_cls: 1.6268, loss: 1.6268, grad_norm: 6.3163 2021-07-12 14:32:44,270 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 6:05:09, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8234, loss_cls: 1.6337, loss: 1.6337, grad_norm: 6.5349 2021-07-12 14:32:55,389 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 6:04:58, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8336, loss_cls: 1.5610, loss: 1.5610, grad_norm: 6.1535 2021-07-12 14:33:06,414 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 6:04:46, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.6388, loss: 1.6388, grad_norm: 6.3610 2021-07-12 14:33:17,965 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 6:04:35, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8172, loss_cls: 1.6153, loss: 1.6153, grad_norm: 6.0811 2021-07-12 14:33:29,336 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 6:04:24, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8313, loss_cls: 1.5863, loss: 1.5863, grad_norm: 6.1720 2021-07-12 14:33:40,672 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 6:04:13, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8383, loss_cls: 1.5195, loss: 1.5195, grad_norm: 6.0564 2021-07-12 14:33:51,786 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 6:04:01, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8258, loss_cls: 1.6484, loss: 1.6484, grad_norm: 6.3854 2021-07-12 14:34:03,161 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 6:03:50, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8180, loss_cls: 1.6811, loss: 1.6811, grad_norm: 6.4318 2021-07-12 14:34:13,915 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 6:03:38, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8187, loss_cls: 1.6203, loss: 1.6203, grad_norm: 6.3417 2021-07-12 14:34:25,326 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 6:03:27, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8313, loss_cls: 1.5855, loss: 1.5855, grad_norm: 6.3991 2021-07-12 14:34:36,265 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 6:03:15, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8172, loss_cls: 1.6261, loss: 1.6261, grad_norm: 6.2778 2021-07-12 14:34:46,844 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 6:03:03, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8305, loss_cls: 1.6318, loss: 1.6318, grad_norm: 6.4280 2021-07-12 14:34:58,116 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 6:02:52, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8328, loss_cls: 1.5918, loss: 1.5918, grad_norm: 6.2475 2021-07-12 14:35:09,335 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 6:02:40, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8383, loss_cls: 1.5600, loss: 1.5600, grad_norm: 6.2053 2021-07-12 14:35:20,391 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 6:02:29, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8383, loss_cls: 1.5792, loss: 1.5792, grad_norm: 6.2451 2021-07-12 14:35:31,527 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 6:02:17, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8305, loss_cls: 1.6325, loss: 1.6325, grad_norm: 6.3018 2021-07-12 14:35:42,814 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 6:02:06, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8313, loss_cls: 1.5795, loss: 1.5795, grad_norm: 6.1147 2021-07-12 14:35:53,288 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 6:01:54, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5579, loss: 1.5579, grad_norm: 6.1696 2021-07-12 14:36:05,330 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 6:01:43, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8148, loss_cls: 1.6413, loss: 1.6413, grad_norm: 6.4698 2021-07-12 14:36:16,706 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 6:01:32, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8313, loss_cls: 1.5651, loss: 1.5651, grad_norm: 6.2383 2021-07-12 14:36:28,280 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 6:01:21, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8422, loss_cls: 1.4788, loss: 1.4788, grad_norm: 6.0707 2021-07-12 14:36:38,155 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 6:01:08, time: 0.495, data_time: 0.002, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8445, loss_cls: 1.5285, loss: 1.5285, grad_norm: 6.1613 2021-07-12 14:36:48,967 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 6:00:56, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8320, loss_cls: 1.5686, loss: 1.5686, grad_norm: 6.2198 2021-07-12 14:37:01,317 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 6:00:46, time: 0.619, data_time: 0.002, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8172, loss_cls: 1.6144, loss: 1.6144, grad_norm: 6.4663 2021-07-12 14:37:12,259 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 6:00:35, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8383, loss_cls: 1.5570, loss: 1.5570, grad_norm: 6.3589 2021-07-12 14:37:23,075 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 6:00:23, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8320, loss_cls: 1.5678, loss: 1.5678, grad_norm: 6.4394 2021-07-12 14:37:33,525 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 6:00:10, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8484, loss_cls: 1.5027, loss: 1.5027, grad_norm: 6.2955 2021-07-12 14:37:45,155 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 5:59:59, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8195, loss_cls: 1.6378, loss: 1.6378, grad_norm: 6.5197 2021-07-12 14:37:56,077 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 5:59:48, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8258, loss_cls: 1.6322, loss: 1.6322, grad_norm: 6.5585 2021-07-12 14:38:07,480 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 5:59:37, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8320, loss_cls: 1.5748, loss: 1.5748, grad_norm: 6.3595 2021-07-12 14:38:18,745 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 5:59:25, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8172, loss_cls: 1.6870, loss: 1.6870, grad_norm: 6.5522 2021-07-12 14:38:29,584 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 5:59:13, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8305, loss_cls: 1.5956, loss: 1.5956, grad_norm: 6.2156 2021-07-12 14:38:41,097 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 5:59:02, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8453, loss_cls: 1.4864, loss: 1.4864, grad_norm: 6.2829 2021-07-12 14:38:52,901 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 5:58:52, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8289, loss_cls: 1.6448, loss: 1.6448, grad_norm: 6.5002 2021-07-12 14:39:04,252 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 5:58:41, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8234, loss_cls: 1.5488, loss: 1.5488, grad_norm: 6.2645 2021-07-12 14:39:15,885 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 5:58:30, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8336, loss_cls: 1.5898, loss: 1.5898, grad_norm: 6.4492 2021-07-12 14:39:27,374 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 5:58:19, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8398, loss_cls: 1.5138, loss: 1.5138, grad_norm: 6.3011 2021-07-12 14:39:38,302 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 5:58:07, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8328, loss_cls: 1.5846, loss: 1.5846, grad_norm: 6.3362 2021-07-12 14:39:48,785 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 5:57:55, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8273, loss_cls: 1.6055, loss: 1.6055, grad_norm: 6.4586 2021-07-12 14:40:00,315 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 5:57:44, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5423, loss: 1.5423, grad_norm: 6.3875 2021-07-12 14:40:12,459 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 5:57:34, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8227, loss_cls: 1.6517, loss: 1.6517, grad_norm: 6.4504 2021-07-12 14:40:22,695 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 5:57:21, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8289, loss_cls: 1.5959, loss: 1.5959, grad_norm: 6.3183 2021-07-12 14:40:33,942 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 5:57:10, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8383, loss_cls: 1.5787, loss: 1.5787, grad_norm: 6.3925 2021-07-12 14:40:44,549 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 5:56:57, time: 0.531, data_time: 0.002, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8398, loss_cls: 1.5288, loss: 1.5288, grad_norm: 6.2855 2021-07-12 14:40:56,241 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 5:56:47, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8352, loss_cls: 1.5393, loss: 1.5393, grad_norm: 6.3223 2021-07-12 14:41:07,161 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 5:56:35, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8375, loss_cls: 1.5708, loss: 1.5708, grad_norm: 6.3141 2021-07-12 14:41:18,401 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 5:56:24, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.5040, loss: 1.5040, grad_norm: 6.3763 2021-07-12 14:41:29,508 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 5:56:12, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8211, loss_cls: 1.5700, loss: 1.5700, grad_norm: 6.3305 2021-07-12 14:41:40,520 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 5:56:00, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8281, loss_cls: 1.5675, loss: 1.5675, grad_norm: 6.3877 2021-07-12 14:41:52,685 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 5:55:50, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8242, loss_cls: 1.5805, loss: 1.5805, grad_norm: 6.2770 2021-07-12 14:42:03,273 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 5:55:38, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8281, loss_cls: 1.6119, loss: 1.6119, grad_norm: 6.2845 2021-07-12 14:42:13,670 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 5:55:26, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8242, loss_cls: 1.5252, loss: 1.5252, grad_norm: 6.2783 2021-07-12 14:42:24,903 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 5:55:14, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8313, loss_cls: 1.5815, loss: 1.5815, grad_norm: 6.5594 2021-07-12 14:42:36,261 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 5:55:03, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8492, loss_cls: 1.5209, loss: 1.5209, grad_norm: 6.4945 2021-07-12 14:42:46,638 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 5:54:51, time: 0.519, data_time: 0.002, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8211, loss_cls: 1.6204, loss: 1.6204, grad_norm: 6.5246 2021-07-12 14:42:58,059 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 5:54:40, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8281, loss_cls: 1.6046, loss: 1.6046, grad_norm: 6.7050 2021-07-12 14:43:09,127 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 5:54:28, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8250, loss_cls: 1.5485, loss: 1.5485, grad_norm: 6.4018 2021-07-12 14:43:20,455 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 5:54:17, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8164, loss_cls: 1.6244, loss: 1.6244, grad_norm: 6.4224 2021-07-12 14:43:31,423 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 5:54:05, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8227, loss_cls: 1.6324, loss: 1.6324, grad_norm: 6.4494 2021-07-12 14:43:32,910 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-07-12 14:44:30,637 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 14:44:30,780 - mmaction - INFO - top1_acc 0.4444 top5_acc 0.7415 2021-07-12 14:44:30,780 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 14:44:30,789 - mmaction - INFO - mean_acc 0.4035 2021-07-12 14:44:31,115 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-07-12 14:44:31,115 - mmaction - INFO - Best top1_acc is 0.4444 at 22 epoch. 2021-07-12 14:44:31,123 - mmaction - INFO - Epoch(val) [22][181] top1_acc: 0.4444, top5_acc: 0.7415, mean_class_accuracy: 0.4035 2021-07-12 14:44:46,193 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 5:53:52, time: 0.753, data_time: 0.217, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8375, loss_cls: 1.5251, loss: 1.5251, grad_norm: 6.3498 2021-07-12 14:44:56,932 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 5:53:40, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4770, loss: 1.4770, grad_norm: 6.1447 2021-07-12 14:45:08,085 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 5:53:29, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8297, loss_cls: 1.6101, loss: 1.6101, grad_norm: 6.6599 2021-07-12 14:45:19,104 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 5:53:17, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8414, loss_cls: 1.5014, loss: 1.5014, grad_norm: 6.4218 2021-07-12 14:45:30,603 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 5:53:06, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8469, loss_cls: 1.4919, loss: 1.4919, grad_norm: 6.1830 2021-07-12 14:45:41,148 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 5:52:54, time: 0.526, data_time: 0.002, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8336, loss_cls: 1.5428, loss: 1.5428, grad_norm: 6.5048 2021-07-12 14:45:52,020 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 5:52:42, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8398, loss_cls: 1.5474, loss: 1.5474, grad_norm: 6.4564 2021-07-12 14:46:03,212 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 5:52:31, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8313, loss_cls: 1.5253, loss: 1.5253, grad_norm: 6.2322 2021-07-12 14:46:13,751 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 5:52:19, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8391, loss_cls: 1.5162, loss: 1.5162, grad_norm: 6.4074 2021-07-12 14:46:24,818 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 5:52:07, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8383, loss_cls: 1.4919, loss: 1.4919, grad_norm: 6.2355 2021-07-12 14:46:35,333 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 5:51:55, time: 0.526, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8313, loss_cls: 1.5316, loss: 1.5316, grad_norm: 6.3433 2021-07-12 14:46:46,609 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 5:51:44, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8250, loss_cls: 1.5556, loss: 1.5556, grad_norm: 6.4885 2021-07-12 14:46:56,867 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 5:51:31, time: 0.514, data_time: 0.002, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8438, loss_cls: 1.5407, loss: 1.5407, grad_norm: 6.4068 2021-07-12 14:47:08,786 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 5:51:21, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8445, loss_cls: 1.4533, loss: 1.4533, grad_norm: 6.3156 2021-07-12 14:47:19,981 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 5:51:09, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8172, loss_cls: 1.6160, loss: 1.6160, grad_norm: 6.4733 2021-07-12 14:47:31,221 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 5:50:58, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8313, loss_cls: 1.5606, loss: 1.5606, grad_norm: 6.4778 2021-07-12 14:47:42,003 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 5:50:46, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8523, loss_cls: 1.5045, loss: 1.5045, grad_norm: 6.3829 2021-07-12 14:47:52,806 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 5:50:34, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8445, loss_cls: 1.5294, loss: 1.5294, grad_norm: 6.3909 2021-07-12 14:48:03,954 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 5:50:23, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8438, loss_cls: 1.5362, loss: 1.5362, grad_norm: 6.4879 2021-07-12 14:48:15,242 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 5:50:11, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4682, loss: 1.4682, grad_norm: 6.3958 2021-07-12 14:48:26,288 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 5:50:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8477, loss_cls: 1.5428, loss: 1.5428, grad_norm: 6.6024 2021-07-12 14:48:37,243 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 5:49:48, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8406, loss_cls: 1.5594, loss: 1.5594, grad_norm: 6.6314 2021-07-12 14:48:48,634 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 5:49:37, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8195, loss_cls: 1.6922, loss: 1.6922, grad_norm: 6.7341 2021-07-12 14:48:59,235 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 5:49:25, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.5496, loss: 1.5496, grad_norm: 6.4566 2021-07-12 14:49:10,880 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 5:49:14, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8531, loss_cls: 1.4586, loss: 1.4586, grad_norm: 6.4192 2021-07-12 14:49:22,252 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 5:49:03, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8477, loss_cls: 1.5155, loss: 1.5155, grad_norm: 6.4554 2021-07-12 14:49:33,039 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 5:48:51, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8336, loss_cls: 1.5385, loss: 1.5385, grad_norm: 6.3477 2021-07-12 14:49:44,579 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 5:48:40, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8391, loss_cls: 1.5216, loss: 1.5216, grad_norm: 6.4623 2021-07-12 14:49:55,658 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 5:48:28, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5493, loss: 1.5493, grad_norm: 6.6948 2021-07-12 14:50:06,213 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 5:48:16, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8461, loss_cls: 1.4784, loss: 1.4784, grad_norm: 6.3268 2021-07-12 14:50:17,688 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 5:48:05, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8430, loss_cls: 1.4730, loss: 1.4730, grad_norm: 6.2652 2021-07-12 14:50:28,220 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 5:47:53, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8266, loss_cls: 1.5709, loss: 1.5709, grad_norm: 6.5645 2021-07-12 14:50:39,312 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 5:47:42, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8508, loss_cls: 1.4807, loss: 1.4807, grad_norm: 6.3919 2021-07-12 14:50:50,524 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 5:47:30, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4659, loss: 1.4659, grad_norm: 6.3991 2021-07-12 14:51:01,376 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 5:47:18, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8297, loss_cls: 1.6101, loss: 1.6101, grad_norm: 6.6272 2021-07-12 14:51:12,928 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 5:47:07, time: 0.578, data_time: 0.002, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8398, loss_cls: 1.5361, loss: 1.5361, grad_norm: 6.5300 2021-07-12 14:51:24,066 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 5:46:56, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8445, loss_cls: 1.5012, loss: 1.5012, grad_norm: 6.4002 2021-07-12 14:51:35,127 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 5:46:45, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8477, loss_cls: 1.5091, loss: 1.5091, grad_norm: 6.5337 2021-07-12 14:51:46,366 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 5:46:33, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8547, loss_cls: 1.4589, loss: 1.4589, grad_norm: 6.5280 2021-07-12 14:51:57,499 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 5:46:22, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8461, loss_cls: 1.5193, loss: 1.5193, grad_norm: 6.6533 2021-07-12 14:52:07,686 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 5:46:09, time: 0.510, data_time: 0.002, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8336, loss_cls: 1.5988, loss: 1.5988, grad_norm: 6.9343 2021-07-12 14:52:19,123 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 5:45:58, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8391, loss_cls: 1.5121, loss: 1.5121, grad_norm: 6.5171 2021-07-12 14:52:30,045 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 5:45:46, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8430, loss_cls: 1.5151, loss: 1.5151, grad_norm: 6.3468 2021-07-12 14:52:41,344 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 5:45:35, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8438, loss_cls: 1.4979, loss: 1.4979, grad_norm: 6.4441 2021-07-12 14:52:52,417 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 5:45:24, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8523, loss_cls: 1.4723, loss: 1.4723, grad_norm: 6.5161 2021-07-12 14:53:03,567 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 5:45:12, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8562, loss_cls: 1.4857, loss: 1.4857, grad_norm: 6.6148 2021-07-12 14:53:14,646 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 5:45:01, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8281, loss_cls: 1.5772, loss: 1.5772, grad_norm: 6.8482 2021-07-12 14:53:25,572 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 5:44:49, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8375, loss_cls: 1.4856, loss: 1.4856, grad_norm: 6.5400 2021-07-12 14:53:36,878 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 5:44:38, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8422, loss_cls: 1.4833, loss: 1.4833, grad_norm: 6.6500 2021-07-12 14:53:47,800 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 5:44:26, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8328, loss_cls: 1.5013, loss: 1.5013, grad_norm: 6.5987 2021-07-12 14:53:58,756 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 5:44:14, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8617, loss_cls: 1.4158, loss: 1.4158, grad_norm: 6.3221 2021-07-12 14:54:10,128 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 5:44:03, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8211, loss_cls: 1.5843, loss: 1.5843, grad_norm: 6.7965 2021-07-12 14:54:21,154 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 5:43:52, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.6339, loss: 1.6339, grad_norm: 6.7263 2021-07-12 14:54:31,343 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 5:43:39, time: 0.510, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8195, loss_cls: 1.6001, loss: 1.6001, grad_norm: 6.5508 2021-07-12 14:54:42,743 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 5:43:28, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8492, loss_cls: 1.5001, loss: 1.5001, grad_norm: 6.5679 2021-07-12 14:54:53,689 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 5:43:16, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8453, loss_cls: 1.5337, loss: 1.5337, grad_norm: 6.5950 2021-07-12 14:55:04,692 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 5:43:05, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4539, loss: 1.4539, grad_norm: 6.3375 2021-07-12 14:55:15,707 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 5:42:53, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8336, loss_cls: 1.5873, loss: 1.5873, grad_norm: 6.8445 2021-07-12 14:55:26,492 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 5:42:41, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8523, loss_cls: 1.4965, loss: 1.4965, grad_norm: 6.5599 2021-07-12 14:55:37,693 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 5:42:30, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8500, loss_cls: 1.4781, loss: 1.4781, grad_norm: 6.5923 2021-07-12 14:55:48,924 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 5:42:19, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8453, loss_cls: 1.4877, loss: 1.4877, grad_norm: 6.6367 2021-07-12 14:56:00,122 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 5:42:07, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8258, loss_cls: 1.5845, loss: 1.5845, grad_norm: 6.8669 2021-07-12 14:56:11,217 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 5:41:56, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8453, loss_cls: 1.4895, loss: 1.4895, grad_norm: 6.5811 2021-07-12 14:56:22,205 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 5:41:44, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8266, loss_cls: 1.5195, loss: 1.5195, grad_norm: 6.5326 2021-07-12 14:56:32,922 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 5:41:32, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8375, loss_cls: 1.5918, loss: 1.5918, grad_norm: 6.8072 2021-07-12 14:56:44,263 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 5:41:21, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8305, loss_cls: 1.5225, loss: 1.5225, grad_norm: 6.4810 2021-07-12 14:56:54,886 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 5:41:09, time: 0.533, data_time: 0.002, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8125, loss_cls: 1.6008, loss: 1.6008, grad_norm: 6.7409 2021-07-12 14:56:56,286 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-07-12 14:57:11,445 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 5:40:56, time: 0.742, data_time: 0.201, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8375, loss_cls: 1.5198, loss: 1.5198, grad_norm: 6.6991 2021-07-12 14:57:22,369 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 5:40:44, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8445, loss_cls: 1.4802, loss: 1.4802, grad_norm: 6.3336 2021-07-12 14:57:33,609 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 5:40:33, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8289, loss_cls: 1.5908, loss: 1.5908, grad_norm: 6.5941 2021-07-12 14:57:44,705 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 5:40:21, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8477, loss_cls: 1.4715, loss: 1.4715, grad_norm: 6.6703 2021-07-12 14:57:55,191 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 5:40:09, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8445, loss_cls: 1.4962, loss: 1.4962, grad_norm: 6.5020 2021-07-12 14:58:06,320 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 5:39:58, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8445, loss_cls: 1.5134, loss: 1.5134, grad_norm: 6.6104 2021-07-12 14:58:17,817 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 5:39:47, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.4570, loss: 1.4570, grad_norm: 6.6555 2021-07-12 14:58:28,435 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 5:39:35, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8313, loss_cls: 1.5507, loss: 1.5507, grad_norm: 6.6389 2021-07-12 14:58:39,699 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 5:39:23, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8469, loss_cls: 1.4782, loss: 1.4782, grad_norm: 6.6109 2021-07-12 14:58:51,223 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 5:39:12, time: 0.578, data_time: 0.002, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8383, loss_cls: 1.4475, loss: 1.4475, grad_norm: 6.4602 2021-07-12 14:59:02,066 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 5:39:01, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8398, loss_cls: 1.5452, loss: 1.5452, grad_norm: 6.7544 2021-07-12 14:59:13,383 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 5:38:49, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8539, loss_cls: 1.4616, loss: 1.4616, grad_norm: 6.6220 2021-07-12 14:59:24,150 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 5:38:38, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8555, loss_cls: 1.4423, loss: 1.4423, grad_norm: 6.4713 2021-07-12 14:59:36,450 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 5:38:27, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8453, loss_cls: 1.4860, loss: 1.4860, grad_norm: 6.6724 2021-07-12 14:59:47,547 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 5:38:16, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8539, loss_cls: 1.4463, loss: 1.4463, grad_norm: 6.6466 2021-07-12 15:00:00,534 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 5:38:07, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8547, loss_cls: 1.4485, loss: 1.4485, grad_norm: 6.6126 2021-07-12 15:00:15,671 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 5:38:00, time: 0.757, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8547, loss_cls: 1.4366, loss: 1.4366, grad_norm: 6.5910 2021-07-12 15:00:31,234 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 5:37:54, time: 0.778, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8430, loss_cls: 1.5172, loss: 1.5172, grad_norm: 6.8033 2021-07-12 15:00:48,742 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 5:37:49, time: 0.875, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8422, loss_cls: 1.4821, loss: 1.4821, grad_norm: 6.5287 2021-07-12 15:01:02,337 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 5:37:41, time: 0.680, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8414, loss_cls: 1.5064, loss: 1.5064, grad_norm: 6.7303 2021-07-12 15:01:13,384 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 5:37:29, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8477, loss_cls: 1.5311, loss: 1.5311, grad_norm: 6.8301 2021-07-12 15:01:24,587 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 5:37:18, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8523, loss_cls: 1.4533, loss: 1.4533, grad_norm: 6.4235 2021-07-12 15:01:37,127 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 5:37:08, time: 0.628, data_time: 0.002, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8680, loss_cls: 1.4070, loss: 1.4070, grad_norm: 6.5849 2021-07-12 15:01:51,731 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 5:37:00, time: 0.730, data_time: 0.002, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8297, loss_cls: 1.5277, loss: 1.5277, grad_norm: 6.9030 2021-07-12 15:02:06,708 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 5:36:53, time: 0.749, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8570, loss_cls: 1.4739, loss: 1.4739, grad_norm: 6.8163 2021-07-12 15:02:19,792 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 5:36:44, time: 0.654, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5001, loss: 1.5001, grad_norm: 6.7442 2021-07-12 15:02:32,008 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 5:36:34, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8289, loss_cls: 1.5951, loss: 1.5951, grad_norm: 6.8322 2021-07-12 15:02:42,844 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 5:36:22, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.4020, loss: 1.4020, grad_norm: 6.7206 2021-07-12 15:02:53,896 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 5:36:11, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8336, loss_cls: 1.5430, loss: 1.5430, grad_norm: 6.7574 2021-07-12 15:03:05,862 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 5:36:00, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.4745, loss: 1.4745, grad_norm: 6.7181 2021-07-12 15:03:17,550 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 5:35:49, time: 0.586, data_time: 0.003, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8383, loss_cls: 1.5678, loss: 1.5678, grad_norm: 6.7168 2021-07-12 15:03:28,773 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 5:35:38, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8586, loss_cls: 1.3764, loss: 1.3764, grad_norm: 6.4756 2021-07-12 15:03:39,839 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 5:35:26, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8398, loss_cls: 1.4995, loss: 1.4995, grad_norm: 6.9514 2021-07-12 15:03:50,466 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 5:35:14, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8523, loss_cls: 1.5067, loss: 1.5067, grad_norm: 6.8393 2021-07-12 15:04:01,439 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 5:35:03, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8469, loss_cls: 1.4959, loss: 1.4959, grad_norm: 6.7901 2021-07-12 15:04:12,325 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 5:34:51, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8438, loss_cls: 1.5045, loss: 1.5045, grad_norm: 6.7448 2021-07-12 15:04:23,930 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 5:34:40, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8438, loss_cls: 1.4936, loss: 1.4936, grad_norm: 6.6569 2021-07-12 15:04:34,783 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 5:34:28, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4447, loss: 1.4447, grad_norm: 6.5467 2021-07-12 15:04:46,330 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 5:34:17, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3904, loss: 1.3904, grad_norm: 6.5341 2021-07-12 15:04:59,520 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 5:34:08, time: 0.659, data_time: 0.002, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8453, loss_cls: 1.4921, loss: 1.4921, grad_norm: 6.6253 2021-07-12 15:05:14,151 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 5:34:00, time: 0.731, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8406, loss_cls: 1.5531, loss: 1.5531, grad_norm: 6.9190 2021-07-12 15:05:28,317 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 5:33:52, time: 0.709, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8305, loss_cls: 1.5580, loss: 1.5580, grad_norm: 6.5599 2021-07-12 15:05:40,772 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 5:33:42, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8391, loss_cls: 1.4766, loss: 1.4766, grad_norm: 6.6429 2021-07-12 15:05:51,234 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 5:33:30, time: 0.523, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8227, loss_cls: 1.5694, loss: 1.5694, grad_norm: 6.8933 2021-07-12 15:06:02,601 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 5:33:19, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8414, loss_cls: 1.5458, loss: 1.5458, grad_norm: 6.8844 2021-07-12 15:06:14,269 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 5:33:08, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8484, loss_cls: 1.4584, loss: 1.4584, grad_norm: 6.5342 2021-07-12 15:06:25,816 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 5:32:57, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8477, loss_cls: 1.4970, loss: 1.4970, grad_norm: 6.8500 2021-07-12 15:06:37,226 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 5:32:46, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8578, loss_cls: 1.4445, loss: 1.4445, grad_norm: 6.5854 2021-07-12 15:06:48,207 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 5:32:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.4719, loss: 1.4719, grad_norm: 6.6026 2021-07-12 15:06:59,476 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 5:32:23, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.4635, loss: 1.4635, grad_norm: 6.7536 2021-07-12 15:07:10,889 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 5:32:12, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8391, loss_cls: 1.5760, loss: 1.5760, grad_norm: 6.7933 2021-07-12 15:07:23,017 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 5:32:01, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8672, loss_cls: 1.4260, loss: 1.4260, grad_norm: 6.6029 2021-07-12 15:07:33,928 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 5:31:50, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8414, loss_cls: 1.5834, loss: 1.5834, grad_norm: 6.8541 2021-07-12 15:07:45,727 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 5:31:39, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8453, loss_cls: 1.5058, loss: 1.5058, grad_norm: 6.6877 2021-07-12 15:07:56,239 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 5:31:27, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8359, loss_cls: 1.5152, loss: 1.5152, grad_norm: 6.8512 2021-07-12 15:08:07,644 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 5:31:16, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8523, loss_cls: 1.3940, loss: 1.3940, grad_norm: 6.5982 2021-07-12 15:08:18,981 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 5:31:04, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8422, loss_cls: 1.5223, loss: 1.5223, grad_norm: 6.8882 2021-07-12 15:08:30,453 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 5:30:53, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8391, loss_cls: 1.5460, loss: 1.5460, grad_norm: 7.0645 2021-07-12 15:08:41,067 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 5:30:41, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8305, loss_cls: 1.5814, loss: 1.5814, grad_norm: 6.7896 2021-07-12 15:08:51,838 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 5:30:29, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8305, loss_cls: 1.5729, loss: 1.5729, grad_norm: 6.8149 2021-07-12 15:09:03,384 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 5:30:18, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8648, loss_cls: 1.3880, loss: 1.3880, grad_norm: 6.5492 2021-07-12 15:09:16,090 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 5:30:09, time: 0.635, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8609, loss_cls: 1.4620, loss: 1.4620, grad_norm: 6.7903 2021-07-12 15:09:27,752 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 5:29:58, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8602, loss_cls: 1.4226, loss: 1.4226, grad_norm: 6.6739 2021-07-12 15:09:38,567 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 5:29:46, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8609, loss_cls: 1.4609, loss: 1.4609, grad_norm: 6.7210 2021-07-12 15:09:49,542 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 5:29:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8531, loss_cls: 1.4665, loss: 1.4665, grad_norm: 6.7333 2021-07-12 15:10:00,425 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 5:29:22, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4257, loss: 1.4257, grad_norm: 6.5111 2021-07-12 15:10:11,232 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 5:29:11, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8344, loss_cls: 1.5008, loss: 1.5008, grad_norm: 6.6180 2021-07-12 15:10:12,502 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-07-12 15:11:10,585 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 15:11:10,842 - mmaction - INFO - top1_acc 0.4465 top5_acc 0.7396 2021-07-12 15:11:10,842 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 15:11:10,859 - mmaction - INFO - mean_acc 0.4010 2021-07-12 15:11:11,195 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-07-12 15:11:11,195 - mmaction - INFO - Best top1_acc is 0.4465 at 24 epoch. 2021-07-12 15:11:11,203 - mmaction - INFO - Epoch(val) [24][181] top1_acc: 0.4465, top5_acc: 0.7396, mean_class_accuracy: 0.4010 2021-07-12 15:11:25,698 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 5:28:57, time: 0.723, data_time: 0.366, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8523, loss_cls: 1.4155, loss: 1.4155, grad_norm: 6.5885 2021-07-12 15:11:36,690 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 5:28:45, time: 0.551, data_time: 0.011, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8367, loss_cls: 1.5127, loss: 1.5127, grad_norm: 6.8443 2021-07-12 15:11:47,392 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 5:28:33, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8547, loss_cls: 1.4586, loss: 1.4586, grad_norm: 6.7192 2021-07-12 15:11:59,062 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 5:28:22, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.4262, loss: 1.4262, grad_norm: 6.7074 2021-07-12 15:12:10,258 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 5:28:11, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4520, loss: 1.4520, grad_norm: 6.8963 2021-07-12 15:12:20,971 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 5:27:59, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8516, loss_cls: 1.4179, loss: 1.4179, grad_norm: 6.6783 2021-07-12 15:12:32,636 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 5:27:48, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8430, loss_cls: 1.4772, loss: 1.4772, grad_norm: 6.6766 2021-07-12 15:12:43,338 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 5:27:36, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8484, loss_cls: 1.4781, loss: 1.4781, grad_norm: 6.9501 2021-07-12 15:12:54,379 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 5:27:25, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8414, loss_cls: 1.5208, loss: 1.5208, grad_norm: 6.9547 2021-07-12 15:13:05,748 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 5:27:14, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8477, loss_cls: 1.5166, loss: 1.5166, grad_norm: 7.0263 2021-07-12 15:13:17,068 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 5:27:02, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8320, loss_cls: 1.5165, loss: 1.5165, grad_norm: 6.7966 2021-07-12 15:13:28,285 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 5:26:51, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8484, loss_cls: 1.4586, loss: 1.4586, grad_norm: 6.8293 2021-07-12 15:13:38,864 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 5:26:39, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8562, loss_cls: 1.4585, loss: 1.4585, grad_norm: 6.7840 2021-07-12 15:13:50,549 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 5:26:28, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8422, loss_cls: 1.4926, loss: 1.4926, grad_norm: 6.8336 2021-07-12 15:14:01,528 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 5:26:16, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8438, loss_cls: 1.5029, loss: 1.5029, grad_norm: 6.7976 2021-07-12 15:14:12,649 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 5:26:05, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8508, loss_cls: 1.4571, loss: 1.4571, grad_norm: 6.7826 2021-07-12 15:14:23,570 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 5:25:53, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8281, loss_cls: 1.5034, loss: 1.5034, grad_norm: 6.7251 2021-07-12 15:14:34,717 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 5:25:42, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8430, loss_cls: 1.5048, loss: 1.5048, grad_norm: 6.8469 2021-07-12 15:14:45,370 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 5:25:30, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8477, loss_cls: 1.4532, loss: 1.4532, grad_norm: 6.8234 2021-07-12 15:14:56,322 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 5:25:18, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8383, loss_cls: 1.4776, loss: 1.4776, grad_norm: 6.8022 2021-07-12 15:15:07,802 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 5:25:07, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8414, loss_cls: 1.4676, loss: 1.4676, grad_norm: 6.6642 2021-07-12 15:15:18,578 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 5:24:55, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8375, loss_cls: 1.5167, loss: 1.5167, grad_norm: 6.8074 2021-07-12 15:15:30,036 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 5:24:44, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4559, loss: 1.4559, grad_norm: 7.0706 2021-07-12 15:15:40,903 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 5:24:32, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8516, loss_cls: 1.5107, loss: 1.5107, grad_norm: 6.9134 2021-07-12 15:15:51,246 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 5:24:20, time: 0.517, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8414, loss_cls: 1.5090, loss: 1.5090, grad_norm: 6.8315 2021-07-12 15:16:02,305 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 5:24:08, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8531, loss_cls: 1.4471, loss: 1.4471, grad_norm: 6.8791 2021-07-12 15:16:13,128 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 5:23:57, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8367, loss_cls: 1.5486, loss: 1.5486, grad_norm: 6.8990 2021-07-12 15:16:24,346 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 5:23:45, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3885, loss: 1.3885, grad_norm: 6.8438 2021-07-12 15:16:35,298 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 5:23:34, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3564, loss: 1.3564, grad_norm: 6.4987 2021-07-12 15:16:46,183 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 5:23:22, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8547, loss_cls: 1.4720, loss: 1.4720, grad_norm: 6.9964 2021-07-12 15:16:57,554 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 5:23:11, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8484, loss_cls: 1.4573, loss: 1.4573, grad_norm: 6.8622 2021-07-12 15:17:08,144 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 5:22:59, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8492, loss_cls: 1.4687, loss: 1.4687, grad_norm: 6.9086 2021-07-12 15:17:18,496 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 5:22:46, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8469, loss_cls: 1.4233, loss: 1.4233, grad_norm: 6.6597 2021-07-12 15:17:29,911 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 5:22:35, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8547, loss_cls: 1.5192, loss: 1.5192, grad_norm: 7.0045 2021-07-12 15:17:41,715 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 5:22:25, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8461, loss_cls: 1.4911, loss: 1.4911, grad_norm: 7.0185 2021-07-12 15:17:52,657 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 5:22:13, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8539, loss_cls: 1.4714, loss: 1.4714, grad_norm: 6.7376 2021-07-12 15:18:03,949 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 5:22:02, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8367, loss_cls: 1.4974, loss: 1.4974, grad_norm: 6.8148 2021-07-12 15:18:16,031 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 5:21:51, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8352, loss_cls: 1.5642, loss: 1.5642, grad_norm: 7.0943 2021-07-12 15:18:27,037 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 5:21:40, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8648, loss_cls: 1.4035, loss: 1.4035, grad_norm: 6.5927 2021-07-12 15:18:37,796 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 5:21:28, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8344, loss_cls: 1.5130, loss: 1.5130, grad_norm: 6.9385 2021-07-12 15:18:48,504 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 5:21:16, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8625, loss_cls: 1.4333, loss: 1.4333, grad_norm: 6.6571 2021-07-12 15:18:59,700 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 5:21:04, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4465, loss: 1.4465, grad_norm: 6.9572 2021-07-12 15:19:10,275 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 5:20:52, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8445, loss_cls: 1.5310, loss: 1.5310, grad_norm: 7.1938 2021-07-12 15:19:21,491 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 5:20:41, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8523, loss_cls: 1.4404, loss: 1.4404, grad_norm: 6.7650 2021-07-12 15:19:32,346 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 5:20:29, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8242, loss_cls: 1.5292, loss: 1.5292, grad_norm: 6.8837 2021-07-12 15:19:43,726 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 5:20:18, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8422, loss_cls: 1.5043, loss: 1.5043, grad_norm: 6.8662 2021-07-12 15:19:54,079 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 5:20:06, time: 0.517, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3785, loss: 1.3785, grad_norm: 6.7613 2021-07-12 15:20:05,274 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 5:19:55, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8352, loss_cls: 1.5226, loss: 1.5226, grad_norm: 7.0934 2021-07-12 15:20:16,372 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 5:19:43, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8422, loss_cls: 1.5558, loss: 1.5558, grad_norm: 7.1302 2021-07-12 15:20:28,208 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 5:19:32, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8664, loss_cls: 1.4050, loss: 1.4050, grad_norm: 6.9504 2021-07-12 15:20:38,706 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 5:19:20, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8438, loss_cls: 1.5336, loss: 1.5336, grad_norm: 7.1871 2021-07-12 15:20:50,377 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 5:19:09, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8383, loss_cls: 1.5085, loss: 1.5085, grad_norm: 7.1733 2021-07-12 15:21:01,276 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 5:18:58, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8602, loss_cls: 1.4016, loss: 1.4016, grad_norm: 6.7698 2021-07-12 15:21:11,666 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 5:18:45, time: 0.520, data_time: 0.002, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8562, loss_cls: 1.3963, loss: 1.3963, grad_norm: 6.9919 2021-07-12 15:21:22,941 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 5:18:34, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.4049, loss: 1.4049, grad_norm: 6.8938 2021-07-12 15:21:33,234 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 5:18:22, time: 0.515, data_time: 0.002, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8555, loss_cls: 1.4342, loss: 1.4342, grad_norm: 6.7502 2021-07-12 15:21:45,125 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 5:18:11, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.4119, loss: 1.4119, grad_norm: 7.0369 2021-07-12 15:21:56,052 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 5:17:59, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8469, loss_cls: 1.4440, loss: 1.4440, grad_norm: 6.6471 2021-07-12 15:22:07,354 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 5:17:48, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8508, loss_cls: 1.4366, loss: 1.4366, grad_norm: 6.8925 2021-07-12 15:22:18,444 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 5:17:37, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4305, loss: 1.4305, grad_norm: 6.8794 2021-07-12 15:22:29,636 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 5:17:25, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8680, loss_cls: 1.3803, loss: 1.3803, grad_norm: 6.9785 2021-07-12 15:22:40,196 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 5:17:13, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8367, loss_cls: 1.5126, loss: 1.5126, grad_norm: 7.1318 2021-07-12 15:22:51,349 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 5:17:02, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8531, loss_cls: 1.4931, loss: 1.4931, grad_norm: 7.3391 2021-07-12 15:23:03,173 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 5:16:51, time: 0.592, data_time: 0.002, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.4640, loss: 1.4640, grad_norm: 7.0010 2021-07-12 15:23:13,761 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 5:16:39, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8391, loss_cls: 1.5545, loss: 1.5545, grad_norm: 7.0628 2021-07-12 15:23:25,922 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 5:16:29, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8383, loss_cls: 1.4676, loss: 1.4676, grad_norm: 6.9925 2021-07-12 15:23:35,287 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 5:16:16, time: 0.468, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8633, loss_cls: 1.4319, loss: 1.4319, grad_norm: 6.9126 2021-07-12 15:23:36,548 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-07-12 15:23:51,562 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 5:16:02, time: 0.735, data_time: 0.305, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8688, loss_cls: 1.3621, loss: 1.3621, grad_norm: 6.5810 2021-07-12 15:24:03,321 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 5:15:51, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5078, loss: 1.5078, grad_norm: 6.9330 2021-07-12 15:24:14,506 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 5:15:40, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.3809, loss: 1.3809, grad_norm: 6.8762 2021-07-12 15:24:25,364 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 5:15:28, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8453, loss_cls: 1.5214, loss: 1.5214, grad_norm: 7.1360 2021-07-12 15:24:37,023 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 5:15:17, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8469, loss_cls: 1.4500, loss: 1.4500, grad_norm: 6.8978 2021-07-12 15:24:47,379 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 5:15:05, time: 0.517, data_time: 0.002, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8656, loss_cls: 1.3902, loss: 1.3902, grad_norm: 7.1844 2021-07-12 15:24:58,386 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 5:14:53, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.4799, loss: 1.4799, grad_norm: 7.1442 2021-07-12 15:25:09,821 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 5:14:42, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8516, loss_cls: 1.4338, loss: 1.4338, grad_norm: 6.8733 2021-07-12 15:25:20,591 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 5:14:31, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8187, loss_cls: 1.5760, loss: 1.5760, grad_norm: 7.0616 2021-07-12 15:25:31,931 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 5:14:19, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3685, loss: 1.3685, grad_norm: 6.7701 2021-07-12 15:25:43,371 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 5:14:08, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.4652, loss: 1.4652, grad_norm: 7.1363 2021-07-12 15:25:54,717 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 5:13:57, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8297, loss_cls: 1.5198, loss: 1.5198, grad_norm: 7.2999 2021-07-12 15:26:05,482 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 5:13:45, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8500, loss_cls: 1.4762, loss: 1.4762, grad_norm: 6.9537 2021-07-12 15:26:16,528 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 5:13:34, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8625, loss_cls: 1.4094, loss: 1.4094, grad_norm: 6.8362 2021-07-12 15:26:27,518 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 5:13:22, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8641, loss_cls: 1.4083, loss: 1.4083, grad_norm: 6.9882 2021-07-12 15:26:38,660 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 5:13:11, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8555, loss_cls: 1.4517, loss: 1.4517, grad_norm: 7.0268 2021-07-12 15:26:50,254 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 5:13:00, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8578, loss_cls: 1.4397, loss: 1.4397, grad_norm: 7.0347 2021-07-12 15:27:01,207 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 5:12:48, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8594, loss_cls: 1.4482, loss: 1.4482, grad_norm: 7.0963 2021-07-12 15:27:13,158 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 5:12:37, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8586, loss_cls: 1.4050, loss: 1.4050, grad_norm: 6.8603 2021-07-12 15:27:23,268 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 5:12:25, time: 0.506, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8688, loss_cls: 1.3764, loss: 1.3764, grad_norm: 6.9783 2021-07-12 15:27:33,652 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 5:12:13, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4513, loss: 1.4513, grad_norm: 6.9512 2021-07-12 15:27:44,362 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 5:12:01, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8633, loss_cls: 1.4085, loss: 1.4085, grad_norm: 6.8618 2021-07-12 15:27:55,653 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 5:11:50, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8641, loss_cls: 1.4183, loss: 1.4183, grad_norm: 7.2146 2021-07-12 15:28:06,615 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 5:11:38, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3785, loss: 1.3785, grad_norm: 7.0686 2021-07-12 15:28:17,379 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 5:11:26, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8555, loss_cls: 1.4268, loss: 1.4268, grad_norm: 7.0612 2021-07-12 15:28:28,783 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 5:11:15, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.3673, loss: 1.3673, grad_norm: 7.0339 2021-07-12 15:28:39,330 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 5:11:03, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8586, loss_cls: 1.4220, loss: 1.4220, grad_norm: 7.0311 2021-07-12 15:28:50,162 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 5:10:51, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8492, loss_cls: 1.5006, loss: 1.5006, grad_norm: 7.3569 2021-07-12 15:29:01,084 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 5:10:40, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8406, loss_cls: 1.4675, loss: 1.4675, grad_norm: 7.2046 2021-07-12 15:29:12,630 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 5:10:29, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8477, loss_cls: 1.5303, loss: 1.5303, grad_norm: 7.4691 2021-07-12 15:29:23,536 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 5:10:17, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8602, loss_cls: 1.3929, loss: 1.3929, grad_norm: 6.8956 2021-07-12 15:29:35,009 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 5:10:06, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4406, loss: 1.4406, grad_norm: 7.0376 2021-07-12 15:29:45,655 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 5:09:54, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8547, loss_cls: 1.4404, loss: 1.4404, grad_norm: 6.9817 2021-07-12 15:29:57,550 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 5:09:43, time: 0.596, data_time: 0.002, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4101, loss: 1.4101, grad_norm: 6.9677 2021-07-12 15:30:08,151 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 5:09:31, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8508, loss_cls: 1.4830, loss: 1.4830, grad_norm: 7.2244 2021-07-12 15:30:19,456 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 5:09:20, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8273, loss_cls: 1.5569, loss: 1.5569, grad_norm: 7.6281 2021-07-12 15:30:30,657 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 5:09:09, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8492, loss_cls: 1.5051, loss: 1.5051, grad_norm: 7.1826 2021-07-12 15:30:40,876 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 5:08:57, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4524, loss: 1.4524, grad_norm: 7.1326 2021-07-12 15:30:51,707 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 5:08:45, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8508, loss_cls: 1.4653, loss: 1.4653, grad_norm: 7.1568 2021-07-12 15:31:02,947 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 5:08:34, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.4055, loss: 1.4055, grad_norm: 6.8256 2021-07-12 15:31:13,898 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 5:08:22, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8531, loss_cls: 1.4591, loss: 1.4591, grad_norm: 7.0447 2021-07-12 15:31:25,020 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 5:08:11, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8477, loss_cls: 1.4399, loss: 1.4399, grad_norm: 6.9394 2021-07-12 15:31:36,106 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 5:07:59, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.4696, loss: 1.4696, grad_norm: 6.9966 2021-07-12 15:31:46,856 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 5:07:47, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8516, loss_cls: 1.3689, loss: 1.3689, grad_norm: 6.7206 2021-07-12 15:31:58,342 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 5:07:36, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8547, loss_cls: 1.3965, loss: 1.3965, grad_norm: 7.0158 2021-07-12 15:32:09,736 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 5:07:25, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8484, loss_cls: 1.4328, loss: 1.4328, grad_norm: 7.1985 2021-07-12 15:32:20,467 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 5:07:13, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8367, loss_cls: 1.4818, loss: 1.4818, grad_norm: 7.1084 2021-07-12 15:32:31,268 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 5:07:01, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4648, loss: 1.4648, grad_norm: 7.2179 2021-07-12 15:32:42,590 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 5:06:50, time: 0.567, data_time: 0.002, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8469, loss_cls: 1.4486, loss: 1.4486, grad_norm: 7.1111 2021-07-12 15:32:53,856 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 5:06:39, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4816, loss: 1.4816, grad_norm: 7.3374 2021-07-12 15:33:04,644 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 5:06:27, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.4340, loss: 1.4340, grad_norm: 6.8925 2021-07-12 15:33:16,977 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 5:06:17, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4226, loss: 1.4226, grad_norm: 7.1905 2021-07-12 15:33:28,051 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 5:06:05, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8398, loss_cls: 1.4833, loss: 1.4833, grad_norm: 7.3385 2021-07-12 15:33:38,766 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 5:05:54, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8414, loss_cls: 1.4781, loss: 1.4781, grad_norm: 7.3028 2021-07-12 15:33:49,847 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 5:05:42, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8430, loss_cls: 1.4582, loss: 1.4582, grad_norm: 7.0742 2021-07-12 15:34:00,927 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 5:05:31, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8508, loss_cls: 1.4282, loss: 1.4282, grad_norm: 6.9123 2021-07-12 15:34:11,061 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 5:05:18, time: 0.505, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8383, loss_cls: 1.4555, loss: 1.4555, grad_norm: 7.1456 2021-07-12 15:34:23,059 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 5:05:08, time: 0.601, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8523, loss_cls: 1.4240, loss: 1.4240, grad_norm: 7.0237 2021-07-12 15:34:33,798 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 5:04:56, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8242, loss_cls: 1.5089, loss: 1.5089, grad_norm: 7.1117 2021-07-12 15:34:44,926 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 5:04:45, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8617, loss_cls: 1.3830, loss: 1.3830, grad_norm: 7.1064 2021-07-12 15:34:55,699 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 5:04:33, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8469, loss_cls: 1.4571, loss: 1.4571, grad_norm: 7.0237 2021-07-12 15:35:06,474 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 5:04:21, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.4286, loss: 1.4286, grad_norm: 6.9785 2021-07-12 15:35:17,625 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 5:04:10, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8336, loss_cls: 1.5173, loss: 1.5173, grad_norm: 7.1842 2021-07-12 15:35:28,435 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 5:03:58, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8422, loss_cls: 1.5215, loss: 1.5215, grad_norm: 7.3972 2021-07-12 15:35:40,221 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 5:03:47, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8562, loss_cls: 1.4097, loss: 1.4097, grad_norm: 7.2265 2021-07-12 15:35:51,736 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 5:03:36, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8695, loss_cls: 1.3712, loss: 1.3712, grad_norm: 7.1220 2021-07-12 15:36:02,351 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 5:03:24, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8438, loss_cls: 1.4835, loss: 1.4835, grad_norm: 7.4403 2021-07-12 15:36:03,804 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-07-12 15:37:01,203 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 15:37:01,442 - mmaction - INFO - top1_acc 0.4446 top5_acc 0.7382 2021-07-12 15:37:01,442 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 15:37:01,455 - mmaction - INFO - mean_acc 0.4020 2021-07-12 15:37:01,458 - mmaction - INFO - Epoch(val) [26][181] top1_acc: 0.4446, top5_acc: 0.7382, mean_class_accuracy: 0.4020 2021-07-12 15:37:15,969 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 5:03:10, time: 0.725, data_time: 0.251, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8477, loss_cls: 1.4222, loss: 1.4222, grad_norm: 6.9065 2021-07-12 15:37:26,752 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 5:02:59, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8391, loss_cls: 1.4722, loss: 1.4722, grad_norm: 6.9998 2021-07-12 15:37:38,669 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 5:02:48, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8633, loss_cls: 1.4352, loss: 1.4352, grad_norm: 7.2773 2021-07-12 15:37:49,870 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 5:02:37, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8711, loss_cls: 1.3753, loss: 1.3753, grad_norm: 7.1001 2021-07-12 15:38:01,017 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 5:02:25, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.4306, loss: 1.4306, grad_norm: 7.1800 2021-07-12 15:38:11,798 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 5:02:14, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3515, loss: 1.3515, grad_norm: 7.1628 2021-07-12 15:38:22,292 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 5:02:02, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8539, loss_cls: 1.4097, loss: 1.4097, grad_norm: 7.2454 2021-07-12 15:38:33,302 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 5:01:50, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.4892, loss: 1.4892, grad_norm: 7.4249 2021-07-12 15:38:44,390 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 5:01:39, time: 0.556, data_time: 0.002, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8555, loss_cls: 1.3673, loss: 1.3673, grad_norm: 7.1171 2021-07-12 15:38:56,260 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 5:01:28, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.2857, loss: 1.2857, grad_norm: 6.8406 2021-07-12 15:39:08,168 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 5:01:17, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4102, loss: 1.4102, grad_norm: 7.1429 2021-07-12 15:39:19,054 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 5:01:06, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8367, loss_cls: 1.4026, loss: 1.4026, grad_norm: 7.1528 2021-07-12 15:39:29,835 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 5:00:54, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8609, loss_cls: 1.3834, loss: 1.3834, grad_norm: 7.0913 2021-07-12 15:39:40,746 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 5:00:42, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8648, loss_cls: 1.4549, loss: 1.4549, grad_norm: 7.2781 2021-07-12 15:39:51,694 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 5:00:31, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8773, loss_cls: 1.3151, loss: 1.3151, grad_norm: 7.0016 2021-07-12 15:40:03,059 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 5:00:19, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4575, loss: 1.4575, grad_norm: 7.2860 2021-07-12 15:40:14,390 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 5:00:08, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8445, loss_cls: 1.4814, loss: 1.4814, grad_norm: 7.6113 2021-07-12 15:40:25,530 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 4:59:57, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8453, loss_cls: 1.4427, loss: 1.4427, grad_norm: 7.3383 2021-07-12 15:40:36,769 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 4:59:46, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8594, loss_cls: 1.3842, loss: 1.3842, grad_norm: 7.3762 2021-07-12 15:40:47,351 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 4:59:34, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8727, loss_cls: 1.3239, loss: 1.3239, grad_norm: 7.1650 2021-07-12 15:40:58,235 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 4:59:22, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8461, loss_cls: 1.4128, loss: 1.4128, grad_norm: 7.3110 2021-07-12 15:41:08,699 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 4:59:10, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8594, loss_cls: 1.3545, loss: 1.3545, grad_norm: 7.0138 2021-07-12 15:41:20,054 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 4:58:59, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8531, loss_cls: 1.4284, loss: 1.4284, grad_norm: 7.5299 2021-07-12 15:41:31,871 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 4:58:48, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8477, loss_cls: 1.4270, loss: 1.4270, grad_norm: 7.4057 2021-07-12 15:41:42,880 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 4:58:36, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8602, loss_cls: 1.4356, loss: 1.4356, grad_norm: 7.4963 2021-07-12 15:41:53,680 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 4:58:25, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4193, loss: 1.4193, grad_norm: 7.2541 2021-07-12 15:42:04,551 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 4:58:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8523, loss_cls: 1.4597, loss: 1.4597, grad_norm: 7.4522 2021-07-12 15:42:15,685 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 4:58:02, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4571, loss: 1.4571, grad_norm: 7.3883 2021-07-12 15:42:26,708 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 4:57:50, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8688, loss_cls: 1.3618, loss: 1.3618, grad_norm: 7.2449 2021-07-12 15:42:37,743 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 4:57:39, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8617, loss_cls: 1.3761, loss: 1.3761, grad_norm: 7.3612 2021-07-12 15:42:48,604 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 4:57:27, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8375, loss_cls: 1.5584, loss: 1.5584, grad_norm: 7.7730 2021-07-12 15:42:59,346 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 4:57:15, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8469, loss_cls: 1.4902, loss: 1.4902, grad_norm: 7.4399 2021-07-12 15:43:10,653 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 4:57:04, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8461, loss_cls: 1.4500, loss: 1.4500, grad_norm: 7.2658 2021-07-12 15:43:22,245 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 4:56:53, time: 0.581, data_time: 0.002, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3602, loss: 1.3602, grad_norm: 7.1653 2021-07-12 15:43:33,776 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 4:56:42, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4003, loss: 1.4003, grad_norm: 7.2529 2021-07-12 15:43:44,166 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 4:56:30, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8641, loss_cls: 1.4409, loss: 1.4409, grad_norm: 7.4001 2021-07-12 15:43:55,155 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 4:56:18, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8477, loss_cls: 1.4482, loss: 1.4482, grad_norm: 7.3308 2021-07-12 15:44:06,254 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 4:56:07, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8539, loss_cls: 1.3942, loss: 1.3942, grad_norm: 7.1268 2021-07-12 15:44:17,537 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 4:55:56, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.3911, loss: 1.3911, grad_norm: 7.1360 2021-07-12 15:44:28,589 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 4:55:44, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3654, loss: 1.3654, grad_norm: 7.1372 2021-07-12 15:44:39,208 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 4:55:32, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.4272, loss: 1.4272, grad_norm: 7.4192 2021-07-12 15:44:50,740 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 4:55:21, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8453, loss_cls: 1.4667, loss: 1.4667, grad_norm: 7.4217 2021-07-12 15:45:02,440 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 4:55:11, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4554, loss: 1.4554, grad_norm: 7.3656 2021-07-12 15:45:13,237 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 4:54:59, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8664, loss_cls: 1.3602, loss: 1.3602, grad_norm: 7.0320 2021-07-12 15:45:24,738 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 4:54:48, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8539, loss_cls: 1.3997, loss: 1.3997, grad_norm: 7.4350 2021-07-12 15:45:35,700 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 4:54:36, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8617, loss_cls: 1.3921, loss: 1.3921, grad_norm: 7.3614 2021-07-12 15:45:46,535 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 4:54:25, time: 0.542, data_time: 0.002, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.4466, loss: 1.4466, grad_norm: 7.3867 2021-07-12 15:45:58,220 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 4:54:14, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3922, loss: 1.3922, grad_norm: 7.1976 2021-07-12 15:46:07,786 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 4:54:01, time: 0.478, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3580, loss: 1.3580, grad_norm: 7.1089 2021-07-12 15:46:19,232 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 4:53:50, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8461, loss_cls: 1.4551, loss: 1.4551, grad_norm: 7.3803 2021-07-12 15:46:30,079 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 4:53:38, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8531, loss_cls: 1.4455, loss: 1.4455, grad_norm: 7.2527 2021-07-12 15:46:41,247 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 4:53:27, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3231, loss: 1.3231, grad_norm: 7.1133 2021-07-12 15:46:52,527 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 4:53:15, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8555, loss_cls: 1.3726, loss: 1.3726, grad_norm: 7.2738 2021-07-12 15:47:03,284 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 4:53:04, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8555, loss_cls: 1.4955, loss: 1.4955, grad_norm: 7.4723 2021-07-12 15:47:14,300 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 4:52:52, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8484, loss_cls: 1.4099, loss: 1.4099, grad_norm: 7.1274 2021-07-12 15:47:26,470 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 4:52:42, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8594, loss_cls: 1.4029, loss: 1.4029, grad_norm: 7.1757 2021-07-12 15:47:36,812 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 4:52:30, time: 0.517, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.4290, loss: 1.4290, grad_norm: 7.1302 2021-07-12 15:47:47,335 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 4:52:18, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8555, loss_cls: 1.4406, loss: 1.4406, grad_norm: 7.3257 2021-07-12 15:47:58,822 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 4:52:07, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8469, loss_cls: 1.4921, loss: 1.4921, grad_norm: 7.5796 2021-07-12 15:48:10,411 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 4:51:56, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8531, loss_cls: 1.3962, loss: 1.3962, grad_norm: 6.9815 2021-07-12 15:48:21,501 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 4:51:44, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8367, loss_cls: 1.4797, loss: 1.4797, grad_norm: 7.4548 2021-07-12 15:48:32,296 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 4:51:33, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8555, loss_cls: 1.3642, loss: 1.3642, grad_norm: 7.1541 2021-07-12 15:48:42,979 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 4:51:21, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8555, loss_cls: 1.4499, loss: 1.4499, grad_norm: 7.4383 2021-07-12 15:48:53,524 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 4:51:09, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.4376, loss: 1.4376, grad_norm: 7.4439 2021-07-12 15:49:04,449 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 4:50:57, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8484, loss_cls: 1.4733, loss: 1.4733, grad_norm: 7.5238 2021-07-12 15:49:15,005 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 4:50:45, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8602, loss_cls: 1.3910, loss: 1.3910, grad_norm: 7.2390 2021-07-12 15:49:25,930 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 4:50:34, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8625, loss_cls: 1.3735, loss: 1.3735, grad_norm: 7.2492 2021-07-12 15:49:27,159 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-07-12 15:49:42,282 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 4:50:20, time: 0.741, data_time: 0.242, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3903, loss: 1.3903, grad_norm: 6.9622 2021-07-12 15:49:53,430 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 4:50:09, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8602, loss_cls: 1.3845, loss: 1.3845, grad_norm: 7.0341 2021-07-12 15:50:04,111 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 4:49:57, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3550, loss: 1.3550, grad_norm: 7.2779 2021-07-12 15:50:15,196 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 4:49:46, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8727, loss_cls: 1.4376, loss: 1.4376, grad_norm: 7.4372 2021-07-12 15:50:26,174 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 4:49:34, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8648, loss_cls: 1.3614, loss: 1.3614, grad_norm: 7.4880 2021-07-12 15:50:36,810 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 4:49:23, time: 0.532, data_time: 0.002, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8609, loss_cls: 1.3543, loss: 1.3543, grad_norm: 7.3372 2021-07-12 15:50:48,072 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 4:49:11, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8586, loss_cls: 1.3998, loss: 1.3998, grad_norm: 7.3513 2021-07-12 15:50:59,760 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 4:49:00, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8688, loss_cls: 1.3692, loss: 1.3692, grad_norm: 7.3112 2021-07-12 15:51:11,021 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 4:48:49, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.4011, loss: 1.4011, grad_norm: 7.3870 2021-07-12 15:51:21,903 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 4:48:37, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8406, loss_cls: 1.4702, loss: 1.4702, grad_norm: 7.4719 2021-07-12 15:51:33,300 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 4:48:26, time: 0.569, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.4180, loss: 1.4180, grad_norm: 7.2857 2021-07-12 15:51:44,513 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 4:48:15, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8586, loss_cls: 1.3187, loss: 1.3187, grad_norm: 7.0726 2021-07-12 15:51:55,294 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 4:48:03, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8680, loss_cls: 1.3537, loss: 1.3537, grad_norm: 7.0671 2021-07-12 15:52:05,501 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 4:47:51, time: 0.511, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8523, loss_cls: 1.4491, loss: 1.4491, grad_norm: 7.4432 2021-07-12 15:52:16,926 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 4:47:40, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8641, loss_cls: 1.2979, loss: 1.2979, grad_norm: 6.8960 2021-07-12 15:52:28,029 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 4:47:29, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8609, loss_cls: 1.4164, loss: 1.4164, grad_norm: 7.4651 2021-07-12 15:52:39,000 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 4:47:17, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3097, loss: 1.3097, grad_norm: 7.3153 2021-07-12 15:52:49,784 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 4:47:05, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8602, loss_cls: 1.4001, loss: 1.4001, grad_norm: 7.5134 2021-07-12 15:53:01,142 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 4:46:54, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.3923, loss: 1.3923, grad_norm: 7.4816 2021-07-12 15:53:11,736 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 4:46:42, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.4454, loss: 1.4454, grad_norm: 7.4614 2021-07-12 15:53:23,367 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 4:46:31, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8555, loss_cls: 1.4650, loss: 1.4650, grad_norm: 7.5842 2021-07-12 15:53:34,314 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 4:46:20, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8445, loss_cls: 1.4289, loss: 1.4289, grad_norm: 7.3465 2021-07-12 15:53:44,687 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 4:46:08, time: 0.519, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.3485, loss: 1.3485, grad_norm: 7.2422 2021-07-12 15:53:55,589 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 4:45:56, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8438, loss_cls: 1.5141, loss: 1.5141, grad_norm: 7.5394 2021-07-12 15:54:06,772 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 4:45:45, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8562, loss_cls: 1.4114, loss: 1.4114, grad_norm: 7.2410 2021-07-12 15:54:18,210 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 4:45:34, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.4067, loss: 1.4067, grad_norm: 7.3641 2021-07-12 15:54:28,648 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 4:45:22, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8703, loss_cls: 1.3449, loss: 1.3449, grad_norm: 7.2147 2021-07-12 15:54:39,836 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 4:45:11, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 1.3753, loss: 1.3753, grad_norm: 7.5452 2021-07-12 15:54:51,167 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 4:44:59, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4553, loss: 1.4553, grad_norm: 7.5416 2021-07-12 15:55:02,212 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 4:44:48, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3691, loss: 1.3691, grad_norm: 7.3005 2021-07-12 15:55:12,903 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 4:44:36, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8688, loss_cls: 1.3710, loss: 1.3710, grad_norm: 7.6357 2021-07-12 15:55:24,429 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 4:44:25, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3226, loss: 1.3226, grad_norm: 7.2338 2021-07-12 15:55:35,427 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 4:44:14, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.4282, loss: 1.4282, grad_norm: 7.7546 2021-07-12 15:55:45,947 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 4:44:02, time: 0.527, data_time: 0.002, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.3752, loss: 1.3752, grad_norm: 7.4991 2021-07-12 15:55:56,633 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 4:43:50, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8453, loss_cls: 1.4775, loss: 1.4775, grad_norm: 7.6430 2021-07-12 15:56:07,981 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 4:43:39, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3681, loss: 1.3681, grad_norm: 7.4747 2021-07-12 15:56:18,773 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 4:43:27, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.3648, loss: 1.3648, grad_norm: 7.3803 2021-07-12 15:56:29,861 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 4:43:16, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8633, loss_cls: 1.3639, loss: 1.3639, grad_norm: 7.4142 2021-07-12 15:56:40,717 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 4:43:04, time: 0.542, data_time: 0.002, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8484, loss_cls: 1.4612, loss: 1.4612, grad_norm: 7.7114 2021-07-12 15:56:51,415 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 4:42:52, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8492, loss_cls: 1.4023, loss: 1.4023, grad_norm: 7.4009 2021-07-12 15:57:02,963 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 4:42:41, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8422, loss_cls: 1.4074, loss: 1.4074, grad_norm: 7.2486 2021-07-12 15:57:14,782 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 4:42:31, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8398, loss_cls: 1.5252, loss: 1.5252, grad_norm: 7.7023 2021-07-12 15:57:26,127 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 4:42:19, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8633, loss_cls: 1.4037, loss: 1.4037, grad_norm: 7.5773 2021-07-12 15:57:36,748 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 4:42:08, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8445, loss_cls: 1.4749, loss: 1.4749, grad_norm: 7.7671 2021-07-12 15:57:47,125 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 4:41:56, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8438, loss_cls: 1.4035, loss: 1.4035, grad_norm: 7.3187 2021-07-12 15:57:57,876 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 4:41:44, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8492, loss_cls: 1.3580, loss: 1.3580, grad_norm: 7.3450 2021-07-12 15:58:09,089 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 4:41:33, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8539, loss_cls: 1.4334, loss: 1.4334, grad_norm: 7.6225 2021-07-12 15:58:19,928 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 4:41:21, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 1.3812, loss: 1.3812, grad_norm: 7.3716 2021-07-12 15:58:31,191 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 4:41:10, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8391, loss_cls: 1.5096, loss: 1.5096, grad_norm: 7.6508 2021-07-12 15:58:43,208 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 4:40:59, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8688, loss_cls: 1.3822, loss: 1.3822, grad_norm: 7.4358 2021-07-12 15:58:54,063 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 4:40:48, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8383, loss_cls: 1.4886, loss: 1.4886, grad_norm: 7.5503 2021-07-12 15:59:04,924 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 4:40:36, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3790, loss: 1.3790, grad_norm: 7.3711 2021-07-12 15:59:16,765 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 4:40:25, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3153, loss: 1.3153, grad_norm: 7.3532 2021-07-12 15:59:28,468 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 4:40:14, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.3977, loss: 1.3977, grad_norm: 7.3659 2021-07-12 15:59:40,184 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 4:40:03, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.4421, loss: 1.4421, grad_norm: 7.5795 2021-07-12 15:59:51,836 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 4:39:52, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3988, loss: 1.3988, grad_norm: 7.5265 2021-07-12 16:00:03,256 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 4:39:41, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.4073, loss: 1.4073, grad_norm: 7.7469 2021-07-12 16:00:14,583 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 4:39:30, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8336, loss_cls: 1.5115, loss: 1.5115, grad_norm: 7.8028 2021-07-12 16:00:25,536 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 4:39:18, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8617, loss_cls: 1.3402, loss: 1.3402, grad_norm: 7.2806 2021-07-12 16:00:36,235 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 4:39:07, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8664, loss_cls: 1.3277, loss: 1.3277, grad_norm: 7.2925 2021-07-12 16:00:47,434 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 4:38:55, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.3676, loss: 1.3676, grad_norm: 7.3853 2021-07-12 16:00:58,536 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 4:38:44, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8625, loss_cls: 1.4060, loss: 1.4060, grad_norm: 7.4603 2021-07-12 16:01:10,303 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 4:38:33, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8766, loss_cls: 1.3196, loss: 1.3196, grad_norm: 7.3837 2021-07-12 16:01:21,352 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 4:38:22, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8523, loss_cls: 1.3950, loss: 1.3950, grad_norm: 7.3362 2021-07-12 16:01:32,709 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 4:38:11, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8633, loss_cls: 1.3944, loss: 1.3944, grad_norm: 7.5631 2021-07-12 16:01:43,874 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 4:37:59, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8586, loss_cls: 1.3519, loss: 1.3519, grad_norm: 7.0820 2021-07-12 16:01:54,655 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 4:37:48, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8500, loss_cls: 1.4413, loss: 1.4413, grad_norm: 7.6345 2021-07-12 16:01:55,998 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-07-12 16:02:53,989 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 16:02:54,256 - mmaction - INFO - top1_acc 0.4474 top5_acc 0.7454 2021-07-12 16:02:54,256 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 16:02:54,269 - mmaction - INFO - mean_acc 0.4031 2021-07-12 16:02:54,594 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-07-12 16:02:54,594 - mmaction - INFO - Best top1_acc is 0.4474 at 28 epoch. 2021-07-12 16:02:54,602 - mmaction - INFO - Epoch(val) [28][181] top1_acc: 0.4474, top5_acc: 0.7454, mean_class_accuracy: 0.4031 2021-07-12 16:03:08,998 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 4:37:34, time: 0.720, data_time: 0.318, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8539, loss_cls: 1.3715, loss: 1.3715, grad_norm: 7.5231 2021-07-12 16:03:19,875 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 4:37:22, time: 0.544, data_time: 0.003, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8539, loss_cls: 1.3850, loss: 1.3850, grad_norm: 7.5251 2021-07-12 16:03:31,082 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 4:37:11, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8523, loss_cls: 1.4426, loss: 1.4426, grad_norm: 7.7107 2021-07-12 16:03:42,464 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 4:37:00, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.3838, loss: 1.3838, grad_norm: 7.5969 2021-07-12 16:03:53,442 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 4:36:48, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8680, loss_cls: 1.3703, loss: 1.3703, grad_norm: 7.7498 2021-07-12 16:04:04,429 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 4:36:37, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8477, loss_cls: 1.4046, loss: 1.4046, grad_norm: 7.5623 2021-07-12 16:04:16,475 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 4:36:26, time: 0.603, data_time: 0.002, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8695, loss_cls: 1.3864, loss: 1.3864, grad_norm: 7.5028 2021-07-12 16:04:27,930 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 4:36:15, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8555, loss_cls: 1.3991, loss: 1.3991, grad_norm: 7.5682 2021-07-12 16:04:39,170 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 4:36:04, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8594, loss_cls: 1.3664, loss: 1.3664, grad_norm: 7.4170 2021-07-12 16:04:49,604 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 4:35:52, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8570, loss_cls: 1.3526, loss: 1.3526, grad_norm: 7.1590 2021-07-12 16:05:00,650 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 4:35:40, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8672, loss_cls: 1.3745, loss: 1.3745, grad_norm: 7.6955 2021-07-12 16:05:11,570 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 4:35:29, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8680, loss_cls: 1.3412, loss: 1.3412, grad_norm: 7.3501 2021-07-12 16:05:22,938 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 4:35:18, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.2768, loss: 1.2768, grad_norm: 7.4134 2021-07-12 16:05:33,964 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 4:35:06, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8602, loss_cls: 1.3061, loss: 1.3061, grad_norm: 7.3585 2021-07-12 16:05:44,490 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 4:34:54, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.3610, loss: 1.3610, grad_norm: 7.6574 2021-07-12 16:05:55,044 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 4:34:43, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4149, loss: 1.4149, grad_norm: 7.8304 2021-07-12 16:06:06,298 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 4:34:31, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8688, loss_cls: 1.3432, loss: 1.3432, grad_norm: 7.5946 2021-07-12 16:06:17,805 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 4:34:20, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8555, loss_cls: 1.3632, loss: 1.3632, grad_norm: 7.7191 2021-07-12 16:06:28,068 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 4:34:08, time: 0.513, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.3877, loss: 1.3877, grad_norm: 7.5012 2021-07-12 16:06:39,346 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 4:33:57, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8688, loss_cls: 1.3313, loss: 1.3313, grad_norm: 7.6415 2021-07-12 16:06:49,676 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 4:33:45, time: 0.515, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3387, loss: 1.3387, grad_norm: 7.4561 2021-07-12 16:07:00,644 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 4:33:33, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8617, loss_cls: 1.4038, loss: 1.4038, grad_norm: 7.4399 2021-07-12 16:07:12,356 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 4:33:23, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.4364, loss: 1.4364, grad_norm: 7.5875 2021-07-12 16:07:22,288 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 4:33:10, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8719, loss_cls: 1.3070, loss: 1.3070, grad_norm: 7.3868 2021-07-12 16:07:33,526 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 4:32:59, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8539, loss_cls: 1.3849, loss: 1.3849, grad_norm: 7.6032 2021-07-12 16:07:45,191 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 4:32:48, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8508, loss_cls: 1.4581, loss: 1.4581, grad_norm: 7.7688 2021-07-12 16:07:56,373 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 4:32:37, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8547, loss_cls: 1.4384, loss: 1.4384, grad_norm: 7.6903 2021-07-12 16:08:07,214 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 4:32:25, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8422, loss_cls: 1.4395, loss: 1.4395, grad_norm: 7.6959 2021-07-12 16:08:17,892 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 4:32:13, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2878, loss: 1.2878, grad_norm: 7.3087 2021-07-12 16:08:28,618 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 4:32:02, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3473, loss: 1.3473, grad_norm: 7.5416 2021-07-12 16:08:39,068 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 4:31:50, time: 0.521, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8742, loss_cls: 1.4008, loss: 1.4008, grad_norm: 7.7950 2021-07-12 16:08:50,339 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 4:31:39, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3466, loss: 1.3466, grad_norm: 7.4533 2021-07-12 16:09:01,773 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 4:31:27, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8594, loss_cls: 1.4837, loss: 1.4837, grad_norm: 7.9814 2021-07-12 16:09:13,014 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 4:31:16, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8547, loss_cls: 1.4328, loss: 1.4328, grad_norm: 7.7795 2021-07-12 16:09:23,657 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 4:31:04, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8562, loss_cls: 1.4151, loss: 1.4151, grad_norm: 7.4687 2021-07-12 16:09:35,311 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 4:30:54, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8695, loss_cls: 1.3712, loss: 1.3712, grad_norm: 7.3413 2021-07-12 16:09:46,873 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 4:30:42, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8609, loss_cls: 1.3450, loss: 1.3450, grad_norm: 7.4881 2021-07-12 16:09:57,616 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 4:30:31, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8641, loss_cls: 1.3080, loss: 1.3080, grad_norm: 7.6405 2021-07-12 16:10:08,623 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 4:30:19, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8664, loss_cls: 1.3419, loss: 1.3419, grad_norm: 7.5180 2021-07-12 16:10:19,367 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 4:30:08, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8609, loss_cls: 1.3636, loss: 1.3636, grad_norm: 7.7533 2021-07-12 16:10:30,617 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 4:29:56, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8711, loss_cls: 1.3678, loss: 1.3678, grad_norm: 7.7006 2021-07-12 16:10:41,840 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 4:29:45, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.4048, loss: 1.4048, grad_norm: 7.7472 2021-07-12 16:10:53,147 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 4:29:34, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8539, loss_cls: 1.4291, loss: 1.4291, grad_norm: 7.8689 2021-07-12 16:11:03,750 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 4:29:22, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8656, loss_cls: 1.3631, loss: 1.3631, grad_norm: 7.6566 2021-07-12 16:11:14,921 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 4:29:11, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.3236, loss: 1.3236, grad_norm: 7.6664 2021-07-12 16:11:26,252 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 4:29:00, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8523, loss_cls: 1.4697, loss: 1.4697, grad_norm: 8.0499 2021-07-12 16:11:37,299 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 4:28:48, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8562, loss_cls: 1.4221, loss: 1.4221, grad_norm: 7.6852 2021-07-12 16:11:48,709 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 4:28:37, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8711, loss_cls: 1.2727, loss: 1.2727, grad_norm: 7.2362 2021-07-12 16:11:59,432 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 4:28:25, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8633, loss_cls: 1.3788, loss: 1.3788, grad_norm: 7.6767 2021-07-12 16:12:10,566 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 4:28:14, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8570, loss_cls: 1.3432, loss: 1.3432, grad_norm: 7.6392 2021-07-12 16:12:21,841 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 4:28:03, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3274, loss: 1.3274, grad_norm: 7.6867 2021-07-12 16:12:32,876 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 4:27:51, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.3380, loss: 1.3380, grad_norm: 7.7654 2021-07-12 16:12:43,979 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 4:27:40, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3878, loss: 1.3878, grad_norm: 7.5308 2021-07-12 16:12:54,739 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 4:27:28, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8461, loss_cls: 1.4280, loss: 1.4280, grad_norm: 7.8113 2021-07-12 16:13:05,761 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 4:27:17, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8297, loss_cls: 1.4911, loss: 1.4911, grad_norm: 7.8334 2021-07-12 16:13:17,489 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 4:27:06, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8586, loss_cls: 1.3748, loss: 1.3748, grad_norm: 7.3662 2021-07-12 16:13:28,289 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 4:26:54, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8648, loss_cls: 1.3672, loss: 1.3672, grad_norm: 7.5602 2021-07-12 16:13:38,693 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 4:26:43, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.3821, loss: 1.3821, grad_norm: 7.8804 2021-07-12 16:13:49,461 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 4:26:31, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8820, loss_cls: 1.2718, loss: 1.2718, grad_norm: 7.5446 2021-07-12 16:14:00,938 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 4:26:20, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8539, loss_cls: 1.3671, loss: 1.3671, grad_norm: 7.6907 2021-07-12 16:14:11,987 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 4:26:08, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.4237, loss: 1.4237, grad_norm: 7.6655 2021-07-12 16:14:22,342 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 4:25:57, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8672, loss_cls: 1.3405, loss: 1.3405, grad_norm: 7.5499 2021-07-12 16:14:33,154 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 4:25:45, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2782, loss: 1.2782, grad_norm: 7.2868 2021-07-12 16:14:45,217 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 4:25:34, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8453, loss_cls: 1.4291, loss: 1.4291, grad_norm: 7.7897 2021-07-12 16:14:56,161 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 4:25:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.3804, loss: 1.3804, grad_norm: 7.6526 2021-07-12 16:15:06,876 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 4:25:11, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3813, loss: 1.3813, grad_norm: 7.7195 2021-07-12 16:15:17,240 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 4:24:59, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3499, loss: 1.3499, grad_norm: 7.5268 2021-07-12 16:15:18,453 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-07-12 16:15:33,499 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 4:24:46, time: 0.736, data_time: 0.236, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8773, loss_cls: 1.3193, loss: 1.3193, grad_norm: 7.4352 2021-07-12 16:15:45,604 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 4:24:35, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8625, loss_cls: 1.3948, loss: 1.3948, grad_norm: 7.6768 2021-07-12 16:15:56,752 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 4:24:24, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.2988, loss: 1.2988, grad_norm: 7.5595 2021-07-12 16:16:07,737 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 4:24:12, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3576, loss: 1.3576, grad_norm: 7.4524 2021-07-12 16:16:18,619 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 4:24:01, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8789, loss_cls: 1.3580, loss: 1.3580, grad_norm: 7.6965 2021-07-12 16:16:29,449 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 4:23:49, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8711, loss_cls: 1.3345, loss: 1.3345, grad_norm: 7.6556 2021-07-12 16:16:40,377 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 4:23:38, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.3020, loss: 1.3020, grad_norm: 7.6527 2021-07-12 16:16:52,053 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 4:23:27, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8672, loss_cls: 1.3623, loss: 1.3623, grad_norm: 7.6856 2021-07-12 16:17:03,078 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 4:23:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3385, loss: 1.3385, grad_norm: 7.6731 2021-07-12 16:17:14,462 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 4:23:04, time: 0.570, data_time: 0.002, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2773, loss: 1.2773, grad_norm: 7.3793 2021-07-12 16:17:25,384 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 4:22:53, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8742, loss_cls: 1.2749, loss: 1.2749, grad_norm: 7.6558 2021-07-12 16:17:36,191 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 4:22:41, time: 0.541, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8695, loss_cls: 1.3671, loss: 1.3671, grad_norm: 7.8244 2021-07-12 16:17:46,782 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 4:22:29, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8531, loss_cls: 1.3933, loss: 1.3933, grad_norm: 7.9256 2021-07-12 16:17:57,771 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 4:22:18, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8766, loss_cls: 1.3077, loss: 1.3077, grad_norm: 7.6099 2021-07-12 16:18:08,562 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 4:22:06, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.4025, loss: 1.4025, grad_norm: 7.9454 2021-07-12 16:18:19,959 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 4:21:55, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8578, loss_cls: 1.4292, loss: 1.4292, grad_norm: 7.9879 2021-07-12 16:18:30,480 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 4:21:43, time: 0.526, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8594, loss_cls: 1.3613, loss: 1.3613, grad_norm: 7.5533 2021-07-12 16:18:42,248 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 4:21:32, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8641, loss_cls: 1.3793, loss: 1.3793, grad_norm: 8.0298 2021-07-12 16:18:53,609 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 4:21:21, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8539, loss_cls: 1.3904, loss: 1.3904, grad_norm: 7.9293 2021-07-12 16:19:05,073 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 4:21:10, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.3044, loss: 1.3044, grad_norm: 7.7203 2021-07-12 16:19:15,557 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 4:20:58, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8695, loss_cls: 1.2905, loss: 1.2905, grad_norm: 7.5266 2021-07-12 16:19:26,661 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 4:20:47, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8797, loss_cls: 1.3395, loss: 1.3395, grad_norm: 7.5353 2021-07-12 16:19:37,378 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 4:20:35, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8711, loss_cls: 1.3536, loss: 1.3536, grad_norm: 7.7825 2021-07-12 16:19:48,811 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 4:20:24, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8773, loss_cls: 1.2662, loss: 1.2662, grad_norm: 7.5682 2021-07-12 16:19:59,397 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 4:20:13, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8695, loss_cls: 1.3678, loss: 1.3678, grad_norm: 7.9933 2021-07-12 16:20:10,535 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 4:20:01, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3489, loss: 1.3489, grad_norm: 7.8219 2021-07-12 16:20:22,341 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 4:19:50, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3567, loss: 1.3567, grad_norm: 7.5562 2021-07-12 16:20:32,680 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 4:19:38, time: 0.518, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8641, loss_cls: 1.3802, loss: 1.3802, grad_norm: 7.7641 2021-07-12 16:20:43,596 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 4:19:27, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2761, loss: 1.2761, grad_norm: 7.7165 2021-07-12 16:20:54,982 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 4:19:16, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.2616, loss: 1.2616, grad_norm: 7.5739 2021-07-12 16:21:05,708 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 4:19:04, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8609, loss_cls: 1.4112, loss: 1.4112, grad_norm: 8.1766 2021-07-12 16:21:16,244 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 4:18:52, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2795, loss: 1.2795, grad_norm: 7.7555 2021-07-12 16:21:27,490 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 4:18:41, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8539, loss_cls: 1.3851, loss: 1.3851, grad_norm: 7.9655 2021-07-12 16:21:38,620 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 4:18:30, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3193, loss: 1.3193, grad_norm: 7.5714 2021-07-12 16:21:49,524 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 4:18:18, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8594, loss_cls: 1.3680, loss: 1.3680, grad_norm: 7.5804 2021-07-12 16:21:59,981 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 4:18:06, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8781, loss_cls: 1.3050, loss: 1.3050, grad_norm: 7.6721 2021-07-12 16:22:11,537 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 4:17:55, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8633, loss_cls: 1.3961, loss: 1.3961, grad_norm: 8.0440 2021-07-12 16:22:22,685 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 4:17:44, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8672, loss_cls: 1.3591, loss: 1.3591, grad_norm: 7.7989 2021-07-12 16:22:33,330 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 4:17:32, time: 0.534, data_time: 0.002, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3325, loss: 1.3325, grad_norm: 7.7641 2021-07-12 16:22:44,422 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 4:17:21, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8422, loss_cls: 1.4211, loss: 1.4211, grad_norm: 8.0230 2021-07-12 16:22:55,560 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 4:17:10, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8539, loss_cls: 1.3465, loss: 1.3465, grad_norm: 7.4764 2021-07-12 16:23:06,554 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 4:16:58, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8680, loss_cls: 1.3448, loss: 1.3448, grad_norm: 7.9419 2021-07-12 16:23:17,802 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 4:16:47, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3988, loss: 1.3988, grad_norm: 7.8299 2021-07-12 16:23:28,662 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 4:16:36, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8859, loss_cls: 1.3147, loss: 1.3147, grad_norm: 7.6530 2021-07-12 16:23:39,872 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 4:16:24, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8539, loss_cls: 1.3661, loss: 1.3661, grad_norm: 7.8891 2021-07-12 16:23:51,065 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 4:16:13, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2562, loss: 1.2562, grad_norm: 7.6751 2021-07-12 16:24:02,516 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 4:16:02, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8648, loss_cls: 1.3618, loss: 1.3618, grad_norm: 8.0843 2021-07-12 16:24:13,361 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 4:15:50, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8602, loss_cls: 1.3866, loss: 1.3866, grad_norm: 7.9658 2021-07-12 16:24:24,298 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 4:15:39, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3738, loss: 1.3738, grad_norm: 7.8757 2021-07-12 16:24:34,953 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 4:15:27, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3440, loss: 1.3440, grad_norm: 7.6609 2021-07-12 16:24:45,704 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 4:15:16, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3253, loss: 1.3253, grad_norm: 7.4790 2021-07-12 16:24:57,227 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 4:15:05, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3463, loss: 1.3463, grad_norm: 7.8800 2021-07-12 16:25:08,161 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 4:14:53, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8633, loss_cls: 1.3755, loss: 1.3755, grad_norm: 7.8841 2021-07-12 16:25:18,845 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 4:14:41, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8531, loss_cls: 1.3434, loss: 1.3434, grad_norm: 7.6796 2021-07-12 16:25:30,215 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 4:14:30, time: 0.570, data_time: 0.002, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8602, loss_cls: 1.3938, loss: 1.3938, grad_norm: 7.9880 2021-07-12 16:25:41,368 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 4:14:19, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8703, loss_cls: 1.3532, loss: 1.3532, grad_norm: 7.8914 2021-07-12 16:25:52,233 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 4:14:07, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8633, loss_cls: 1.3324, loss: 1.3324, grad_norm: 7.8978 2021-07-12 16:26:03,170 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 4:13:56, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3596, loss: 1.3596, grad_norm: 7.8849 2021-07-12 16:26:14,033 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 4:13:44, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8562, loss_cls: 1.4153, loss: 1.4153, grad_norm: 7.8069 2021-07-12 16:26:25,139 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 4:13:33, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.3391, loss: 1.3391, grad_norm: 7.7436 2021-07-12 16:26:36,243 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 4:13:22, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8648, loss_cls: 1.3603, loss: 1.3603, grad_norm: 7.9012 2021-07-12 16:26:47,123 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 4:13:10, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4466, loss: 1.4466, grad_norm: 7.9359 2021-07-12 16:26:58,427 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 4:12:59, time: 0.567, data_time: 0.002, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8617, loss_cls: 1.3397, loss: 1.3397, grad_norm: 7.8472 2021-07-12 16:27:09,254 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 4:12:48, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3535, loss: 1.3535, grad_norm: 7.7662 2021-07-12 16:27:20,131 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 4:12:36, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8328, loss_cls: 1.4990, loss: 1.4990, grad_norm: 8.2872 2021-07-12 16:27:31,794 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 4:12:25, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8531, loss_cls: 1.3473, loss: 1.3473, grad_norm: 7.7763 2021-07-12 16:27:42,403 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 4:12:13, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.3414, loss: 1.3414, grad_norm: 7.6473 2021-07-12 16:27:43,833 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-07-12 16:28:41,698 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 16:28:41,839 - mmaction - INFO - top1_acc 0.4537 top5_acc 0.7461 2021-07-12 16:28:41,839 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 16:28:41,848 - mmaction - INFO - mean_acc 0.4140 2021-07-12 16:28:42,147 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-07-12 16:28:42,148 - mmaction - INFO - Best top1_acc is 0.4537 at 30 epoch. 2021-07-12 16:28:42,151 - mmaction - INFO - Epoch(val) [30][181] top1_acc: 0.4537, top5_acc: 0.7461, mean_class_accuracy: 0.4140 2021-07-12 16:28:56,296 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 4:11:59, time: 0.707, data_time: 0.275, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2744, loss: 1.2744, grad_norm: 7.5428 2021-07-12 16:29:07,599 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 4:11:48, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3072, loss: 1.3072, grad_norm: 7.7658 2021-07-12 16:29:19,282 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 4:11:37, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.3133, loss: 1.3133, grad_norm: 7.8795 2021-07-12 16:29:30,004 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 4:11:26, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8719, loss_cls: 1.3140, loss: 1.3140, grad_norm: 7.8065 2021-07-12 16:29:40,552 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 4:11:14, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8734, loss_cls: 1.3191, loss: 1.3191, grad_norm: 7.7945 2021-07-12 16:29:51,591 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 4:11:02, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8711, loss_cls: 1.3312, loss: 1.3312, grad_norm: 7.8224 2021-07-12 16:30:02,856 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 4:10:51, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3040, loss: 1.3040, grad_norm: 7.7693 2021-07-12 16:30:14,060 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 4:10:40, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8414, loss_cls: 1.4306, loss: 1.4306, grad_norm: 8.0494 2021-07-12 16:30:25,727 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 4:10:29, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8742, loss_cls: 1.3068, loss: 1.3068, grad_norm: 7.9840 2021-07-12 16:30:36,263 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 4:10:17, time: 0.526, data_time: 0.002, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3172, loss: 1.3172, grad_norm: 7.7679 2021-07-12 16:30:47,245 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 4:10:06, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3133, loss: 1.3133, grad_norm: 7.9248 2021-07-12 16:30:58,220 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 4:09:54, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8750, loss_cls: 1.3442, loss: 1.3442, grad_norm: 7.9595 2021-07-12 16:31:08,974 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 4:09:43, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8680, loss_cls: 1.3594, loss: 1.3594, grad_norm: 8.3001 2021-07-12 16:31:20,261 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 4:09:32, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8875, loss_cls: 1.2280, loss: 1.2280, grad_norm: 7.7161 2021-07-12 16:31:31,076 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 4:09:20, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8781, loss_cls: 1.3132, loss: 1.3132, grad_norm: 7.8775 2021-07-12 16:31:42,363 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 4:09:09, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8680, loss_cls: 1.3524, loss: 1.3524, grad_norm: 7.9131 2021-07-12 16:31:53,424 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 4:08:57, time: 0.554, data_time: 0.002, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8680, loss_cls: 1.3714, loss: 1.3714, grad_norm: 8.0851 2021-07-12 16:32:04,732 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 4:08:46, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2982, loss: 1.2982, grad_norm: 7.9140 2021-07-12 16:32:16,108 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 4:08:35, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8773, loss_cls: 1.2952, loss: 1.2952, grad_norm: 7.9458 2021-07-12 16:32:25,950 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 4:08:23, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.3637, loss: 1.3637, grad_norm: 8.1101 2021-07-12 16:32:36,863 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 4:08:11, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.3059, loss: 1.3059, grad_norm: 7.8528 2021-07-12 16:32:48,220 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 4:08:00, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.3100, loss: 1.3100, grad_norm: 7.7649 2021-07-12 16:32:59,174 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 4:07:49, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.3058, loss: 1.3058, grad_norm: 7.8298 2021-07-12 16:33:10,235 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 4:07:37, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8547, loss_cls: 1.3817, loss: 1.3817, grad_norm: 8.1398 2021-07-12 16:33:20,501 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 4:07:26, time: 0.513, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8453, loss_cls: 1.4202, loss: 1.4202, grad_norm: 7.9432 2021-07-12 16:33:32,305 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 4:07:15, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.3444, loss: 1.3444, grad_norm: 7.7421 2021-07-12 16:33:42,865 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 4:07:03, time: 0.529, data_time: 0.002, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3198, loss: 1.3198, grad_norm: 7.6778 2021-07-12 16:33:53,426 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 4:06:51, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2476, loss: 1.2476, grad_norm: 7.6363 2021-07-12 16:34:04,430 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 4:06:40, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3627, loss: 1.3627, grad_norm: 7.9477 2021-07-12 16:34:15,644 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 4:06:29, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2839, loss: 1.2839, grad_norm: 7.8251 2021-07-12 16:34:26,428 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 4:06:17, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.4218, loss: 1.4218, grad_norm: 8.2430 2021-07-12 16:34:38,019 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 4:06:06, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3919, loss: 1.3919, grad_norm: 8.0983 2021-07-12 16:34:49,094 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 4:05:55, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3730, loss: 1.3730, grad_norm: 7.9853 2021-07-12 16:34:59,724 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 4:05:43, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8492, loss_cls: 1.3990, loss: 1.3990, grad_norm: 7.8876 2021-07-12 16:35:11,297 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 4:05:32, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.3692, loss: 1.3692, grad_norm: 8.0033 2021-07-12 16:35:22,278 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 4:05:21, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.3467, loss: 1.3467, grad_norm: 7.9647 2021-07-12 16:35:33,168 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 4:05:09, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8844, loss_cls: 1.3010, loss: 1.3010, grad_norm: 7.9343 2021-07-12 16:35:44,006 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 4:04:58, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8648, loss_cls: 1.3739, loss: 1.3739, grad_norm: 7.9926 2021-07-12 16:35:55,321 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 4:04:46, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2423, loss: 1.2423, grad_norm: 7.7133 2021-07-12 16:36:05,922 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 4:04:35, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3403, loss: 1.3403, grad_norm: 7.9575 2021-07-12 16:36:17,571 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 4:04:24, time: 0.583, data_time: 0.002, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.3164, loss: 1.3164, grad_norm: 7.9882 2021-07-12 16:36:28,554 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 4:04:12, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8578, loss_cls: 1.3754, loss: 1.3754, grad_norm: 8.1848 2021-07-12 16:36:39,901 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 4:04:01, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8797, loss_cls: 1.3283, loss: 1.3283, grad_norm: 7.9811 2021-07-12 16:36:50,570 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 4:03:50, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8727, loss_cls: 1.3251, loss: 1.3251, grad_norm: 7.8498 2021-07-12 16:37:02,547 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 4:03:39, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8586, loss_cls: 1.4136, loss: 1.4136, grad_norm: 8.1260 2021-07-12 16:37:13,417 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 4:03:27, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8570, loss_cls: 1.3532, loss: 1.3532, grad_norm: 7.7841 2021-07-12 16:37:24,548 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 4:03:16, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8734, loss_cls: 1.3666, loss: 1.3666, grad_norm: 8.0436 2021-07-12 16:37:35,507 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 4:03:05, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3274, loss: 1.3274, grad_norm: 8.0767 2021-07-12 16:37:46,680 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 4:02:53, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8492, loss_cls: 1.3986, loss: 1.3986, grad_norm: 8.0918 2021-07-12 16:37:57,009 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 4:02:42, time: 0.516, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.3010, loss: 1.3010, grad_norm: 8.1358 2021-07-12 16:38:08,910 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 4:02:31, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8781, loss_cls: 1.2870, loss: 1.2870, grad_norm: 8.0196 2021-07-12 16:38:19,556 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 4:02:19, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8617, loss_cls: 1.3869, loss: 1.3869, grad_norm: 8.1136 2021-07-12 16:38:30,916 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 4:02:08, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8656, loss_cls: 1.3751, loss: 1.3751, grad_norm: 8.0100 2021-07-12 16:38:42,683 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 4:01:57, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8633, loss_cls: 1.3204, loss: 1.3204, grad_norm: 7.8680 2021-07-12 16:38:53,041 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 4:01:45, time: 0.519, data_time: 0.002, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3918, loss: 1.3918, grad_norm: 8.3572 2021-07-12 16:39:04,683 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 4:01:34, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8766, loss_cls: 1.3201, loss: 1.3201, grad_norm: 7.8626 2021-07-12 16:39:18,671 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 4:01:25, time: 0.701, data_time: 0.003, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3742, loss: 1.3742, grad_norm: 8.0036 2021-07-12 16:39:33,949 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 4:01:16, time: 0.764, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8695, loss_cls: 1.3347, loss: 1.3347, grad_norm: 8.1277 2021-07-12 16:39:47,717 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 4:01:06, time: 0.688, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8648, loss_cls: 1.3728, loss: 1.3728, grad_norm: 8.1083 2021-07-12 16:40:00,321 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 4:00:56, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8664, loss_cls: 1.3263, loss: 1.3263, grad_norm: 7.8970 2021-07-12 16:40:11,744 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 4:00:45, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8523, loss_cls: 1.4038, loss: 1.4038, grad_norm: 8.2260 2021-07-12 16:40:23,348 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 4:00:34, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8656, loss_cls: 1.3576, loss: 1.3576, grad_norm: 8.1343 2021-07-12 16:40:34,033 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 4:00:22, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.9142 2021-07-12 16:40:45,220 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 4:00:11, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8641, loss_cls: 1.3486, loss: 1.3486, grad_norm: 7.9629 2021-07-12 16:40:56,946 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 4:00:00, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3359, loss: 1.3359, grad_norm: 7.9328 2021-07-12 16:41:09,184 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 3:59:49, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8742, loss_cls: 1.3038, loss: 1.3038, grad_norm: 7.9020 2021-07-12 16:41:22,294 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 3:59:39, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8781, loss_cls: 1.3335, loss: 1.3335, grad_norm: 8.0895 2021-07-12 16:41:24,989 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-07-12 16:41:42,791 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 3:59:27, time: 0.875, data_time: 0.194, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8742, loss_cls: 1.3145, loss: 1.3145, grad_norm: 7.7638 2021-07-12 16:41:55,898 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 3:59:17, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3691, loss: 1.3691, grad_norm: 7.8010 2021-07-12 16:42:09,032 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 3:59:07, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8641, loss_cls: 1.3202, loss: 1.3202, grad_norm: 7.8478 2021-07-12 16:42:22,145 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 3:58:57, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.3035, loss: 1.3035, grad_norm: 7.8493 2021-07-12 16:42:35,283 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 3:58:47, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8656, loss_cls: 1.3566, loss: 1.3566, grad_norm: 8.0380 2021-07-12 16:42:48,432 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 3:58:36, time: 0.659, data_time: 0.002, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8719, loss_cls: 1.3377, loss: 1.3377, grad_norm: 8.1614 2021-07-12 16:43:01,581 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 3:58:26, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8734, loss_cls: 1.3556, loss: 1.3556, grad_norm: 8.0893 2021-07-12 16:43:14,735 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 3:58:16, time: 0.658, data_time: 0.002, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8648, loss_cls: 1.2895, loss: 1.2895, grad_norm: 8.3175 2021-07-12 16:43:27,864 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 3:58:06, time: 0.657, data_time: 0.002, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2409, loss: 1.2409, grad_norm: 7.8303 2021-07-12 16:43:40,980 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 3:57:56, time: 0.657, data_time: 0.002, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3635, loss: 1.3635, grad_norm: 8.3022 2021-07-12 16:43:54,053 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 3:57:46, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.3126, loss: 1.3126, grad_norm: 8.1233 2021-07-12 16:44:07,175 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 3:57:36, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8688, loss_cls: 1.2678, loss: 1.2678, grad_norm: 8.0119 2021-07-12 16:44:20,322 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 3:57:26, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8773, loss_cls: 1.3299, loss: 1.3299, grad_norm: 8.2008 2021-07-12 16:44:33,463 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 3:57:15, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2940, loss: 1.2940, grad_norm: 8.0382 2021-07-12 16:44:46,632 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 3:57:05, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8758, loss_cls: 1.3131, loss: 1.3131, grad_norm: 8.1445 2021-07-12 16:44:59,870 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 3:56:55, time: 0.663, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8719, loss_cls: 1.3904, loss: 1.3904, grad_norm: 8.2334 2021-07-12 16:45:13,034 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 3:56:45, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8695, loss_cls: 1.3756, loss: 1.3756, grad_norm: 8.0676 2021-07-12 16:45:26,184 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 3:56:35, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3163, loss: 1.3163, grad_norm: 7.8479 2021-07-12 16:45:39,281 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 3:56:25, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8711, loss_cls: 1.3574, loss: 1.3574, grad_norm: 8.1160 2021-07-12 16:45:52,517 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 3:56:15, time: 0.661, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3219, loss: 1.3219, grad_norm: 7.8383 2021-07-12 16:46:05,678 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 3:56:05, time: 0.657, data_time: 0.002, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8727, loss_cls: 1.3023, loss: 1.3023, grad_norm: 8.0121 2021-07-12 16:46:18,850 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 3:55:54, time: 0.660, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8680, loss_cls: 1.3668, loss: 1.3668, grad_norm: 8.4422 2021-07-12 16:46:32,054 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 3:55:44, time: 0.661, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.3192, loss: 1.3192, grad_norm: 8.0829 2021-07-12 16:46:45,222 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 3:55:34, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8461, loss_cls: 1.4116, loss: 1.4116, grad_norm: 8.4376 2021-07-12 16:46:58,397 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 3:55:24, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8625, loss_cls: 1.3838, loss: 1.3838, grad_norm: 8.1832 2021-07-12 16:47:11,537 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 3:55:14, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8766, loss_cls: 1.2911, loss: 1.2911, grad_norm: 8.0560 2021-07-12 16:47:24,731 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 3:55:04, time: 0.661, data_time: 0.002, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8695, loss_cls: 1.2763, loss: 1.2763, grad_norm: 7.8100 2021-07-12 16:47:37,869 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 3:54:53, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2676, loss: 1.2676, grad_norm: 7.9211 2021-07-12 16:47:50,991 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 3:54:43, time: 0.657, data_time: 0.002, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3417, loss: 1.3417, grad_norm: 7.9255 2021-07-12 16:48:04,150 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 3:54:33, time: 0.657, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3009, loss: 1.3009, grad_norm: 8.1473 2021-07-12 16:48:17,381 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 3:54:23, time: 0.662, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.3733, loss: 1.3733, grad_norm: 8.2842 2021-07-12 16:48:30,558 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 3:54:13, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2620, loss: 1.2620, grad_norm: 7.9295 2021-07-12 16:48:43,773 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 3:54:03, time: 0.661, data_time: 0.001, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.1816, loss: 1.1816, grad_norm: 7.7795 2021-07-12 16:48:56,935 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 3:53:53, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8602, loss_cls: 1.3824, loss: 1.3824, grad_norm: 8.5094 2021-07-12 16:49:10,081 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 3:53:42, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8609, loss_cls: 1.3786, loss: 1.3786, grad_norm: 8.2362 2021-07-12 16:49:23,285 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 3:53:32, time: 0.661, data_time: 0.002, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8578, loss_cls: 1.3948, loss: 1.3948, grad_norm: 8.5107 2021-07-12 16:49:36,420 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 3:53:22, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.3711, loss: 1.3711, grad_norm: 8.1713 2021-07-12 16:49:49,549 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 3:53:12, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.3066, loss: 1.3066, grad_norm: 8.0635 2021-07-12 16:50:02,746 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 3:53:02, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8742, loss_cls: 1.2812, loss: 1.2812, grad_norm: 8.0132 2021-07-12 16:50:15,896 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 3:52:51, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8602, loss_cls: 1.3756, loss: 1.3756, grad_norm: 8.3975 2021-07-12 16:50:29,040 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 3:52:41, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.3808, loss: 1.3808, grad_norm: 8.2460 2021-07-12 16:50:42,195 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 3:52:31, time: 0.658, data_time: 0.002, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8766, loss_cls: 1.2903, loss: 1.2903, grad_norm: 8.0911 2021-07-12 16:50:55,316 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 3:52:21, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.2606, loss: 1.2606, grad_norm: 8.1894 2021-07-12 16:51:08,431 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 3:52:11, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8664, loss_cls: 1.3210, loss: 1.3210, grad_norm: 8.1100 2021-07-12 16:51:21,666 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 3:52:00, time: 0.661, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3425, loss: 1.3425, grad_norm: 8.2107 2021-07-12 16:51:34,790 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 3:51:50, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8469, loss_cls: 1.4259, loss: 1.4259, grad_norm: 8.3562 2021-07-12 16:51:48,014 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 3:51:40, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2642, loss: 1.2642, grad_norm: 8.1291 2021-07-12 16:52:01,161 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 3:51:30, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8633, loss_cls: 1.3284, loss: 1.3284, grad_norm: 8.1448 2021-07-12 16:52:14,295 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 3:51:19, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8617, loss_cls: 1.3753, loss: 1.3753, grad_norm: 8.2884 2021-07-12 16:52:27,417 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 3:51:09, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.2854, loss: 1.2854, grad_norm: 8.0050 2021-07-12 16:52:41,002 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 3:50:59, time: 0.678, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.2720, loss: 1.2720, grad_norm: 8.0413 2021-07-12 16:52:57,550 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 3:50:51, time: 0.828, data_time: 0.008, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3368, loss: 1.3368, grad_norm: 8.0653 2021-07-12 16:53:13,358 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 3:50:42, time: 0.791, data_time: 0.025, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8797, loss_cls: 1.3153, loss: 1.3153, grad_norm: 8.4629 2021-07-12 16:53:27,288 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 3:50:32, time: 0.696, data_time: 0.012, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3371, loss: 1.3371, grad_norm: 7.9893 2021-07-12 16:53:40,704 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 3:50:22, time: 0.670, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8531, loss_cls: 1.4293, loss: 1.4293, grad_norm: 8.3329 2021-07-12 16:53:54,102 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 3:50:12, time: 0.670, data_time: 0.002, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.3107, loss: 1.3107, grad_norm: 8.0638 2021-07-12 16:54:07,503 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 3:50:02, time: 0.670, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3638, loss: 1.3638, grad_norm: 8.4503 2021-07-12 16:54:20,880 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 3:49:52, time: 0.669, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8586, loss_cls: 1.3525, loss: 1.3525, grad_norm: 8.2476 2021-07-12 16:54:34,220 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 3:49:42, time: 0.667, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.2776, loss: 1.2776, grad_norm: 7.8117 2021-07-12 16:54:47,558 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 3:49:32, time: 0.667, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8625, loss_cls: 1.4010, loss: 1.4010, grad_norm: 8.3566 2021-07-12 16:55:01,023 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 3:49:22, time: 0.673, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8664, loss_cls: 1.3281, loss: 1.3281, grad_norm: 8.2471 2021-07-12 16:55:14,468 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 3:49:12, time: 0.673, data_time: 0.002, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.3616, loss: 1.3616, grad_norm: 8.1287 2021-07-12 16:55:27,920 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 3:49:01, time: 0.672, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8609, loss_cls: 1.4166, loss: 1.4166, grad_norm: 8.3781 2021-07-12 16:55:41,277 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 3:48:51, time: 0.668, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8938, loss_cls: 1.1938, loss: 1.1938, grad_norm: 8.0061 2021-07-12 16:55:54,585 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 3:48:41, time: 0.665, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2364, loss: 1.2364, grad_norm: 8.0097 2021-07-12 16:56:07,968 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 3:48:31, time: 0.670, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8625, loss_cls: 1.4011, loss: 1.4011, grad_norm: 8.5946 2021-07-12 16:56:21,318 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 3:48:21, time: 0.668, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8578, loss_cls: 1.3078, loss: 1.3078, grad_norm: 8.1143 2021-07-12 16:56:24,038 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-07-12 16:57:27,184 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 16:57:27,336 - mmaction - INFO - top1_acc 0.4476 top5_acc 0.7472 2021-07-12 16:57:27,337 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 16:57:27,347 - mmaction - INFO - mean_acc 0.4096 2021-07-12 16:57:27,350 - mmaction - INFO - Epoch(val) [32][181] top1_acc: 0.4476, top5_acc: 0.7472, mean_class_accuracy: 0.4096 2021-07-12 16:57:44,846 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 3:48:08, time: 0.874, data_time: 0.190, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.2651, loss: 1.2651, grad_norm: 7.9571 2021-07-12 16:57:57,125 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 3:47:58, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.3045, loss: 1.3045, grad_norm: 8.0364 2021-07-12 16:58:10,428 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 3:47:47, time: 0.665, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8633, loss_cls: 1.4069, loss: 1.4069, grad_norm: 8.3970 2021-07-12 16:58:22,786 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 3:47:37, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8766, loss_cls: 1.2748, loss: 1.2748, grad_norm: 8.0923 2021-07-12 16:58:35,254 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 3:47:26, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8750, loss_cls: 1.2899, loss: 1.2899, grad_norm: 8.0203 2021-07-12 16:58:48,406 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 3:47:16, time: 0.657, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.2906, loss: 1.2906, grad_norm: 8.0851 2021-07-12 16:59:00,831 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 3:47:05, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8711, loss_cls: 1.3259, loss: 1.3259, grad_norm: 8.0968 2021-07-12 16:59:13,208 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 3:46:54, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8625, loss_cls: 1.3436, loss: 1.3436, grad_norm: 8.2805 2021-07-12 16:59:26,450 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 3:46:44, time: 0.662, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.3596 2021-07-12 16:59:38,964 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 3:46:33, time: 0.627, data_time: 0.002, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8773, loss_cls: 1.2331, loss: 1.2331, grad_norm: 7.9945 2021-07-12 16:59:51,422 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 3:46:23, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.2558, loss: 1.2558, grad_norm: 8.3130 2021-07-12 17:00:04,636 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 3:46:12, time: 0.661, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8648, loss_cls: 1.2936, loss: 1.2936, grad_norm: 7.9641 2021-07-12 17:00:17,140 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 3:46:02, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.3242, loss: 1.3242, grad_norm: 8.3886 2021-07-12 17:00:29,500 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 3:45:51, time: 0.619, data_time: 0.003, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8555, loss_cls: 1.3654, loss: 1.3654, grad_norm: 8.4022 2021-07-12 17:00:42,786 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 3:45:41, time: 0.665, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.2446, loss: 1.2446, grad_norm: 8.2415 2021-07-12 17:00:55,099 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 3:45:30, time: 0.616, data_time: 0.002, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3097, loss: 1.3097, grad_norm: 8.1430 2021-07-12 17:01:07,594 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 3:45:19, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8797, loss_cls: 1.3168, loss: 1.3168, grad_norm: 8.4339 2021-07-12 17:01:20,895 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 3:45:09, time: 0.665, data_time: 0.002, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8680, loss_cls: 1.3629, loss: 1.3629, grad_norm: 8.4810 2021-07-12 17:01:33,499 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 3:44:58, time: 0.631, data_time: 0.002, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8672, loss_cls: 1.3550, loss: 1.3550, grad_norm: 8.5708 2021-07-12 17:01:45,967 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 3:44:48, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.2371 2021-07-12 17:01:58,991 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 3:44:37, time: 0.651, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.2758, loss: 1.2758, grad_norm: 8.3160 2021-07-12 17:02:11,882 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 3:44:27, time: 0.645, data_time: 0.002, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8891, loss_cls: 1.2539, loss: 1.2539, grad_norm: 8.3807 2021-07-12 17:02:24,372 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 3:44:16, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.3582, loss: 1.3582, grad_norm: 8.5633 2021-07-12 17:02:36,633 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 3:44:05, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8672, loss_cls: 1.2774, loss: 1.2774, grad_norm: 8.2748 2021-07-12 17:02:49,803 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 3:43:55, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.2985, loss: 1.2985, grad_norm: 8.4055 2021-07-12 17:03:02,257 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 3:43:44, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8773, loss_cls: 1.2436, loss: 1.2436, grad_norm: 8.0287 2021-07-12 17:03:14,573 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 3:43:33, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2127, loss: 1.2127, grad_norm: 8.2585 2021-07-12 17:03:27,752 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 3:43:23, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8938, loss_cls: 1.2002, loss: 1.2002, grad_norm: 8.1080 2021-07-12 17:03:40,132 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 3:43:12, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8648, loss_cls: 1.3264, loss: 1.3264, grad_norm: 8.4016 2021-07-12 17:03:52,692 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 3:43:02, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2699, loss: 1.2699, grad_norm: 8.0890 2021-07-12 17:04:05,776 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 3:42:51, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8695, loss_cls: 1.2405, loss: 1.2405, grad_norm: 8.0724 2021-07-12 17:04:18,291 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 3:42:41, time: 0.628, data_time: 0.003, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8875, loss_cls: 1.2157, loss: 1.2157, grad_norm: 7.9767 2021-07-12 17:04:30,804 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 3:42:30, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8664, loss_cls: 1.3304, loss: 1.3304, grad_norm: 8.1436 2021-07-12 17:04:43,184 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 3:42:19, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.2240, loss: 1.2240, grad_norm: 8.2295 2021-07-12 17:04:56,357 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 3:42:09, time: 0.660, data_time: 0.002, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8633, loss_cls: 1.3585, loss: 1.3585, grad_norm: 8.3888 2021-07-12 17:05:08,752 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 3:41:58, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8680, loss_cls: 1.3457, loss: 1.3457, grad_norm: 8.4127 2021-07-12 17:05:21,227 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 3:41:47, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2634, loss: 1.2634, grad_norm: 8.0156 2021-07-12 17:05:34,423 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 3:41:37, time: 0.661, data_time: 0.002, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8656, loss_cls: 1.3730, loss: 1.3730, grad_norm: 8.5343 2021-07-12 17:05:46,711 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 3:41:26, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.3321, loss: 1.3321, grad_norm: 8.3864 2021-07-12 17:05:59,088 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 3:41:15, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8727, loss_cls: 1.2987, loss: 1.2987, grad_norm: 8.4419 2021-07-12 17:06:11,589 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 3:41:05, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2884, loss: 1.2884, grad_norm: 8.3319 2021-07-12 17:06:24,771 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 3:40:54, time: 0.659, data_time: 0.002, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8734, loss_cls: 1.3220, loss: 1.3220, grad_norm: 8.1650 2021-07-12 17:06:37,161 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 3:40:43, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8719, loss_cls: 1.3482, loss: 1.3482, grad_norm: 8.2864 2021-07-12 17:06:49,541 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 3:40:33, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8703, loss_cls: 1.3217, loss: 1.3217, grad_norm: 8.3050 2021-07-12 17:07:02,198 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 3:40:22, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2562, loss: 1.2562, grad_norm: 8.0686 2021-07-12 17:07:15,253 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 3:40:12, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8828, loss_cls: 1.2735, loss: 1.2735, grad_norm: 8.2999 2021-07-12 17:07:27,673 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 3:40:01, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8758, loss_cls: 1.2759, loss: 1.2759, grad_norm: 8.2911 2021-07-12 17:07:40,116 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 3:39:50, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8688, loss_cls: 1.3489, loss: 1.3489, grad_norm: 8.3687 2021-07-12 17:07:53,018 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 3:39:39, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8727, loss_cls: 1.2893, loss: 1.2893, grad_norm: 8.4832 2021-07-12 17:08:05,612 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 3:39:29, time: 0.630, data_time: 0.002, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2765, loss: 1.2765, grad_norm: 8.3301 2021-07-12 17:08:18,057 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 3:39:18, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3315, loss: 1.3315, grad_norm: 8.6296 2021-07-12 17:08:30,537 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 3:39:07, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.2513, loss: 1.2513, grad_norm: 7.9975 2021-07-12 17:08:43,576 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 3:38:57, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8828, loss_cls: 1.2688, loss: 1.2688, grad_norm: 8.0941 2021-07-12 17:08:56,178 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 3:38:46, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3250, loss: 1.3250, grad_norm: 8.3987 2021-07-12 17:09:08,543 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 3:38:35, time: 0.618, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8703, loss_cls: 1.3492, loss: 1.3492, grad_norm: 8.4619 2021-07-12 17:09:21,019 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 3:38:24, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8727, loss_cls: 1.3160, loss: 1.3160, grad_norm: 8.2154 2021-07-12 17:09:34,284 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 3:38:14, time: 0.664, data_time: 0.003, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.3429, loss: 1.3429, grad_norm: 8.4106 2021-07-12 17:09:46,610 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 3:38:03, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8781, loss_cls: 1.2956, loss: 1.2956, grad_norm: 8.2983 2021-07-12 17:09:59,196 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 3:37:53, time: 0.629, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3364, loss: 1.3364, grad_norm: 8.5231 2021-07-12 17:10:11,621 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 3:37:42, time: 0.622, data_time: 0.002, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3140, loss: 1.3140, grad_norm: 8.4062 2021-07-12 17:10:24,893 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 3:37:31, time: 0.664, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.2993, loss: 1.2993, grad_norm: 8.2115 2021-07-12 17:10:37,276 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 3:37:21, time: 0.619, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8555, loss_cls: 1.4114, loss: 1.4114, grad_norm: 8.7311 2021-07-12 17:10:49,682 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 3:37:10, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3150, loss: 1.3150, grad_norm: 8.2266 2021-07-12 17:11:02,121 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 3:36:59, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2686, loss: 1.2686, grad_norm: 8.1470 2021-07-12 17:11:15,337 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 3:36:49, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.3011, loss: 1.3011, grad_norm: 8.4146 2021-07-12 17:11:27,786 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 3:36:38, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8602, loss_cls: 1.3549, loss: 1.3549, grad_norm: 8.3557 2021-07-12 17:11:40,095 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 3:36:27, time: 0.616, data_time: 0.002, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8883, loss_cls: 1.2649, loss: 1.2649, grad_norm: 8.2455 2021-07-12 17:11:42,798 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-07-12 17:12:01,473 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 3:36:15, time: 0.915, data_time: 0.203, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.3363, loss: 1.3363, grad_norm: 8.4081 2021-07-12 17:12:13,966 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 3:36:04, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2238, loss: 1.2238, grad_norm: 7.9033 2021-07-12 17:12:26,349 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 3:35:53, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8797, loss_cls: 1.1981, loss: 1.1981, grad_norm: 7.9812 2021-07-12 17:12:38,972 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 3:35:43, time: 0.633, data_time: 0.002, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8758, loss_cls: 1.2541, loss: 1.2541, grad_norm: 8.3530 2021-07-12 17:12:51,887 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 3:35:32, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3478, loss: 1.3478, grad_norm: 8.5050 2021-07-12 17:13:04,276 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 3:35:21, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8672, loss_cls: 1.2870, loss: 1.2870, grad_norm: 8.2578 2021-07-12 17:13:16,736 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 3:35:10, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.2979, loss: 1.2979, grad_norm: 8.5435 2021-07-12 17:13:29,550 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 3:35:00, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8781, loss_cls: 1.2610, loss: 1.2610, grad_norm: 8.5814 2021-07-12 17:13:42,374 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 3:34:49, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8695, loss_cls: 1.2930, loss: 1.2930, grad_norm: 8.3883 2021-07-12 17:13:54,696 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 3:34:38, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2571, loss: 1.2571, grad_norm: 8.2535 2021-07-12 17:14:07,117 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 3:34:27, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8594, loss_cls: 1.3469, loss: 1.3469, grad_norm: 8.3728 2021-07-12 17:14:19,449 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 3:34:17, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3563, loss: 1.3563, grad_norm: 8.5078 2021-07-12 17:14:32,505 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 3:34:06, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.2175, loss: 1.2175, grad_norm: 8.2213 2021-07-12 17:14:44,973 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 3:33:55, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2618, loss: 1.2618, grad_norm: 8.3300 2021-07-12 17:14:57,420 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 3:33:44, time: 0.623, data_time: 0.002, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2074, loss: 1.2074, grad_norm: 8.4519 2021-07-12 17:15:09,709 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 3:33:33, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.2791, loss: 1.2791, grad_norm: 8.3826 2021-07-12 17:15:22,917 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 3:33:23, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.2545, loss: 1.2545, grad_norm: 8.1879 2021-07-12 17:15:35,310 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 3:33:12, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3020, loss: 1.3020, grad_norm: 8.1663 2021-07-12 17:15:47,648 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 3:33:01, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8742, loss_cls: 1.2839, loss: 1.2839, grad_norm: 8.4118 2021-07-12 17:16:00,088 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 3:32:50, time: 0.622, data_time: 0.002, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.3083, loss: 1.3083, grad_norm: 8.4533 2021-07-12 17:16:13,061 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 3:32:40, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3280, loss: 1.3280, grad_norm: 8.4256 2021-07-12 17:16:25,963 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 3:32:29, time: 0.646, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.3114, loss: 1.3114, grad_norm: 8.5592 2021-07-12 17:16:38,546 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 3:32:19, time: 0.628, data_time: 0.002, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8789, loss_cls: 1.2966, loss: 1.2966, grad_norm: 8.6672 2021-07-12 17:16:51,268 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 3:32:08, time: 0.637, data_time: 0.002, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.1954, loss: 1.1954, grad_norm: 8.1467 2021-07-12 17:17:04,126 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 3:31:57, time: 0.643, data_time: 0.002, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3344, loss: 1.3344, grad_norm: 8.5364 2021-07-12 17:17:18,440 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 3:31:47, time: 0.716, data_time: 0.002, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8891, loss_cls: 1.2281, loss: 1.2281, grad_norm: 8.3964 2021-07-12 17:17:33,010 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 3:31:38, time: 0.729, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8625, loss_cls: 1.3402, loss: 1.3402, grad_norm: 8.4177 2021-07-12 17:17:45,368 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 3:31:27, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8664, loss_cls: 1.2944, loss: 1.2944, grad_norm: 8.2847 2021-07-12 17:17:57,890 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 3:31:16, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2574, loss: 1.2574, grad_norm: 8.5737 2021-07-12 17:18:10,877 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 3:31:05, time: 0.651, data_time: 0.002, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8781, loss_cls: 1.2959, loss: 1.2959, grad_norm: 8.5960 2021-07-12 17:18:26,204 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 3:30:56, time: 0.765, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8828, loss_cls: 1.2460, loss: 1.2460, grad_norm: 8.5242 2021-07-12 17:18:43,337 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 3:30:47, time: 0.858, data_time: 0.002, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8578, loss_cls: 1.3405, loss: 1.3405, grad_norm: 8.6758 2021-07-12 17:18:57,798 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 3:30:37, time: 0.723, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3444, loss: 1.3444, grad_norm: 8.3767 2021-07-12 17:19:10,902 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 3:30:27, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2711, loss: 1.2711, grad_norm: 8.2167 2021-07-12 17:19:23,679 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 3:30:16, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2771, loss: 1.2771, grad_norm: 8.5223 2021-07-12 17:19:36,423 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 3:30:05, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2842, loss: 1.2842, grad_norm: 8.7388 2021-07-12 17:19:50,767 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 3:29:56, time: 0.717, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.2045, loss: 1.2045, grad_norm: 8.3728 2021-07-12 17:20:06,504 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 3:29:46, time: 0.786, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.3274, loss: 1.3274, grad_norm: 8.7247 2021-07-12 17:20:20,802 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 3:29:36, time: 0.716, data_time: 0.002, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3594, loss: 1.3594, grad_norm: 8.5342 2021-07-12 17:20:35,565 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 3:29:27, time: 0.739, data_time: 0.002, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8758, loss_cls: 1.3354, loss: 1.3354, grad_norm: 8.8050 2021-07-12 17:20:48,007 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 3:29:16, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2666, loss: 1.2666, grad_norm: 8.4190 2021-07-12 17:21:00,468 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 3:29:05, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2109, loss: 1.2109, grad_norm: 8.1336 2021-07-12 17:21:12,969 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 3:28:54, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2770, loss: 1.2770, grad_norm: 8.3356 2021-07-12 17:21:26,059 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 3:28:43, time: 0.656, data_time: 0.003, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.2405, loss: 1.2405, grad_norm: 8.4779 2021-07-12 17:21:38,432 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 3:28:32, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8758, loss_cls: 1.3525, loss: 1.3525, grad_norm: 8.6778 2021-07-12 17:21:50,824 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 3:28:22, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8820, loss_cls: 1.2672, loss: 1.2672, grad_norm: 8.5042 2021-07-12 17:22:03,115 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 3:28:11, time: 0.616, data_time: 0.002, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8703, loss_cls: 1.3121, loss: 1.3121, grad_norm: 8.4874 2021-07-12 17:22:16,160 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 3:28:00, time: 0.652, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.2817, loss: 1.2817, grad_norm: 8.4651 2021-07-12 17:22:28,684 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 3:27:49, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8648, loss_cls: 1.3028, loss: 1.3028, grad_norm: 8.6298 2021-07-12 17:22:40,968 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 3:27:38, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.3231, loss: 1.3231, grad_norm: 8.4914 2021-07-12 17:22:53,323 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 3:27:27, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8688, loss_cls: 1.2976, loss: 1.2976, grad_norm: 8.7772 2021-07-12 17:23:05,934 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 3:27:16, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2550, loss: 1.2550, grad_norm: 8.5361 2021-07-12 17:23:18,902 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 3:27:06, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.3078, loss: 1.3078, grad_norm: 8.6267 2021-07-12 17:23:31,246 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 3:26:55, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.2995, loss: 1.2995, grad_norm: 8.4967 2021-07-12 17:23:43,519 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 3:26:44, time: 0.614, data_time: 0.002, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8883, loss_cls: 1.2597, loss: 1.2597, grad_norm: 8.4431 2021-07-12 17:23:56,009 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 3:26:33, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.3140, loss: 1.3140, grad_norm: 8.4412 2021-07-12 17:24:08,827 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 3:26:22, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8617, loss_cls: 1.3435, loss: 1.3435, grad_norm: 8.5024 2021-07-12 17:24:21,680 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 3:26:12, time: 0.644, data_time: 0.002, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.2910, loss: 1.2910, grad_norm: 8.5633 2021-07-12 17:24:34,143 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 3:26:01, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.3115, loss: 1.3115, grad_norm: 8.7411 2021-07-12 17:24:46,469 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 3:25:50, time: 0.617, data_time: 0.002, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2461, loss: 1.2461, grad_norm: 8.2390 2021-07-12 17:24:58,757 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 3:25:39, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.3428, loss: 1.3428, grad_norm: 8.7542 2021-07-12 17:25:11,743 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 3:25:28, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1642, loss: 1.1642, grad_norm: 8.1704 2021-07-12 17:25:24,423 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 3:25:17, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3439, loss: 1.3439, grad_norm: 8.8592 2021-07-12 17:25:36,737 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 3:25:06, time: 0.616, data_time: 0.002, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8828, loss_cls: 1.3376, loss: 1.3376, grad_norm: 8.6086 2021-07-12 17:25:49,023 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 3:24:55, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2760, loss: 1.2760, grad_norm: 8.4448 2021-07-12 17:26:01,585 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 3:24:44, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.2232, loss: 1.2232, grad_norm: 8.5544 2021-07-12 17:26:14,487 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 3:24:34, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8617, loss_cls: 1.3631, loss: 1.3631, grad_norm: 8.7312 2021-07-12 17:26:16,794 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-07-12 17:27:18,593 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 17:27:18,837 - mmaction - INFO - top1_acc 0.4552 top5_acc 0.7473 2021-07-12 17:27:18,838 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 17:27:18,854 - mmaction - INFO - mean_acc 0.4120 2021-07-12 17:27:19,175 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-07-12 17:27:19,175 - mmaction - INFO - Best top1_acc is 0.4552 at 34 epoch. 2021-07-12 17:27:19,184 - mmaction - INFO - Epoch(val) [34][181] top1_acc: 0.4552, top5_acc: 0.7473, mean_class_accuracy: 0.4120 2021-07-12 17:27:36,039 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 3:24:21, time: 0.842, data_time: 0.195, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2785, loss: 1.2785, grad_norm: 8.3122 2021-07-12 17:27:48,515 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 3:24:10, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8773, loss_cls: 1.2485, loss: 1.2485, grad_norm: 8.6227 2021-07-12 17:28:00,908 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 3:23:59, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8734, loss_cls: 1.2748, loss: 1.2748, grad_norm: 8.5854 2021-07-12 17:28:13,270 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 3:23:48, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2896, loss: 1.2896, grad_norm: 8.7029 2021-07-12 17:28:25,704 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 3:23:37, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8758, loss_cls: 1.2460, loss: 1.2460, grad_norm: 8.3786 2021-07-12 17:28:38,836 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 3:23:26, time: 0.658, data_time: 0.002, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8750, loss_cls: 1.3123, loss: 1.3123, grad_norm: 8.8198 2021-07-12 17:28:51,242 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 3:23:15, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2311, loss: 1.2311, grad_norm: 8.4944 2021-07-12 17:29:03,574 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 3:23:04, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8773, loss_cls: 1.2592, loss: 1.2592, grad_norm: 8.4461 2021-07-12 17:29:15,960 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 3:22:54, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8797, loss_cls: 1.2869, loss: 1.2869, grad_norm: 8.5146 2021-07-12 17:29:28,776 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 3:22:43, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8734, loss_cls: 1.2856, loss: 1.2856, grad_norm: 8.6824 2021-07-12 17:29:41,454 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 3:22:32, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8867, loss_cls: 1.1891, loss: 1.1891, grad_norm: 8.3282 2021-07-12 17:29:53,775 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 3:22:21, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8680, loss_cls: 1.3237, loss: 1.3237, grad_norm: 8.6351 2021-07-12 17:30:06,140 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 3:22:10, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.2121, loss: 1.2121, grad_norm: 8.4290 2021-07-12 17:30:18,524 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 3:21:59, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8953, loss_cls: 1.1853, loss: 1.1853, grad_norm: 8.6928 2021-07-12 17:30:31,328 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 3:21:48, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8805, loss_cls: 1.2112, loss: 1.2112, grad_norm: 8.2945 2021-07-12 17:30:44,181 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 3:21:37, time: 0.644, data_time: 0.002, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8875, loss_cls: 1.2402, loss: 1.2402, grad_norm: 8.5966 2021-07-12 17:30:56,573 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 3:21:27, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8820, loss_cls: 1.2347, loss: 1.2347, grad_norm: 8.6980 2021-07-12 17:31:08,949 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 3:21:16, time: 0.620, data_time: 0.002, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8773, loss_cls: 1.2214, loss: 1.2214, grad_norm: 8.5833 2021-07-12 17:31:21,225 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 3:21:05, time: 0.614, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2333, loss: 1.2333, grad_norm: 8.5324 2021-07-12 17:31:34,060 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 3:20:54, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8711, loss_cls: 1.2675, loss: 1.2675, grad_norm: 8.6584 2021-07-12 17:31:46,853 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 3:20:43, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.3278, loss: 1.3278, grad_norm: 8.9045 2021-07-12 17:31:59,183 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 3:20:32, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.2094, loss: 1.2094, grad_norm: 8.4513 2021-07-12 17:32:11,576 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 3:20:21, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8703, loss_cls: 1.2868, loss: 1.2868, grad_norm: 8.7174 2021-07-12 17:32:23,851 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 3:20:10, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8688, loss_cls: 1.3438, loss: 1.3438, grad_norm: 8.8437 2021-07-12 17:32:36,739 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 3:19:59, time: 0.646, data_time: 0.002, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3415, loss: 1.3415, grad_norm: 8.8428 2021-07-12 17:32:49,673 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 3:19:49, time: 0.646, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8805, loss_cls: 1.2415, loss: 1.2415, grad_norm: 8.8464 2021-07-12 17:33:02,160 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 3:19:38, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.3023, loss: 1.3023, grad_norm: 8.7543 2021-07-12 17:33:14,539 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 3:19:27, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.1505, loss: 1.1505, grad_norm: 8.2559 2021-07-12 17:33:26,879 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 3:19:16, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8633, loss_cls: 1.3111, loss: 1.3111, grad_norm: 9.0661 2021-07-12 17:33:39,596 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 3:19:05, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3514, loss: 1.3514, grad_norm: 9.0122 2021-07-12 17:33:52,417 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 3:18:54, time: 0.641, data_time: 0.002, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.0883 2021-07-12 17:34:04,804 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 3:18:43, time: 0.620, data_time: 0.002, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8875, loss_cls: 1.2616, loss: 1.2616, grad_norm: 8.7019 2021-07-12 17:34:17,264 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 3:18:32, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2416, loss: 1.2416, grad_norm: 8.5856 2021-07-12 17:34:29,530 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 3:18:21, time: 0.614, data_time: 0.002, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8680, loss_cls: 1.3053, loss: 1.3053, grad_norm: 8.6754 2021-07-12 17:34:42,410 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 3:18:10, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8656, loss_cls: 1.2718, loss: 1.2718, grad_norm: 8.2649 2021-07-12 17:34:55,075 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 3:17:59, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8742, loss_cls: 1.3084, loss: 1.3084, grad_norm: 8.7964 2021-07-12 17:35:07,455 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 3:17:48, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3363, loss: 1.3363, grad_norm: 8.6454 2021-07-12 17:35:19,877 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 3:17:37, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2989, loss: 1.2989, grad_norm: 8.9585 2021-07-12 17:35:32,346 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 3:17:26, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2602, loss: 1.2602, grad_norm: 8.5532 2021-07-12 17:35:44,989 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 3:17:16, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2753, loss: 1.2753, grad_norm: 8.5467 2021-07-12 17:35:57,832 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 3:17:05, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8828, loss_cls: 1.2812, loss: 1.2812, grad_norm: 8.7902 2021-07-12 17:36:10,114 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 3:16:54, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.3164, loss: 1.3164, grad_norm: 8.8094 2021-07-12 17:36:22,495 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 3:16:43, time: 0.618, data_time: 0.002, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8883, loss_cls: 1.2423, loss: 1.2423, grad_norm: 8.6078 2021-07-12 17:36:34,970 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 3:16:32, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8633, loss_cls: 1.2902, loss: 1.2902, grad_norm: 8.7320 2021-07-12 17:36:47,657 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 3:16:21, time: 0.634, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.2642, loss: 1.2642, grad_norm: 8.7816 2021-07-12 17:37:00,439 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 3:16:10, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8789, loss_cls: 1.2346, loss: 1.2346, grad_norm: 8.6134 2021-07-12 17:37:12,752 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 3:15:59, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8766, loss_cls: 1.2691, loss: 1.2691, grad_norm: 8.7368 2021-07-12 17:37:25,110 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 3:15:48, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.3075, loss: 1.3075, grad_norm: 8.8896 2021-07-12 17:37:37,402 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 3:15:37, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.2848, loss: 1.2848, grad_norm: 8.8849 2021-07-12 17:37:50,435 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 3:15:26, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8797, loss_cls: 1.2644, loss: 1.2644, grad_norm: 9.0349 2021-07-12 17:38:03,022 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 3:15:15, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2835, loss: 1.2835, grad_norm: 8.9096 2021-07-12 17:38:15,366 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 3:15:04, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.2046, loss: 1.2046, grad_norm: 8.3782 2021-07-12 17:38:27,698 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 3:14:53, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8727, loss_cls: 1.3421, loss: 1.3421, grad_norm: 8.7890 2021-07-12 17:38:40,079 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 3:14:42, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2197, loss: 1.2197, grad_norm: 8.5720 2021-07-12 17:38:52,912 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 3:14:31, time: 0.643, data_time: 0.002, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2470, loss: 1.2470, grad_norm: 8.6302 2021-07-12 17:39:05,567 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 3:14:20, time: 0.632, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2826, loss: 1.2826, grad_norm: 9.0596 2021-07-12 17:39:17,966 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 3:14:09, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.3267, loss: 1.3267, grad_norm: 8.6994 2021-07-12 17:39:30,374 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 3:13:58, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.3190, loss: 1.3190, grad_norm: 8.9931 2021-07-12 17:39:42,746 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 3:13:47, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.3669, loss: 1.3669, grad_norm: 8.7238 2021-07-12 17:39:55,420 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 3:13:37, time: 0.634, data_time: 0.002, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8734, loss_cls: 1.3298, loss: 1.3298, grad_norm: 8.6805 2021-07-12 17:40:08,180 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 3:13:26, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1924, loss: 1.1924, grad_norm: 8.5234 2021-07-12 17:40:20,677 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 3:13:15, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.2567, loss: 1.2567, grad_norm: 8.7274 2021-07-12 17:40:33,175 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 3:13:04, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3110, loss: 1.3110, grad_norm: 8.8446 2021-07-12 17:40:45,635 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 3:12:53, time: 0.624, data_time: 0.002, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2817, loss: 1.2817, grad_norm: 8.6162 2021-07-12 17:40:58,035 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 3:12:42, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8812, loss_cls: 1.2384, loss: 1.2384, grad_norm: 8.6483 2021-07-12 17:41:11,030 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 3:12:31, time: 0.650, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8805, loss_cls: 1.2806, loss: 1.2806, grad_norm: 9.0139 2021-07-12 17:41:23,403 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 3:12:20, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.3102, loss: 1.3102, grad_norm: 8.6962 2021-07-12 17:41:26,109 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-07-12 17:41:44,291 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 3:12:07, time: 0.888, data_time: 0.190, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8656, loss_cls: 1.3198, loss: 1.3198, grad_norm: 8.7405 2021-07-12 17:41:56,636 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 3:11:56, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2772, loss: 1.2772, grad_norm: 8.8935 2021-07-12 17:42:09,050 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 3:11:45, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8859, loss_cls: 1.2319, loss: 1.2319, grad_norm: 8.3964 2021-07-12 17:42:21,335 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 3:11:34, time: 0.614, data_time: 0.002, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.2031, loss: 1.2031, grad_norm: 8.6663 2021-07-12 17:42:33,811 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 3:11:23, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8805, loss_cls: 1.2713, loss: 1.2713, grad_norm: 8.9476 2021-07-12 17:42:46,759 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 3:11:12, time: 0.649, data_time: 0.002, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2558, loss: 1.2558, grad_norm: 8.7187 2021-07-12 17:42:59,631 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 3:11:01, time: 0.643, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.3057, loss: 1.3057, grad_norm: 8.9530 2021-07-12 17:43:11,995 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 3:10:50, time: 0.619, data_time: 0.002, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8891, loss_cls: 1.2086, loss: 1.2086, grad_norm: 8.5437 2021-07-12 17:43:24,451 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 3:10:39, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2301, loss: 1.2301, grad_norm: 8.6969 2021-07-12 17:43:36,779 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 3:10:28, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8805, loss_cls: 1.2919, loss: 1.2919, grad_norm: 8.7364 2021-07-12 17:43:49,745 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 3:10:17, time: 0.648, data_time: 0.001, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.2089, loss: 1.2089, grad_norm: 8.5158 2021-07-12 17:44:02,460 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 3:10:06, time: 0.635, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8984, loss_cls: 1.1872, loss: 1.1872, grad_norm: 8.4046 2021-07-12 17:44:14,846 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 3:09:55, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2922, loss: 1.2922, grad_norm: 9.0456 2021-07-12 17:44:27,207 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 3:09:44, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8844, loss_cls: 1.2733, loss: 1.2733, grad_norm: 8.8367 2021-07-12 17:44:39,595 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 3:09:33, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1826, loss: 1.1826, grad_norm: 8.3649 2021-07-12 17:44:52,463 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 3:09:22, time: 0.643, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2922, loss: 1.2922, grad_norm: 9.0161 2021-07-12 17:45:05,204 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 3:09:12, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2603, loss: 1.2603, grad_norm: 8.8418 2021-07-12 17:45:17,691 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 3:09:01, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.2253, loss: 1.2253, grad_norm: 8.9347 2021-07-12 17:45:30,144 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 3:08:50, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2531, loss: 1.2531, grad_norm: 8.7969 2021-07-12 17:45:42,507 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 3:08:38, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2377, loss: 1.2377, grad_norm: 8.8854 2021-07-12 17:45:55,356 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 3:08:28, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8758, loss_cls: 1.2473, loss: 1.2473, grad_norm: 8.5752 2021-07-12 17:46:08,104 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 3:08:17, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8812, loss_cls: 1.2652, loss: 1.2652, grad_norm: 8.8824 2021-07-12 17:46:20,478 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 3:08:06, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2404, loss: 1.2404, grad_norm: 8.4898 2021-07-12 17:46:33,005 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 3:07:55, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.2093, loss: 1.2093, grad_norm: 8.5813 2021-07-12 17:46:45,340 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 3:07:44, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8883, loss_cls: 1.2211, loss: 1.2211, grad_norm: 8.9007 2021-07-12 17:46:58,084 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 3:07:33, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8734, loss_cls: 1.2878, loss: 1.2878, grad_norm: 9.0794 2021-07-12 17:47:10,958 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 3:07:22, time: 0.644, data_time: 0.002, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.2204, loss: 1.2204, grad_norm: 8.7111 2021-07-12 17:47:23,456 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 3:07:11, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2662, loss: 1.2662, grad_norm: 8.9861 2021-07-12 17:47:35,852 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 3:07:00, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2457, loss: 1.2457, grad_norm: 8.9744 2021-07-12 17:47:48,456 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 3:06:49, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8820, loss_cls: 1.2367, loss: 1.2367, grad_norm: 8.9425 2021-07-12 17:48:01,010 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 3:06:38, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8820, loss_cls: 1.2436, loss: 1.2436, grad_norm: 8.6892 2021-07-12 17:48:14,306 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 3:06:27, time: 0.664, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8703, loss_cls: 1.2927, loss: 1.2927, grad_norm: 9.0386 2021-07-12 17:48:26,873 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 3:06:16, time: 0.629, data_time: 0.003, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 1.2859, loss: 1.2859, grad_norm: 8.8065 2021-07-12 17:48:39,456 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 3:06:05, time: 0.629, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.3140, loss: 1.3140, grad_norm: 8.8304 2021-07-12 17:48:52,237 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 3:05:54, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8898, loss_cls: 1.2144, loss: 1.2144, grad_norm: 8.9924 2021-07-12 17:49:04,927 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 3:05:43, time: 0.636, data_time: 0.003, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8945, loss_cls: 1.2573, loss: 1.2573, grad_norm: 8.7606 2021-07-12 17:49:18,294 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 3:05:32, time: 0.669, data_time: 0.002, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2764, loss: 1.2764, grad_norm: 8.9019 2021-07-12 17:49:32,770 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 3:05:22, time: 0.723, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.2171, loss: 1.2171, grad_norm: 8.6879 2021-07-12 17:49:45,555 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 3:05:11, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.2279, loss: 1.2279, grad_norm: 8.7911 2021-07-12 17:49:59,105 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 3:05:01, time: 0.678, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.3198, loss: 1.3198, grad_norm: 9.0442 2021-07-12 17:50:12,785 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 3:04:50, time: 0.684, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2729, loss: 1.2729, grad_norm: 8.9121 2021-07-12 17:50:28,268 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 3:04:40, time: 0.774, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.2971, loss: 1.2971, grad_norm: 9.0287 2021-07-12 17:50:42,244 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 3:04:30, time: 0.698, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3735, loss: 1.3735, grad_norm: 9.0824 2021-07-12 17:50:54,732 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 3:04:19, time: 0.625, data_time: 0.002, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8695, loss_cls: 1.2575, loss: 1.2575, grad_norm: 8.4950 2021-07-12 17:51:07,221 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 3:04:08, time: 0.625, data_time: 0.002, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8727, loss_cls: 1.2839, loss: 1.2839, grad_norm: 8.8578 2021-07-12 17:51:19,708 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 3:03:57, time: 0.624, data_time: 0.002, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.2529, loss: 1.2529, grad_norm: 8.9007 2021-07-12 17:51:32,197 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 3:03:46, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2075, loss: 1.2075, grad_norm: 8.6653 2021-07-12 17:51:45,382 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 3:03:35, time: 0.661, data_time: 0.002, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.2768, loss: 1.2768, grad_norm: 8.7869 2021-07-12 17:51:58,356 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 3:03:24, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3104, loss: 1.3104, grad_norm: 9.0375 2021-07-12 17:52:11,150 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 3:03:13, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3468, loss: 1.3468, grad_norm: 9.0456 2021-07-12 17:52:25,093 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 3:03:03, time: 0.697, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8805, loss_cls: 1.2604, loss: 1.2604, grad_norm: 8.9535 2021-07-12 17:52:37,718 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 3:02:52, time: 0.632, data_time: 0.002, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8680, loss_cls: 1.2718, loss: 1.2718, grad_norm: 8.9831 2021-07-12 17:52:51,137 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 3:02:41, time: 0.671, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.1961, loss: 1.1961, grad_norm: 8.9612 2021-07-12 17:53:05,467 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 3:02:31, time: 0.717, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8836, loss_cls: 1.2718, loss: 1.2718, grad_norm: 8.8650 2021-07-12 17:53:19,310 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 3:02:20, time: 0.691, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8789, loss_cls: 1.2295, loss: 1.2295, grad_norm: 8.5753 2021-07-12 17:53:33,932 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 3:02:10, time: 0.732, data_time: 0.003, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.2355, loss: 1.2355, grad_norm: 8.7798 2021-07-12 17:53:47,241 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 3:01:59, time: 0.665, data_time: 0.003, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8742, loss_cls: 1.2562, loss: 1.2562, grad_norm: 8.9383 2021-07-12 17:54:02,066 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 3:01:49, time: 0.742, data_time: 0.002, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.2403, loss: 1.2403, grad_norm: 8.9743 2021-07-12 17:54:15,005 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 3:01:38, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8875, loss_cls: 1.2886, loss: 1.2886, grad_norm: 9.0512 2021-07-12 17:54:28,477 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 3:01:27, time: 0.674, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8742, loss_cls: 1.3469, loss: 1.3469, grad_norm: 9.2460 2021-07-12 17:54:41,177 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 3:01:16, time: 0.635, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8742, loss_cls: 1.3005, loss: 1.3005, grad_norm: 8.8770 2021-07-12 17:54:54,343 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 3:01:05, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2754, loss: 1.2754, grad_norm: 9.0338 2021-07-12 17:55:07,520 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 3:00:55, time: 0.658, data_time: 0.002, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.3150, loss: 1.3150, grad_norm: 9.0514 2021-07-12 17:55:20,173 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 3:00:44, time: 0.634, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8664, loss_cls: 1.2940, loss: 1.2940, grad_norm: 9.0111 2021-07-12 17:55:32,802 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 3:00:33, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8648, loss_cls: 1.3127, loss: 1.3127, grad_norm: 9.0355 2021-07-12 17:55:45,491 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 3:00:22, time: 0.636, data_time: 0.002, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2286, loss: 1.2286, grad_norm: 8.9787 2021-07-12 17:55:58,166 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 3:00:11, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8539, loss_cls: 1.3586, loss: 1.3586, grad_norm: 9.0533 2021-07-12 17:56:00,876 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-07-12 17:57:02,514 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 17:57:02,755 - mmaction - INFO - top1_acc 0.4487 top5_acc 0.7401 2021-07-12 17:57:02,755 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 17:57:02,770 - mmaction - INFO - mean_acc 0.4077 2021-07-12 17:57:02,773 - mmaction - INFO - Epoch(val) [36][181] top1_acc: 0.4487, top5_acc: 0.7401, mean_class_accuracy: 0.4077 2021-07-12 17:57:21,056 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:59:58, time: 0.912, data_time: 0.239, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.1850, loss: 1.1850, grad_norm: 8.5488 2021-07-12 17:57:35,315 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:59:47, time: 0.715, data_time: 0.003, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2720, loss: 1.2720, grad_norm: 9.0318 2021-07-12 17:57:49,952 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:59:37, time: 0.732, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8750, loss_cls: 1.2778, loss: 1.2778, grad_norm: 8.8089 2021-07-12 17:58:03,296 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:59:26, time: 0.667, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2040, loss: 1.2040, grad_norm: 8.5606 2021-07-12 17:58:18,283 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:59:16, time: 0.748, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8875, loss_cls: 1.2269, loss: 1.2269, grad_norm: 8.7135 2021-07-12 17:58:32,849 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:59:06, time: 0.729, data_time: 0.002, memory: 7066, top1_acc: 0.6617, top5_acc: 0.9008, loss_cls: 1.2367, loss: 1.2367, grad_norm: 9.0334 2021-07-12 17:58:48,192 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:58:56, time: 0.766, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3153, loss: 1.3153, grad_norm: 9.1522 2021-07-12 17:59:04,105 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:58:46, time: 0.796, data_time: 0.002, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3200, loss: 1.3200, grad_norm: 9.4012 2021-07-12 17:59:17,814 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:58:35, time: 0.684, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8914, loss_cls: 1.2310, loss: 1.2310, grad_norm: 8.7969 2021-07-12 17:59:32,293 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:58:25, time: 0.725, data_time: 0.003, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8711, loss_cls: 1.3037, loss: 1.3037, grad_norm: 9.2609 2021-07-12 17:59:46,453 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:58:15, time: 0.708, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1764, loss: 1.1764, grad_norm: 8.5613 2021-07-12 18:00:01,548 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:58:05, time: 0.755, data_time: 0.002, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8695, loss_cls: 1.2744, loss: 1.2744, grad_norm: 8.9424 2021-07-12 18:00:17,083 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:57:55, time: 0.776, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.2260, loss: 1.2260, grad_norm: 8.8736 2021-07-12 18:00:32,675 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:57:45, time: 0.780, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2790, loss: 1.2790, grad_norm: 8.9811 2021-07-12 18:00:48,023 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:57:35, time: 0.768, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2542, loss: 1.2542, grad_norm: 8.8963 2021-07-12 18:01:03,574 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:57:25, time: 0.777, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8828, loss_cls: 1.2677, loss: 1.2677, grad_norm: 9.2894 2021-07-12 18:01:20,399 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:57:15, time: 0.840, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2341, loss: 1.2341, grad_norm: 8.8871 2021-07-12 18:01:36,853 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:57:06, time: 0.824, data_time: 0.003, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.2369, loss: 1.2369, grad_norm: 8.9578 2021-07-12 18:01:54,152 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:56:56, time: 0.865, data_time: 0.021, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8898, loss_cls: 1.1737, loss: 1.1737, grad_norm: 8.7640 2021-07-12 18:02:10,184 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:56:46, time: 0.801, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.2128, loss: 1.2128, grad_norm: 8.9801 2021-07-12 18:02:26,301 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:56:37, time: 0.806, data_time: 0.002, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2909, loss: 1.2909, grad_norm: 9.1345 2021-07-12 18:02:41,533 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 2:56:27, time: 0.762, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8750, loss_cls: 1.2291, loss: 1.2291, grad_norm: 8.9181 2021-07-12 18:02:57,642 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 2:56:17, time: 0.805, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2865, loss: 1.2865, grad_norm: 9.0742 2021-07-12 18:03:12,405 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 2:56:06, time: 0.738, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2352, loss: 1.2352, grad_norm: 9.1077 2021-07-12 18:03:30,447 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 2:55:57, time: 0.903, data_time: 0.027, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8875, loss_cls: 1.2280, loss: 1.2280, grad_norm: 8.7434 2021-07-12 18:03:46,036 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 2:55:47, time: 0.778, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2399, loss: 1.2399, grad_norm: 8.9487 2021-07-12 18:04:01,594 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 2:55:37, time: 0.779, data_time: 0.073, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8805, loss_cls: 1.2915, loss: 1.2915, grad_norm: 9.4032 2021-07-12 18:04:18,149 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 2:55:28, time: 0.828, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.2082, loss: 1.2082, grad_norm: 9.0179 2021-07-12 18:04:31,675 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 2:55:17, time: 0.676, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3187, loss: 1.3187, grad_norm: 9.1726 2021-07-12 18:04:47,846 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 2:55:07, time: 0.809, data_time: 0.002, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2428, loss: 1.2428, grad_norm: 8.9153 2021-07-12 18:05:04,463 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 2:54:57, time: 0.831, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1963, loss: 1.1963, grad_norm: 8.7689 2021-07-12 18:05:21,003 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 2:54:48, time: 0.826, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8664, loss_cls: 1.2891, loss: 1.2891, grad_norm: 9.2841 2021-07-12 18:05:37,668 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 2:54:38, time: 0.834, data_time: 0.002, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.1794, loss: 1.1794, grad_norm: 8.7304 2021-07-12 18:05:53,949 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 2:54:28, time: 0.814, data_time: 0.002, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3358, loss: 1.3358, grad_norm: 9.1441 2021-07-12 18:06:11,031 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 2:54:19, time: 0.854, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8719, loss_cls: 1.2508, loss: 1.2508, grad_norm: 9.0618 2021-07-12 18:06:25,931 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 2:54:09, time: 0.745, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8805, loss_cls: 1.2714, loss: 1.2714, grad_norm: 9.3716 2021-07-12 18:06:43,220 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 2:53:59, time: 0.865, data_time: 0.002, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1855, loss: 1.1855, grad_norm: 8.7617 2021-07-12 18:07:00,197 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 2:53:50, time: 0.849, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8828, loss_cls: 1.2223, loss: 1.2223, grad_norm: 8.8700 2021-07-12 18:07:16,600 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 2:53:40, time: 0.820, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8734, loss_cls: 1.3324, loss: 1.3324, grad_norm: 9.2906 2021-07-12 18:07:33,437 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 2:53:30, time: 0.842, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8617, loss_cls: 1.2737, loss: 1.2737, grad_norm: 9.1438 2021-07-12 18:07:49,108 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 2:53:20, time: 0.783, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2188, loss: 1.2188, grad_norm: 8.6761 2021-07-12 18:08:05,526 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 2:53:10, time: 0.821, data_time: 0.002, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8516, loss_cls: 1.3818, loss: 1.3818, grad_norm: 9.2631 2021-07-12 18:08:21,024 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 2:53:00, time: 0.775, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8992, loss_cls: 1.2028, loss: 1.2028, grad_norm: 9.0775 2021-07-12 18:08:37,775 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 2:52:51, time: 0.837, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8836, loss_cls: 1.2272, loss: 1.2272, grad_norm: 9.1252 2021-07-12 18:08:50,755 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 2:52:40, time: 0.649, data_time: 0.002, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8898, loss_cls: 1.2552, loss: 1.2552, grad_norm: 9.1521 2021-07-12 18:09:05,330 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 2:52:29, time: 0.728, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8625, loss_cls: 1.2944, loss: 1.2944, grad_norm: 9.0293 2021-07-12 18:09:20,366 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 2:52:19, time: 0.752, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8695, loss_cls: 1.2396, loss: 1.2396, grad_norm: 8.8835 2021-07-12 18:09:35,859 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 2:52:09, time: 0.774, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8781, loss_cls: 1.2596, loss: 1.2596, grad_norm: 9.0573 2021-07-12 18:09:50,306 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 2:51:58, time: 0.723, data_time: 0.002, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8836, loss_cls: 1.2964, loss: 1.2964, grad_norm: 9.2114 2021-07-12 18:10:06,394 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 2:51:48, time: 0.804, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8773, loss_cls: 1.2643, loss: 1.2643, grad_norm: 8.9515 2021-07-12 18:10:21,344 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 2:51:38, time: 0.748, data_time: 0.002, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8727, loss_cls: 1.2644, loss: 1.2644, grad_norm: 9.1443 2021-07-12 18:10:37,782 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 2:51:28, time: 0.821, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2715, loss: 1.2715, grad_norm: 9.0630 2021-07-12 18:10:52,137 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 2:51:18, time: 0.719, data_time: 0.003, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2024, loss: 1.2024, grad_norm: 9.1584 2021-07-12 18:11:07,361 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 2:51:07, time: 0.761, data_time: 0.003, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8688, loss_cls: 1.3315, loss: 1.3315, grad_norm: 9.5782 2021-07-12 18:11:21,840 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 2:50:57, time: 0.724, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8883, loss_cls: 1.2260, loss: 1.2260, grad_norm: 8.9661 2021-07-12 18:11:36,035 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 2:50:46, time: 0.708, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8812, loss_cls: 1.2373, loss: 1.2373, grad_norm: 8.7636 2021-07-12 18:11:51,807 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 2:50:36, time: 0.790, data_time: 0.003, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8703, loss_cls: 1.3003, loss: 1.3003, grad_norm: 9.2720 2021-07-12 18:12:06,554 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 2:50:26, time: 0.738, data_time: 0.001, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1558, loss: 1.1558, grad_norm: 8.7936 2021-07-12 18:12:22,193 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 2:50:16, time: 0.782, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2759, loss: 1.2759, grad_norm: 9.0872 2021-07-12 18:12:36,157 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 2:50:05, time: 0.698, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8766, loss_cls: 1.2424, loss: 1.2424, grad_norm: 8.9387 2021-07-12 18:12:50,093 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 2:49:54, time: 0.696, data_time: 0.002, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8836, loss_cls: 1.3066, loss: 1.3066, grad_norm: 9.2971 2021-07-12 18:13:03,410 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 2:49:43, time: 0.666, data_time: 0.002, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.2285, loss: 1.2285, grad_norm: 9.2134 2021-07-12 18:13:17,784 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 2:49:33, time: 0.719, data_time: 0.002, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.1474 2021-07-12 18:13:33,236 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 2:49:22, time: 0.773, data_time: 0.002, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8703, loss_cls: 1.2920, loss: 1.2920, grad_norm: 9.2617 2021-07-12 18:13:47,760 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 2:49:12, time: 0.727, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8867, loss_cls: 1.2387, loss: 1.2387, grad_norm: 9.1594 2021-07-12 18:14:02,433 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 2:49:01, time: 0.734, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.2568, loss: 1.2568, grad_norm: 9.2144 2021-07-12 18:14:15,069 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 2:48:50, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2307, loss: 1.2307, grad_norm: 8.8551 2021-07-12 18:14:17,775 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-07-12 18:14:37,620 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 2:48:37, time: 0.973, data_time: 0.189, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8828, loss_cls: 1.2247, loss: 1.2247, grad_norm: 8.7470 2021-07-12 18:14:51,344 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 2:48:26, time: 0.687, data_time: 0.002, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8695, loss_cls: 1.2579, loss: 1.2579, grad_norm: 8.8183 2021-07-12 18:15:04,889 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 2:48:16, time: 0.677, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2149, loss: 1.2149, grad_norm: 8.7735 2021-07-12 18:15:18,345 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 2:48:05, time: 0.673, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2205, loss: 1.2205, grad_norm: 8.8814 2021-07-12 18:15:33,312 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 2:47:54, time: 0.748, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2479, loss: 1.2479, grad_norm: 9.1611 2021-07-12 18:15:48,002 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 2:47:44, time: 0.734, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2271, loss: 1.2271, grad_norm: 9.1375 2021-07-12 18:16:02,911 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 2:47:33, time: 0.745, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8984, loss_cls: 1.1608, loss: 1.1608, grad_norm: 8.7394 2021-07-12 18:16:17,097 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 2:47:23, time: 0.710, data_time: 0.002, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8797, loss_cls: 1.2365, loss: 1.2365, grad_norm: 9.2194 2021-07-12 18:16:30,186 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 2:47:12, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1692, loss: 1.1692, grad_norm: 9.0887 2021-07-12 18:16:44,162 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 2:47:01, time: 0.699, data_time: 0.002, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8758, loss_cls: 1.2455, loss: 1.2455, grad_norm: 9.1831 2021-07-12 18:16:56,956 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 2:46:50, time: 0.640, data_time: 0.002, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.1078, loss: 1.1078, grad_norm: 8.7804 2021-07-12 18:17:10,185 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 2:46:39, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8898, loss_cls: 1.1997, loss: 1.1997, grad_norm: 9.2142 2021-07-12 18:17:24,387 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 2:46:28, time: 0.713, data_time: 0.005, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2057, loss: 1.2057, grad_norm: 9.0933 2021-07-12 18:17:38,037 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 2:46:17, time: 0.681, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8875, loss_cls: 1.2097, loss: 1.2097, grad_norm: 8.8364 2021-07-12 18:17:52,273 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 2:46:06, time: 0.713, data_time: 0.002, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1380, loss: 1.1380, grad_norm: 8.7835 2021-07-12 18:18:04,937 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 2:45:55, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8742, loss_cls: 1.2320, loss: 1.2320, grad_norm: 8.8550 2021-07-12 18:18:18,369 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 2:45:44, time: 0.672, data_time: 0.002, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.2079, loss: 1.2079, grad_norm: 9.0486 2021-07-12 18:18:31,274 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 2:45:33, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8781, loss_cls: 1.2430, loss: 1.2430, grad_norm: 9.4260 2021-07-12 18:18:44,323 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 2:45:22, time: 0.651, data_time: 0.002, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8758, loss_cls: 1.2120, loss: 1.2120, grad_norm: 9.0755 2021-07-12 18:18:57,487 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 2:45:11, time: 0.660, data_time: 0.003, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2807, loss: 1.2807, grad_norm: 9.3200 2021-07-12 18:19:12,908 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 2:45:00, time: 0.771, data_time: 0.002, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.2011, loss: 1.2011, grad_norm: 8.9387 2021-07-12 18:19:25,949 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 2:44:49, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8914, loss_cls: 1.2149, loss: 1.2149, grad_norm: 9.3673 2021-07-12 18:19:39,111 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 2:44:38, time: 0.658, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.2696, loss: 1.2696, grad_norm: 9.5228 2021-07-12 18:19:52,078 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 2:44:27, time: 0.646, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2768, loss: 1.2768, grad_norm: 9.2599 2021-07-12 18:20:06,736 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 2:44:16, time: 0.735, data_time: 0.003, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8992, loss_cls: 1.1617, loss: 1.1617, grad_norm: 8.8859 2021-07-12 18:20:19,471 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 2:44:05, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8859, loss_cls: 1.2322, loss: 1.2322, grad_norm: 9.3362 2021-07-12 18:20:33,767 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 2:43:55, time: 0.714, data_time: 0.002, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8859, loss_cls: 1.2241, loss: 1.2241, grad_norm: 9.1392 2021-07-12 18:20:48,210 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 2:43:44, time: 0.722, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2543, loss: 1.2543, grad_norm: 9.0083 2021-07-12 18:21:02,428 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 2:43:33, time: 0.711, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2784, loss: 1.2784, grad_norm: 9.4674 2021-07-12 18:21:15,737 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 2:43:22, time: 0.665, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2595, loss: 1.2595, grad_norm: 9.1105 2021-07-12 18:21:29,887 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 2:43:11, time: 0.707, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8727, loss_cls: 1.3100, loss: 1.3100, grad_norm: 9.4645 2021-07-12 18:21:43,807 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 2:43:01, time: 0.697, data_time: 0.002, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.1885, loss: 1.1885, grad_norm: 8.8410 2021-07-12 18:21:58,166 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 2:42:50, time: 0.718, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.2654, loss: 1.2654, grad_norm: 9.4754 2021-07-12 18:22:11,714 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 2:42:39, time: 0.677, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.9008, loss_cls: 1.1737, loss: 1.1737, grad_norm: 8.7950 2021-07-12 18:22:26,255 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 2:42:28, time: 0.725, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.3386, loss: 1.3386, grad_norm: 9.6923 2021-07-12 18:22:40,855 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 2:42:18, time: 0.731, data_time: 0.003, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1991, loss: 1.1991, grad_norm: 9.3024 2021-07-12 18:22:55,975 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 2:42:07, time: 0.755, data_time: 0.002, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.2713, loss: 1.2713, grad_norm: 9.2339 2021-07-12 18:23:10,456 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 2:41:56, time: 0.725, data_time: 0.002, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.1725, loss: 1.1725, grad_norm: 8.9999 2021-07-12 18:23:23,666 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 2:41:45, time: 0.660, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.2085, loss: 1.2085, grad_norm: 9.0096 2021-07-12 18:23:37,786 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 2:41:35, time: 0.705, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8836, loss_cls: 1.2699, loss: 1.2699, grad_norm: 9.0576 2021-07-12 18:23:49,162 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 2:41:23, time: 0.570, data_time: 0.002, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8883, loss_cls: 1.1766, loss: 1.1766, grad_norm: 9.1195 2021-07-12 18:24:00,248 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 2:41:11, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8859, loss_cls: 1.2387, loss: 1.2387, grad_norm: 9.5329 2021-07-12 18:24:11,959 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 2:40:59, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2552, loss: 1.2552, grad_norm: 9.5445 2021-07-12 18:24:22,524 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 2:40:48, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.2433, loss: 1.2433, grad_norm: 9.2440 2021-07-12 18:24:33,401 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 2:40:36, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1874, loss: 1.1874, grad_norm: 8.9443 2021-07-12 18:24:45,545 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 2:40:24, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8758, loss_cls: 1.2550, loss: 1.2550, grad_norm: 9.2533 2021-07-12 18:24:56,801 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 2:40:12, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8938, loss_cls: 1.2270, loss: 1.2270, grad_norm: 8.9396 2021-07-12 18:25:08,211 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 2:40:01, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8617, loss_cls: 1.2599, loss: 1.2599, grad_norm: 9.2133 2021-07-12 18:25:19,457 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 2:39:49, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2740, loss: 1.2740, grad_norm: 9.1176 2021-07-12 18:25:30,875 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 2:39:37, time: 0.570, data_time: 0.002, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2642, loss: 1.2642, grad_norm: 9.2815 2021-07-12 18:25:42,352 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 2:39:26, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2503, loss: 1.2503, grad_norm: 9.1967 2021-07-12 18:25:53,025 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 2:39:14, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8680, loss_cls: 1.2838, loss: 1.2838, grad_norm: 9.2807 2021-07-12 18:26:04,914 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 2:39:02, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2401, loss: 1.2401, grad_norm: 9.3699 2021-07-12 18:26:16,538 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 2:38:51, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8719, loss_cls: 1.3265, loss: 1.3265, grad_norm: 9.7824 2021-07-12 18:26:27,654 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 2:38:39, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8938, loss_cls: 1.1817, loss: 1.1817, grad_norm: 9.0319 2021-07-12 18:26:38,412 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 2:38:27, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8680, loss_cls: 1.2720, loss: 1.2720, grad_norm: 9.2810 2021-07-12 18:26:50,208 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 2:38:15, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1869, loss: 1.1869, grad_norm: 9.1820 2021-07-12 18:27:00,951 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 2:38:03, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.1541, loss: 1.1541, grad_norm: 8.8499 2021-07-12 18:27:12,528 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 2:37:52, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8719, loss_cls: 1.2552, loss: 1.2552, grad_norm: 9.2949 2021-07-12 18:27:24,379 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 2:37:40, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8727, loss_cls: 1.2800, loss: 1.2800, grad_norm: 9.2142 2021-07-12 18:27:36,869 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 2:37:29, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8883, loss_cls: 1.2022, loss: 1.2022, grad_norm: 9.2695 2021-07-12 18:27:47,649 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 2:37:17, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.2818, loss: 1.2818, grad_norm: 9.5291 2021-07-12 18:27:59,162 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 2:37:05, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8797, loss_cls: 1.2413, loss: 1.2413, grad_norm: 9.1770 2021-07-12 18:28:11,329 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 2:36:54, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8961, loss_cls: 1.1724, loss: 1.1724, grad_norm: 9.3089 2021-07-12 18:28:22,757 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 2:36:42, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.2105, loss: 1.2105, grad_norm: 9.0528 2021-07-12 18:28:34,828 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 2:36:31, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8883, loss_cls: 1.2387, loss: 1.2387, grad_norm: 9.1373 2021-07-12 18:28:46,282 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 2:36:19, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8961, loss_cls: 1.2178, loss: 1.2178, grad_norm: 9.3207 2021-07-12 18:28:47,743 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-07-12 18:29:45,650 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 18:29:45,799 - mmaction - INFO - top1_acc 0.4525 top5_acc 0.7429 2021-07-12 18:29:45,799 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 18:29:45,810 - mmaction - INFO - mean_acc 0.4092 2021-07-12 18:29:45,812 - mmaction - INFO - Epoch(val) [38][181] top1_acc: 0.4525, top5_acc: 0.7429, mean_class_accuracy: 0.4092 2021-07-12 18:30:01,914 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 2:36:05, time: 0.803, data_time: 0.226, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1862, loss: 1.1862, grad_norm: 9.0082 2021-07-12 18:30:15,015 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 2:35:54, time: 0.657, data_time: 0.003, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8797, loss_cls: 1.1951, loss: 1.1951, grad_norm: 9.0032 2021-07-12 18:30:29,492 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 2:35:43, time: 0.724, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.2019, loss: 1.2019, grad_norm: 9.2341 2021-07-12 18:30:43,505 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 2:35:32, time: 0.701, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8953, loss_cls: 1.2052, loss: 1.2052, grad_norm: 9.0249 2021-07-12 18:30:58,702 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 2:35:22, time: 0.760, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.1648, loss: 1.1648, grad_norm: 9.2730 2021-07-12 18:31:13,245 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 2:35:11, time: 0.727, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8695, loss_cls: 1.2844, loss: 1.2844, grad_norm: 9.4183 2021-07-12 18:31:28,525 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 2:35:01, time: 0.763, data_time: 0.002, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8844, loss_cls: 1.2521, loss: 1.2521, grad_norm: 9.2626 2021-07-12 18:31:44,610 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 2:34:50, time: 0.805, data_time: 0.002, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.1713, loss: 1.1713, grad_norm: 8.8827 2021-07-12 18:32:00,730 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 2:34:40, time: 0.806, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8898, loss_cls: 1.2009, loss: 1.2009, grad_norm: 9.1593 2021-07-12 18:32:18,437 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 2:34:30, time: 0.885, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8820, loss_cls: 1.2213, loss: 1.2213, grad_norm: 9.3808 2021-07-12 18:32:36,894 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 2:34:21, time: 0.922, data_time: 0.029, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8844, loss_cls: 1.2417, loss: 1.2417, grad_norm: 9.6653 2021-07-12 18:32:52,869 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 2:34:11, time: 0.798, data_time: 0.002, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.1987, loss: 1.1987, grad_norm: 9.5841 2021-07-12 18:33:10,980 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 2:34:01, time: 0.905, data_time: 0.003, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.1878, loss: 1.1878, grad_norm: 9.2401 2021-07-12 18:33:27,969 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 2:33:51, time: 0.850, data_time: 0.003, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.1757, loss: 1.1757, grad_norm: 8.8211 2021-07-12 18:33:43,234 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 2:33:40, time: 0.764, data_time: 0.002, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8891, loss_cls: 1.2123, loss: 1.2123, grad_norm: 9.2526 2021-07-12 18:34:00,015 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 2:33:30, time: 0.839, data_time: 0.002, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8867, loss_cls: 1.2195, loss: 1.2195, grad_norm: 9.4046 2021-07-12 18:34:16,491 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 2:33:20, time: 0.823, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8930, loss_cls: 1.1222, loss: 1.1222, grad_norm: 8.8330 2021-07-12 18:34:33,227 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 2:33:10, time: 0.837, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8789, loss_cls: 1.2169, loss: 1.2169, grad_norm: 9.4979 2021-07-12 18:34:48,682 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 2:33:00, time: 0.773, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.1844, loss: 1.1844, grad_norm: 9.1681 2021-07-12 18:35:04,020 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 2:32:49, time: 0.767, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8742, loss_cls: 1.2522, loss: 1.2522, grad_norm: 9.6811 2021-07-12 18:35:21,344 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 2:32:39, time: 0.866, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2102, loss: 1.2102, grad_norm: 9.4654 2021-07-12 18:35:36,297 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 2:32:29, time: 0.748, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8938, loss_cls: 1.1982, loss: 1.1982, grad_norm: 9.2641 2021-07-12 18:35:51,730 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 2:32:18, time: 0.771, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2179, loss: 1.2179, grad_norm: 9.2586 2021-07-12 18:36:07,437 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 2:32:08, time: 0.785, data_time: 0.002, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1638, loss: 1.1638, grad_norm: 9.0076 2021-07-12 18:36:24,044 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 2:31:58, time: 0.831, data_time: 0.002, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2464, loss: 1.2464, grad_norm: 9.4038 2021-07-12 18:36:39,897 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 2:31:47, time: 0.792, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2838, loss: 1.2838, grad_norm: 9.3264 2021-07-12 18:36:56,625 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 2:31:37, time: 0.836, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.2098, loss: 1.2098, grad_norm: 9.6086 2021-07-12 18:37:10,558 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 2:31:26, time: 0.697, data_time: 0.002, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8906, loss_cls: 1.1254, loss: 1.1254, grad_norm: 8.8927 2021-07-12 18:37:25,213 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 2:31:15, time: 0.733, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.2225, loss: 1.2225, grad_norm: 9.2873 2021-07-12 18:37:37,979 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 2:31:04, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1865, loss: 1.1865, grad_norm: 9.5051 2021-07-12 18:37:51,907 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 2:30:53, time: 0.696, data_time: 0.002, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8758, loss_cls: 1.2231, loss: 1.2231, grad_norm: 9.3365 2021-07-12 18:38:05,790 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 2:30:42, time: 0.695, data_time: 0.002, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.2214, loss: 1.2214, grad_norm: 9.2081 2021-07-12 18:38:19,681 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 2:30:31, time: 0.694, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2721, loss: 1.2721, grad_norm: 9.3359 2021-07-12 18:38:32,935 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 2:30:20, time: 0.663, data_time: 0.001, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.2077, loss: 1.2077, grad_norm: 9.4416 2021-07-12 18:38:47,563 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 2:30:09, time: 0.731, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.2405, loss: 1.2405, grad_norm: 9.2821 2021-07-12 18:39:00,625 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 2:29:58, time: 0.654, data_time: 0.002, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2204, loss: 1.2204, grad_norm: 9.5432 2021-07-12 18:39:14,280 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 2:29:47, time: 0.682, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2459, loss: 1.2459, grad_norm: 9.9509 2021-07-12 18:39:27,711 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 2:29:35, time: 0.672, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2111, loss: 1.2111, grad_norm: 9.4777 2021-07-12 18:39:41,258 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 2:29:24, time: 0.677, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1919, loss: 1.1919, grad_norm: 9.2389 2021-07-12 18:39:55,054 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 2:29:13, time: 0.690, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2169, loss: 1.2169, grad_norm: 9.5302 2021-07-12 18:40:08,938 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 2:29:02, time: 0.694, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8852, loss_cls: 1.2086, loss: 1.2086, grad_norm: 9.7034 2021-07-12 18:40:23,473 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 2:28:51, time: 0.727, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.1605, loss: 1.1605, grad_norm: 9.4416 2021-07-12 18:40:36,725 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 2:28:40, time: 0.662, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8664, loss_cls: 1.2799, loss: 1.2799, grad_norm: 9.5871 2021-07-12 18:40:49,837 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 2:28:29, time: 0.656, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.3144, loss: 1.3144, grad_norm: 9.9238 2021-07-12 18:41:03,311 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 2:28:18, time: 0.674, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2159, loss: 1.2159, grad_norm: 9.1032 2021-07-12 18:41:17,923 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 2:28:07, time: 0.731, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2581, loss: 1.2581, grad_norm: 9.6889 2021-07-12 18:41:32,204 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 2:27:56, time: 0.714, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.2074, loss: 1.2074, grad_norm: 9.4272 2021-07-12 18:41:46,709 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 2:27:45, time: 0.725, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8742, loss_cls: 1.2610, loss: 1.2610, grad_norm: 9.6209 2021-07-12 18:41:59,335 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 2:27:34, time: 0.631, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8828, loss_cls: 1.1718, loss: 1.1718, grad_norm: 9.0683 2021-07-12 18:42:12,974 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 2:27:23, time: 0.682, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8922, loss_cls: 1.2235, loss: 1.2235, grad_norm: 9.4439 2021-07-12 18:42:26,398 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 2:27:12, time: 0.671, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8812, loss_cls: 1.2120, loss: 1.2120, grad_norm: 9.2415 2021-07-12 18:42:39,452 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 2:27:00, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8969, loss_cls: 1.1488, loss: 1.1488, grad_norm: 9.3427 2021-07-12 18:42:53,692 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 2:26:49, time: 0.712, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8898, loss_cls: 1.1897, loss: 1.1897, grad_norm: 9.1951 2021-07-12 18:43:06,476 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 2:26:38, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8797, loss_cls: 1.2645, loss: 1.2645, grad_norm: 9.4136 2021-07-12 18:43:20,367 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 2:26:27, time: 0.695, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8953, loss_cls: 1.1978, loss: 1.1978, grad_norm: 9.3450 2021-07-12 18:43:32,978 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 2:26:15, time: 0.631, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8828, loss_cls: 1.1949, loss: 1.1949, grad_norm: 9.2860 2021-07-12 18:43:46,422 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 2:26:04, time: 0.672, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8898, loss_cls: 1.1827, loss: 1.1827, grad_norm: 9.2002 2021-07-12 18:43:59,254 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 2:25:53, time: 0.642, data_time: 0.002, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8820, loss_cls: 1.2273, loss: 1.2273, grad_norm: 9.4395 2021-07-12 18:44:12,229 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 2:25:42, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2787, loss: 1.2787, grad_norm: 9.7387 2021-07-12 18:44:25,975 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 2:25:31, time: 0.687, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8898, loss_cls: 1.2235, loss: 1.2235, grad_norm: 9.6458 2021-07-12 18:44:38,496 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 2:25:19, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8930, loss_cls: 1.1780, loss: 1.1780, grad_norm: 9.2189 2021-07-12 18:44:51,502 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 2:25:08, time: 0.651, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8633, loss_cls: 1.3212, loss: 1.3212, grad_norm: 9.7258 2021-07-12 18:45:04,761 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 2:24:56, time: 0.663, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8906, loss_cls: 1.2131, loss: 1.2131, grad_norm: 9.5035 2021-07-12 18:45:17,599 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 2:24:45, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.1775, loss: 1.1775, grad_norm: 9.3155 2021-07-12 18:45:29,848 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 2:24:34, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.2596, loss: 1.2596, grad_norm: 9.6651 2021-07-12 18:45:42,917 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 2:24:22, time: 0.653, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8852, loss_cls: 1.2178, loss: 1.2178, grad_norm: 9.2268 2021-07-12 18:45:54,332 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 2:24:11, time: 0.572, data_time: 0.024, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8789, loss_cls: 1.2084, loss: 1.2084, grad_norm: 9.2914 2021-07-12 18:45:56,021 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-07-12 18:46:12,916 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 2:23:56, time: 0.827, data_time: 0.485, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.6421 2021-07-12 18:46:27,479 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 2:23:46, time: 0.728, data_time: 0.052, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.1544, loss: 1.1544, grad_norm: 9.1046 2021-07-12 18:46:41,361 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 2:23:34, time: 0.694, data_time: 0.017, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8805, loss_cls: 1.2201, loss: 1.2201, grad_norm: 9.5347 2021-07-12 18:46:54,771 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 2:23:23, time: 0.671, data_time: 0.092, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2088, loss: 1.2088, grad_norm: 9.3098 2021-07-12 18:47:08,768 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 2:23:12, time: 0.700, data_time: 0.055, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8797, loss_cls: 1.2189, loss: 1.2189, grad_norm: 8.9142 2021-07-12 18:47:22,381 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 2:23:01, time: 0.680, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1248, loss: 1.1248, grad_norm: 9.3758 2021-07-12 18:47:36,728 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 2:22:50, time: 0.718, data_time: 0.002, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.2204, loss: 1.2204, grad_norm: 9.5691 2021-07-12 18:47:52,271 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 2:22:39, time: 0.777, data_time: 0.002, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8797, loss_cls: 1.2649, loss: 1.2649, grad_norm: 9.4668 2021-07-12 18:48:06,776 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 2:22:29, time: 0.726, data_time: 0.003, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2256, loss: 1.2256, grad_norm: 9.3621 2021-07-12 18:48:21,907 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 2:22:18, time: 0.757, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8656, loss_cls: 1.2779, loss: 1.2779, grad_norm: 9.6040 2021-07-12 18:48:37,110 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 2:22:07, time: 0.760, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.1646, loss: 1.1646, grad_norm: 9.1667 2021-07-12 18:48:51,701 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 2:21:56, time: 0.730, data_time: 0.001, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8977, loss_cls: 1.1702, loss: 1.1702, grad_norm: 9.1626 2021-07-12 18:49:07,814 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 2:21:46, time: 0.804, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8648, loss_cls: 1.3140, loss: 1.3140, grad_norm: 9.9281 2021-07-12 18:49:24,128 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 2:21:35, time: 0.817, data_time: 0.003, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1552, loss: 1.1552, grad_norm: 9.2566 2021-07-12 18:49:39,844 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 2:21:25, time: 0.786, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1876, loss: 1.1876, grad_norm: 9.3805 2021-07-12 18:49:53,498 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 2:21:13, time: 0.683, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.1101, loss: 1.1101, grad_norm: 9.0665 2021-07-12 18:50:08,931 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 2:21:03, time: 0.771, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8797, loss_cls: 1.2203, loss: 1.2203, grad_norm: 9.3755 2021-07-12 18:50:23,673 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:20:52, time: 0.737, data_time: 0.002, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8742, loss_cls: 1.2495, loss: 1.2495, grad_norm: 9.9319 2021-07-12 18:50:38,154 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:20:41, time: 0.724, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.2119, loss: 1.2119, grad_norm: 9.4653 2021-07-12 18:50:52,582 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:20:30, time: 0.722, data_time: 0.002, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8914, loss_cls: 1.2252, loss: 1.2252, grad_norm: 9.7063 2021-07-12 18:51:06,548 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:20:19, time: 0.699, data_time: 0.002, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8617, loss_cls: 1.3280, loss: 1.3280, grad_norm: 9.6115 2021-07-12 18:51:20,202 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:20:08, time: 0.682, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8922, loss_cls: 1.1843, loss: 1.1843, grad_norm: 9.3890 2021-07-12 18:51:34,177 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:19:57, time: 0.699, data_time: 0.002, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.1989, loss: 1.1989, grad_norm: 9.5051 2021-07-12 18:51:45,897 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:19:45, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8992, loss_cls: 1.1506, loss: 1.1506, grad_norm: 9.6608 2021-07-12 18:51:58,884 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:19:34, time: 0.650, data_time: 0.002, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8750, loss_cls: 1.2858, loss: 1.2858, grad_norm: 9.7283 2021-07-12 18:52:10,424 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:19:22, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8945, loss_cls: 1.1888, loss: 1.1888, grad_norm: 9.4205 2021-07-12 18:52:22,618 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:19:10, time: 0.611, data_time: 0.002, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8758, loss_cls: 1.2425, loss: 1.2425, grad_norm: 9.7624 2021-07-12 18:52:33,769 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:18:58, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8805, loss_cls: 1.2094, loss: 1.2094, grad_norm: 9.6623 2021-07-12 18:52:45,088 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:18:46, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.1339, loss: 1.1339, grad_norm: 9.2053 2021-07-12 18:52:56,179 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:18:35, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.2341, loss: 1.2341, grad_norm: 9.5446 2021-07-12 18:53:07,020 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:18:23, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8633, loss_cls: 1.2263, loss: 1.2263, grad_norm: 9.3223 2021-07-12 18:53:18,372 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:18:11, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8797, loss_cls: 1.2411, loss: 1.2411, grad_norm: 9.8632 2021-07-12 18:53:30,357 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:17:59, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8867, loss_cls: 1.1970, loss: 1.1970, grad_norm: 9.4434 2021-07-12 18:53:42,038 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:17:47, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8617, loss_cls: 1.2874, loss: 1.2874, grad_norm: 9.5799 2021-07-12 18:53:53,467 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:17:36, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9031, loss_cls: 1.0845, loss: 1.0845, grad_norm: 9.1404 2021-07-12 18:54:04,942 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:17:24, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8938, loss_cls: 1.2452, loss: 1.2452, grad_norm: 9.9118 2021-07-12 18:54:16,321 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:17:12, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2521, loss: 1.2521, grad_norm: 9.7342 2021-07-12 18:54:28,035 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:17:00, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9031, loss_cls: 1.1120, loss: 1.1120, grad_norm: 9.5880 2021-07-12 18:54:39,901 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:16:49, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2329, loss: 1.2329, grad_norm: 9.5146 2021-07-12 18:54:51,935 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:16:37, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.2133, loss: 1.2133, grad_norm: 9.4237 2021-07-12 18:55:03,726 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 2:16:25, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.1378, loss: 1.1378, grad_norm: 9.2489 2021-07-12 18:55:16,320 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 2:16:14, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2275, loss: 1.2275, grad_norm: 9.5990 2021-07-12 18:55:27,575 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 2:16:02, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2104, loss: 1.2104, grad_norm: 9.5787 2021-07-12 18:55:39,034 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 2:15:50, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2268, loss: 1.2268, grad_norm: 9.5147 2021-07-12 18:55:50,290 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 2:15:38, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8867, loss_cls: 1.1612, loss: 1.1612, grad_norm: 9.1716 2021-07-12 18:56:02,722 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 2:15:27, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8914, loss_cls: 1.1669, loss: 1.1669, grad_norm: 9.4220 2021-07-12 18:56:14,038 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 2:15:15, time: 0.566, data_time: 0.006, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.2117, loss: 1.2117, grad_norm: 9.6464 2021-07-12 18:56:26,431 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 2:15:04, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8734, loss_cls: 1.2284, loss: 1.2284, grad_norm: 9.3625 2021-07-12 18:56:38,571 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 2:14:52, time: 0.608, data_time: 0.002, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1923, loss: 1.1923, grad_norm: 9.1187 2021-07-12 18:56:50,899 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 2:14:40, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8742, loss_cls: 1.2381, loss: 1.2381, grad_norm: 9.4291 2021-07-12 18:57:03,119 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 2:14:29, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8852, loss_cls: 1.1650, loss: 1.1650, grad_norm: 9.3180 2021-07-12 18:57:16,026 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 2:14:17, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2686, loss: 1.2686, grad_norm: 9.8219 2021-07-12 18:57:28,485 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 2:14:06, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8922, loss_cls: 1.1904, loss: 1.1904, grad_norm: 9.3965 2021-07-12 18:57:41,212 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 2:13:54, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8984, loss_cls: 1.1804, loss: 1.1804, grad_norm: 9.4333 2021-07-12 18:57:53,966 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 2:13:43, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.2202, loss: 1.2202, grad_norm: 9.4969 2021-07-12 18:58:06,961 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 2:13:32, time: 0.650, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 1.2548, loss: 1.2548, grad_norm: 9.7445 2021-07-12 18:58:19,542 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 2:13:20, time: 0.629, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8859, loss_cls: 1.2045, loss: 1.2045, grad_norm: 9.5822 2021-07-12 18:58:32,787 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 2:13:09, time: 0.662, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.9008, loss_cls: 1.1617, loss: 1.1617, grad_norm: 9.5929 2021-07-12 18:58:44,811 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 2:12:57, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8922, loss_cls: 1.1258, loss: 1.1258, grad_norm: 9.2370 2021-07-12 18:58:57,670 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 2:12:46, time: 0.644, data_time: 0.002, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.2058, loss: 1.2058, grad_norm: 9.8423 2021-07-12 18:59:09,697 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 2:12:34, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8797, loss_cls: 1.3199, loss: 1.3199, grad_norm: 10.2679 2021-07-12 18:59:22,542 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 2:12:23, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8875, loss_cls: 1.1628, loss: 1.1628, grad_norm: 9.4400 2021-07-12 18:59:35,233 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 2:12:11, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.2033, loss: 1.2033, grad_norm: 9.7829 2021-07-12 18:59:47,158 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 2:11:59, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8883, loss_cls: 1.2605, loss: 1.2605, grad_norm: 10.1685 2021-07-12 18:59:59,915 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 2:11:48, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8852, loss_cls: 1.1685, loss: 1.1685, grad_norm: 9.6285 2021-07-12 19:00:12,401 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 2:11:36, time: 0.625, data_time: 0.002, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2438, loss: 1.2438, grad_norm: 9.9262 2021-07-12 19:00:24,861 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 2:11:25, time: 0.623, data_time: 0.002, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2130, loss: 1.2130, grad_norm: 9.4338 2021-07-12 19:00:26,087 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-07-12 19:01:25,182 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 19:01:25,436 - mmaction - INFO - top1_acc 0.4509 top5_acc 0.7441 2021-07-12 19:01:25,436 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 19:01:25,452 - mmaction - INFO - mean_acc 0.4114 2021-07-12 19:01:25,456 - mmaction - INFO - Epoch(val) [40][181] top1_acc: 0.4509, top5_acc: 0.7441, mean_class_accuracy: 0.4114 2021-07-12 19:01:43,172 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 2:11:11, time: 0.885, data_time: 0.203, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9039, loss_cls: 1.1076, loss: 1.1076, grad_norm: 9.0112 2021-07-12 19:01:56,666 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 2:11:00, time: 0.675, data_time: 0.002, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1570, loss: 1.1570, grad_norm: 9.2132 2021-07-12 19:02:09,056 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 2:10:48, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8914, loss_cls: 1.1710, loss: 1.1710, grad_norm: 9.4233 2021-07-12 19:02:22,848 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 2:10:37, time: 0.690, data_time: 0.002, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9141, loss_cls: 1.0872, loss: 1.0872, grad_norm: 9.2479 2021-07-12 19:02:35,718 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 2:10:26, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.1355, loss: 1.1355, grad_norm: 9.1681 2021-07-12 19:02:48,738 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 2:10:14, time: 0.651, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1462, loss: 1.1462, grad_norm: 9.4430 2021-07-12 19:03:00,885 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 2:10:03, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8914, loss_cls: 1.1188, loss: 1.1188, grad_norm: 9.2616 2021-07-12 19:03:13,711 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 2:09:51, time: 0.641, data_time: 0.002, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8938, loss_cls: 1.1364, loss: 1.1364, grad_norm: 9.3579 2021-07-12 19:03:26,820 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 2:09:40, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9062, loss_cls: 1.0910, loss: 1.0910, grad_norm: 9.3821 2021-07-12 19:03:39,998 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 2:09:28, time: 0.659, data_time: 0.002, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8820, loss_cls: 1.2051, loss: 1.2051, grad_norm: 9.3937 2021-07-12 19:03:53,019 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 2:09:17, time: 0.651, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8852, loss_cls: 1.1705, loss: 1.1705, grad_norm: 9.4181 2021-07-12 19:04:05,855 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 2:09:05, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1222, loss: 1.1222, grad_norm: 9.1626 2021-07-12 19:04:18,124 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 2:08:54, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8922, loss_cls: 1.1650, loss: 1.1650, grad_norm: 9.7573 2021-07-12 19:04:30,255 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 2:08:42, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9000, loss_cls: 1.0750, loss: 1.0750, grad_norm: 9.0018 2021-07-12 19:04:43,979 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 2:08:31, time: 0.686, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8922, loss_cls: 1.1318, loss: 1.1318, grad_norm: 9.2648 2021-07-12 19:04:56,206 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 2:08:19, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8953, loss_cls: 1.1107, loss: 1.1107, grad_norm: 9.3102 2021-07-12 19:05:08,321 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 2:08:08, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1453, loss: 1.1453, grad_norm: 9.3457 2021-07-12 19:05:21,126 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 2:07:56, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8820, loss_cls: 1.1529, loss: 1.1529, grad_norm: 9.1694 2021-07-12 19:05:33,650 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 2:07:45, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 1.1601, loss: 1.1601, grad_norm: 9.2041 2021-07-12 19:05:46,210 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 2:07:33, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8820, loss_cls: 1.1834, loss: 1.1834, grad_norm: 9.4610 2021-07-12 19:05:58,595 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 2:07:22, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8961, loss_cls: 1.1285, loss: 1.1285, grad_norm: 9.0714 2021-07-12 19:06:10,812 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 2:07:10, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8852, loss_cls: 1.1723, loss: 1.1723, grad_norm: 9.4443 2021-07-12 19:06:22,750 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 2:06:58, time: 0.599, data_time: 0.070, memory: 7066, top1_acc: 0.6945, top5_acc: 0.9023, loss_cls: 1.1374, loss: 1.1374, grad_norm: 9.3493 2021-07-12 19:06:35,583 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 2:06:47, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1924, loss: 1.1924, grad_norm: 9.4735 2021-07-12 19:06:48,114 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 2:06:35, time: 0.627, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8797, loss_cls: 1.1717, loss: 1.1717, grad_norm: 9.2502 2021-07-12 19:07:00,734 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 2:06:24, time: 0.631, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.8953, loss_cls: 1.0903, loss: 1.0903, grad_norm: 9.0081 2021-07-12 19:07:13,533 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 2:06:12, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8930, loss_cls: 1.1140, loss: 1.1140, grad_norm: 9.2714 2021-07-12 19:07:26,414 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 2:06:01, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8977, loss_cls: 1.1011, loss: 1.1011, grad_norm: 9.2749 2021-07-12 19:07:39,066 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 2:05:49, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8977, loss_cls: 1.1439, loss: 1.1439, grad_norm: 9.2852 2021-07-12 19:07:51,926 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 2:05:38, time: 0.643, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9070, loss_cls: 1.0948, loss: 1.0948, grad_norm: 9.2620 2021-07-12 19:08:04,471 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 2:05:26, time: 0.627, data_time: 0.001, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1426, loss: 1.1426, grad_norm: 9.1961 2021-07-12 19:08:17,369 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 2:05:15, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8977, loss_cls: 1.0880, loss: 1.0880, grad_norm: 8.7710 2021-07-12 19:08:29,117 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 2:05:03, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8984, loss_cls: 1.0993, loss: 1.0993, grad_norm: 9.1220 2021-07-12 19:08:42,016 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 2:04:52, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1279, loss: 1.1279, grad_norm: 9.2476 2021-07-12 19:08:54,423 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 2:04:40, time: 0.621, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9117, loss_cls: 1.0685, loss: 1.0685, grad_norm: 9.2609 2021-07-12 19:09:07,461 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 2:04:29, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 1.1742, loss: 1.1742, grad_norm: 9.6977 2021-07-12 19:09:19,979 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 2:04:17, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0353, loss: 1.0353, grad_norm: 9.1669 2021-07-12 19:09:32,257 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 2:04:06, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9031, loss_cls: 1.1016, loss: 1.1016, grad_norm: 9.4186 2021-07-12 19:09:44,824 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 2:03:54, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.1495, loss: 1.1495, grad_norm: 9.4032 2021-07-12 19:09:57,243 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 2:03:42, time: 0.620, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 1.1553, loss: 1.1553, grad_norm: 9.8101 2021-07-12 19:10:09,782 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 2:03:31, time: 0.626, data_time: 0.002, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1561, loss: 1.1561, grad_norm: 9.4062 2021-07-12 19:10:22,688 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 2:03:19, time: 0.647, data_time: 0.003, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0595, loss: 1.0595, grad_norm: 9.3202 2021-07-12 19:10:34,792 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 2:03:08, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8945, loss_cls: 1.0903, loss: 1.0903, grad_norm: 9.0546 2021-07-12 19:10:47,426 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 2:02:56, time: 0.633, data_time: 0.002, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9047, loss_cls: 1.1114, loss: 1.1114, grad_norm: 9.7184 2021-07-12 19:11:00,321 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 2:02:45, time: 0.643, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.1794, loss: 1.1794, grad_norm: 9.8578 2021-07-12 19:11:13,032 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 2:02:33, time: 0.635, data_time: 0.002, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1691, loss: 1.1691, grad_norm: 9.5914 2021-07-12 19:11:25,279 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 2:02:22, time: 0.613, data_time: 0.003, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9000, loss_cls: 1.0875, loss: 1.0875, grad_norm: 9.2956 2021-07-12 19:11:38,176 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 2:02:10, time: 0.646, data_time: 0.002, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.1166, loss: 1.1166, grad_norm: 9.2976 2021-07-12 19:11:51,180 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 2:01:59, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0531, loss: 1.0531, grad_norm: 9.3036 2021-07-12 19:12:03,959 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 2:01:47, time: 0.639, data_time: 0.003, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 1.0582, loss: 1.0582, grad_norm: 9.0306 2021-07-12 19:12:17,282 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 2:01:36, time: 0.666, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.1317, loss: 1.1317, grad_norm: 9.4719 2021-07-12 19:12:29,811 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 2:01:24, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.1959, loss: 1.1959, grad_norm: 9.8744 2021-07-12 19:12:42,386 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 2:01:13, time: 0.629, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1250, loss: 1.1250, grad_norm: 9.3202 2021-07-12 19:12:54,459 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 2:01:01, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.1141, loss: 1.1141, grad_norm: 9.3932 2021-07-12 19:13:07,405 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 2:00:50, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.7422, top5_acc: 0.8930, loss_cls: 1.0517, loss: 1.0517, grad_norm: 8.8005 2021-07-12 19:13:19,655 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 2:00:38, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8953, loss_cls: 1.1503, loss: 1.1503, grad_norm: 9.7033 2021-07-12 19:13:32,501 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 2:00:26, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8836, loss_cls: 1.1670, loss: 1.1670, grad_norm: 9.6034 2021-07-12 19:13:45,141 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 2:00:15, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8891, loss_cls: 1.1790, loss: 1.1790, grad_norm: 9.4603 2021-07-12 19:13:57,226 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 2:00:03, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.1478, loss: 1.1478, grad_norm: 9.5577 2021-07-12 19:14:09,883 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:59:52, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8883, loss_cls: 1.1148, loss: 1.1148, grad_norm: 9.0886 2021-07-12 19:14:21,779 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:59:40, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9070, loss_cls: 1.1277, loss: 1.1277, grad_norm: 9.6544 2021-07-12 19:14:34,845 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:59:29, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9047, loss_cls: 1.0667, loss: 1.0667, grad_norm: 9.1441 2021-07-12 19:14:46,847 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:59:17, time: 0.601, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8984, loss_cls: 1.0999, loss: 1.0999, grad_norm: 9.5250 2021-07-12 19:14:59,500 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:59:05, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1219, loss: 1.1219, grad_norm: 9.5921 2021-07-12 19:15:11,165 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:58:54, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8977, loss_cls: 1.1424, loss: 1.1424, grad_norm: 9.6257 2021-07-12 19:15:24,155 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:58:42, time: 0.649, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8773, loss_cls: 1.1727, loss: 1.1727, grad_norm: 9.5021 2021-07-12 19:15:36,125 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:58:30, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9086, loss_cls: 1.0709, loss: 1.0709, grad_norm: 9.3665 2021-07-12 19:15:37,351 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-07-12 19:15:54,449 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:58:16, time: 0.840, data_time: 0.183, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8945, loss_cls: 1.1328, loss: 1.1328, grad_norm: 9.4152 2021-07-12 19:16:06,485 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:58:04, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.6859, top5_acc: 0.9000, loss_cls: 1.1624, loss: 1.1624, grad_norm: 9.8305 2021-07-12 19:16:18,992 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:57:53, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9172, loss_cls: 1.0489, loss: 1.0489, grad_norm: 9.3318 2021-07-12 19:16:31,577 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:57:41, time: 0.630, data_time: 0.002, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8922, loss_cls: 1.1176, loss: 1.1176, grad_norm: 9.3295 2021-07-12 19:16:43,388 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:57:30, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8938, loss_cls: 1.1817, loss: 1.1817, grad_norm: 9.8763 2021-07-12 19:16:55,808 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:57:18, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9008, loss_cls: 1.0764, loss: 1.0764, grad_norm: 9.2632 2021-07-12 19:17:08,166 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:57:06, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8977, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.6148 2021-07-12 19:17:20,510 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:56:55, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9008, loss_cls: 1.1132, loss: 1.1132, grad_norm: 9.3845 2021-07-12 19:17:32,725 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:56:43, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9055, loss_cls: 1.0593, loss: 1.0593, grad_norm: 9.1849 2021-07-12 19:17:45,400 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:56:32, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1860, loss: 1.1860, grad_norm: 9.9411 2021-07-12 19:17:56,821 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:56:20, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 1.0400, loss: 1.0400, grad_norm: 9.1024 2021-07-12 19:18:10,100 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:56:08, time: 0.664, data_time: 0.001, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8992, loss_cls: 1.1293, loss: 1.1293, grad_norm: 9.3262 2021-07-12 19:18:22,732 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:55:57, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9023, loss_cls: 1.1078, loss: 1.1078, grad_norm: 9.6725 2021-07-12 19:18:34,984 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:55:45, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9008, loss_cls: 1.1002, loss: 1.1002, grad_norm: 9.2925 2021-07-12 19:18:47,590 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:55:34, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0602, loss: 1.0602, grad_norm: 9.1703 2021-07-12 19:18:59,622 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:55:22, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8969, loss_cls: 1.1158, loss: 1.1158, grad_norm: 9.4600 2021-07-12 19:19:12,145 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:55:10, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9078, loss_cls: 1.0494, loss: 1.0494, grad_norm: 9.0147 2021-07-12 19:19:23,214 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:54:58, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.0928, loss: 1.0928, grad_norm: 9.6161 2021-07-12 19:19:35,524 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:54:47, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8828, loss_cls: 1.1609, loss: 1.1609, grad_norm: 9.4829 2021-07-12 19:19:48,105 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:54:35, time: 0.629, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0872, loss: 1.0872, grad_norm: 9.4302 2021-07-12 19:20:01,024 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:54:24, time: 0.647, data_time: 0.002, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1765, loss: 1.1765, grad_norm: 9.7227 2021-07-12 19:20:13,001 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:54:12, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1604, loss: 1.1604, grad_norm: 9.4324 2021-07-12 19:20:25,348 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:54:00, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 1.0306, loss: 1.0306, grad_norm: 9.3050 2021-07-12 19:20:37,985 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:53:49, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9000, loss_cls: 1.0840, loss: 1.0840, grad_norm: 9.4750 2021-07-12 19:20:49,729 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:53:37, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0841, loss: 1.0841, grad_norm: 9.3245 2021-07-12 19:21:02,524 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:53:26, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.1066, loss: 1.1066, grad_norm: 9.3835 2021-07-12 19:21:15,243 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:53:14, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8945, loss_cls: 1.1511, loss: 1.1511, grad_norm: 9.8477 2021-07-12 19:21:26,969 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:53:02, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1217, loss: 1.1217, grad_norm: 9.5329 2021-07-12 19:21:39,585 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:52:51, time: 0.631, data_time: 0.002, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0921, loss: 1.0921, grad_norm: 9.3918 2021-07-12 19:21:51,784 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:52:39, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8891, loss_cls: 1.1497, loss: 1.1497, grad_norm: 9.8789 2021-07-12 19:22:04,353 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:52:27, time: 0.629, data_time: 0.002, memory: 7066, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1029, loss: 1.1029, grad_norm: 9.6829 2021-07-12 19:22:17,248 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:52:16, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9039, loss_cls: 1.1129, loss: 1.1129, grad_norm: 9.5220 2021-07-12 19:22:29,350 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:52:04, time: 0.605, data_time: 0.002, memory: 7066, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 1.0864, loss: 1.0864, grad_norm: 9.2627 2021-07-12 19:22:41,434 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:51:53, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.1127, loss: 1.1127, grad_norm: 9.5389 2021-07-12 19:22:53,880 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:51:41, time: 0.623, data_time: 0.002, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1157, loss: 1.1157, grad_norm: 9.6095 2021-07-12 19:23:06,197 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:51:29, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0954, loss: 1.0954, grad_norm: 9.5780 2021-07-12 19:23:18,730 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:51:18, time: 0.628, data_time: 0.003, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1273, loss: 1.1273, grad_norm: 9.3487 2021-07-12 19:23:31,111 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:51:06, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9086, loss_cls: 1.0627, loss: 1.0627, grad_norm: 9.1836 2021-07-12 19:23:43,167 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:50:54, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.9125, loss_cls: 1.1006, loss: 1.1006, grad_norm: 9.2950 2021-07-12 19:23:56,039 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:50:43, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8828, loss_cls: 1.1786, loss: 1.1786, grad_norm: 9.2628 2021-07-12 19:24:08,466 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:50:31, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8984, loss_cls: 1.1462, loss: 1.1462, grad_norm: 9.4853 2021-07-12 19:24:19,928 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:50:19, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1301, loss: 1.1301, grad_norm: 9.2763 2021-07-12 19:24:32,075 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:50:08, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9195, loss_cls: 1.0340, loss: 1.0340, grad_norm: 9.1604 2021-07-12 19:24:44,426 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:49:56, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6969, top5_acc: 0.9008, loss_cls: 1.1401, loss: 1.1401, grad_norm: 9.7528 2021-07-12 19:24:57,787 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:49:45, time: 0.668, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 1.0257, loss: 1.0257, grad_norm: 9.3213 2021-07-12 19:25:09,726 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:49:33, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0720, loss: 1.0720, grad_norm: 9.2851 2021-07-12 19:25:22,228 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:49:21, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0419, loss: 1.0419, grad_norm: 9.3223 2021-07-12 19:25:34,468 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:49:10, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0221, loss: 1.0221, grad_norm: 8.9784 2021-07-12 19:25:46,822 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:48:58, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8977, loss_cls: 1.1668, loss: 1.1668, grad_norm: 9.7713 2021-07-12 19:25:58,895 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:48:46, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9047, loss_cls: 1.1139, loss: 1.1139, grad_norm: 9.4410 2021-07-12 19:26:11,212 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:48:35, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8891, loss_cls: 1.0985, loss: 1.0985, grad_norm: 9.2944 2021-07-12 19:26:23,473 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:48:23, time: 0.613, data_time: 0.002, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0651, loss: 1.0651, grad_norm: 9.1536 2021-07-12 19:26:35,298 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:48:11, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9117, loss_cls: 1.0402, loss: 1.0402, grad_norm: 9.2522 2021-07-12 19:26:47,916 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:48:00, time: 0.630, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.0939, loss: 1.0939, grad_norm: 9.3450 2021-07-12 19:27:00,393 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:47:48, time: 0.625, data_time: 0.002, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 1.0200, loss: 1.0200, grad_norm: 9.1563 2021-07-12 19:27:12,756 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:47:37, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9039, loss_cls: 1.0662, loss: 1.0662, grad_norm: 9.2665 2021-07-12 19:27:25,665 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:47:25, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0403, loss: 1.0403, grad_norm: 9.2926 2021-07-12 19:27:37,638 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:47:13, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8992, loss_cls: 1.0767, loss: 1.0767, grad_norm: 9.4695 2021-07-12 19:27:49,468 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:47:02, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9203, loss_cls: 1.0063, loss: 1.0063, grad_norm: 9.0376 2021-07-12 19:28:02,922 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:46:50, time: 0.673, data_time: 0.002, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9023, loss_cls: 1.0533, loss: 1.0533, grad_norm: 9.4427 2021-07-12 19:28:14,874 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:46:38, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9000, loss_cls: 1.0947, loss: 1.0947, grad_norm: 9.6882 2021-07-12 19:28:27,356 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:46:27, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0902, loss: 1.0902, grad_norm: 9.6231 2021-07-12 19:28:39,483 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:46:15, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.1527, loss: 1.1527, grad_norm: 9.7315 2021-07-12 19:28:51,999 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:46:03, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9141, loss_cls: 1.0222, loss: 1.0222, grad_norm: 9.1539 2021-07-12 19:29:03,691 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:45:52, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8930, loss_cls: 1.1046, loss: 1.1046, grad_norm: 9.6742 2021-07-12 19:29:16,121 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:45:40, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9070, loss_cls: 1.0597, loss: 1.0597, grad_norm: 9.3412 2021-07-12 19:29:28,289 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:45:28, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.1030, loss: 1.1030, grad_norm: 9.4730 2021-07-12 19:29:30,108 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-07-12 19:30:28,253 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 19:30:28,406 - mmaction - INFO - top1_acc 0.4594 top5_acc 0.7520 2021-07-12 19:30:28,406 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 19:30:28,417 - mmaction - INFO - mean_acc 0.4185 2021-07-12 19:30:28,706 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-07-12 19:30:28,707 - mmaction - INFO - Best top1_acc is 0.4594 at 42 epoch. 2021-07-12 19:30:28,715 - mmaction - INFO - Epoch(val) [42][181] top1_acc: 0.4594, top5_acc: 0.7520, mean_class_accuracy: 0.4185 2021-07-12 19:30:44,379 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:45:14, time: 0.783, data_time: 0.200, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.1083, loss: 1.1083, grad_norm: 9.8178 2021-07-12 19:30:57,320 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:45:02, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9062, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.5230 2021-07-12 19:31:09,839 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:44:51, time: 0.625, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 1.0918, loss: 1.0918, grad_norm: 9.4772 2021-07-12 19:31:21,457 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:44:39, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 1.1787, loss: 1.1787, grad_norm: 9.7941 2021-07-12 19:31:34,232 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:44:27, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9078, loss_cls: 1.0674, loss: 1.0674, grad_norm: 9.4039 2021-07-12 19:31:47,273 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:44:16, time: 0.652, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9023, loss_cls: 1.1478, loss: 1.1478, grad_norm: 9.8800 2021-07-12 19:31:59,585 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:44:04, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9008, loss_cls: 1.0832, loss: 1.0832, grad_norm: 9.1939 2021-07-12 19:32:11,298 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:43:52, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 1.0926, loss: 1.0926, grad_norm: 9.3903 2021-07-12 19:32:23,666 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:43:41, time: 0.620, data_time: 0.002, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8930, loss_cls: 1.1869, loss: 1.1869, grad_norm: 9.8795 2021-07-12 19:32:35,441 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:43:29, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.8938, loss_cls: 1.1003, loss: 1.1003, grad_norm: 9.2535 2021-07-12 19:32:47,864 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:43:17, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1041, loss: 1.1041, grad_norm: 9.3843 2021-07-12 19:32:59,488 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:43:06, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 1.0084, loss: 1.0084, grad_norm: 9.3720 2021-07-12 19:33:12,130 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:42:54, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 0.9880, loss: 0.9880, grad_norm: 9.1171 2021-07-12 19:33:23,779 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:42:42, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1230, loss: 1.1230, grad_norm: 9.3650 2021-07-12 19:33:36,651 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:42:31, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9016, loss_cls: 1.0755, loss: 1.0755, grad_norm: 9.2706 2021-07-12 19:33:49,041 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:42:19, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1367, loss: 1.1367, grad_norm: 9.7516 2021-07-12 19:34:01,155 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:42:07, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.0996, loss: 1.0996, grad_norm: 9.3951 2021-07-12 19:34:13,633 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:41:56, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.1869, loss: 1.1869, grad_norm: 9.8088 2021-07-12 19:34:25,551 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:41:44, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0907, loss: 1.0907, grad_norm: 9.6751 2021-07-12 19:34:37,793 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:41:32, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9195, loss_cls: 1.0383, loss: 1.0383, grad_norm: 9.2239 2021-07-12 19:34:49,962 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:41:21, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9195, loss_cls: 1.0164, loss: 1.0164, grad_norm: 9.3292 2021-07-12 19:35:03,139 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:41:09, time: 0.659, data_time: 0.001, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9000, loss_cls: 1.1229, loss: 1.1229, grad_norm: 9.4978 2021-07-12 19:35:15,895 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:40:57, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8867, loss_cls: 1.1038, loss: 1.1038, grad_norm: 9.3437 2021-07-12 19:35:27,752 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:40:46, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8914, loss_cls: 1.1128, loss: 1.1128, grad_norm: 9.4216 2021-07-12 19:35:39,303 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:40:34, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8906, loss_cls: 1.1961, loss: 1.1961, grad_norm: 9.7204 2021-07-12 19:35:51,250 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:40:22, time: 0.599, data_time: 0.002, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.0658, loss: 1.0658, grad_norm: 9.4227 2021-07-12 19:36:03,347 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:40:11, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8992, loss_cls: 1.0736, loss: 1.0736, grad_norm: 9.5652 2021-07-12 19:36:15,583 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:39:59, time: 0.612, data_time: 0.002, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9023, loss_cls: 1.0813, loss: 1.0813, grad_norm: 9.3295 2021-07-12 19:36:27,898 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:39:47, time: 0.617, data_time: 0.002, memory: 7066, top1_acc: 0.7492, top5_acc: 0.8914, loss_cls: 1.0719, loss: 1.0719, grad_norm: 9.1071 2021-07-12 19:36:41,245 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:39:36, time: 0.667, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9078, loss_cls: 1.0560, loss: 1.0560, grad_norm: 9.3915 2021-07-12 19:36:52,844 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:39:24, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0423, loss: 1.0423, grad_norm: 9.1277 2021-07-12 19:37:04,692 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:39:12, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9164, loss_cls: 0.9884, loss: 0.9884, grad_norm: 9.3237 2021-07-12 19:37:16,419 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:39:00, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8938, loss_cls: 1.1018, loss: 1.1018, grad_norm: 9.3500 2021-07-12 19:37:28,201 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:38:49, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0901, loss: 1.0901, grad_norm: 9.4681 2021-07-12 19:37:40,681 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:38:37, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1375, loss: 1.1375, grad_norm: 9.7621 2021-07-12 19:37:52,469 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:38:25, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9062, loss_cls: 1.0853, loss: 1.0853, grad_norm: 9.6631 2021-07-12 19:38:05,285 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:38:14, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9039, loss_cls: 1.0633, loss: 1.0633, grad_norm: 9.6365 2021-07-12 19:38:17,026 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:38:02, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 1.0405, loss: 1.0405, grad_norm: 9.2578 2021-07-12 19:38:29,647 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:37:50, time: 0.631, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9102, loss_cls: 1.0772, loss: 1.0772, grad_norm: 9.1755 2021-07-12 19:38:41,024 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:37:38, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8992, loss_cls: 1.0939, loss: 1.0939, grad_norm: 9.6833 2021-07-12 19:38:53,078 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:37:27, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8977, loss_cls: 1.0887, loss: 1.0887, grad_norm: 9.4861 2021-07-12 19:39:04,597 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:37:15, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.1534, loss: 1.1534, grad_norm: 9.6730 2021-07-12 19:39:15,862 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:37:03, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9000, loss_cls: 1.0916, loss: 1.0916, grad_norm: 9.3209 2021-07-12 19:39:28,218 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:36:51, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1384, loss: 1.1384, grad_norm: 9.6947 2021-07-12 19:39:39,904 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:36:40, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8961, loss_cls: 1.1177, loss: 1.1177, grad_norm: 9.6829 2021-07-12 19:39:52,652 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:36:28, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0940, loss: 1.0940, grad_norm: 9.6450 2021-07-12 19:40:04,086 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:36:16, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0732, loss: 1.0732, grad_norm: 9.2781 2021-07-12 19:40:15,931 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:36:04, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9008, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.4925 2021-07-12 19:40:28,048 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:35:53, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1086, loss: 1.1086, grad_norm: 9.6372 2021-07-12 19:40:39,761 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:35:41, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.0848, loss: 1.0848, grad_norm: 9.5059 2021-07-12 19:40:52,353 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:35:29, time: 0.631, data_time: 0.002, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9180, loss_cls: 1.0106, loss: 1.0106, grad_norm: 8.9169 2021-07-12 19:41:03,873 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:35:18, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9086, loss_cls: 1.0310, loss: 1.0310, grad_norm: 9.2976 2021-07-12 19:41:16,186 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:35:06, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1755, loss: 1.1755, grad_norm: 9.7101 2021-07-12 19:41:28,202 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:34:54, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 1.0397, loss: 1.0397, grad_norm: 9.3397 2021-07-12 19:41:39,504 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:34:42, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8930, loss_cls: 1.1407, loss: 1.1407, grad_norm: 9.8297 2021-07-12 19:41:51,113 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:34:30, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.8930, loss_cls: 1.0804, loss: 1.0804, grad_norm: 9.5621 2021-07-12 19:42:03,086 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:34:19, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8773, loss_cls: 1.1661, loss: 1.1661, grad_norm: 9.8819 2021-07-12 19:42:15,995 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:34:07, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 0.9988, loss: 0.9988, grad_norm: 9.0681 2021-07-12 19:42:27,502 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:33:55, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.8992, loss_cls: 1.0407, loss: 1.0407, grad_norm: 9.2994 2021-07-12 19:42:39,734 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:33:44, time: 0.613, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9086, loss_cls: 1.0137, loss: 1.0137, grad_norm: 9.1104 2021-07-12 19:42:51,221 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:33:32, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8961, loss_cls: 1.1153, loss: 1.1153, grad_norm: 9.6659 2021-07-12 19:43:03,341 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:33:20, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9039, loss_cls: 1.0562, loss: 1.0562, grad_norm: 9.3292 2021-07-12 19:43:14,666 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:33:08, time: 0.567, data_time: 0.003, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9148, loss_cls: 1.0416, loss: 1.0416, grad_norm: 9.5141 2021-07-12 19:43:26,178 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:32:57, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.0919, loss: 1.0919, grad_norm: 9.6866 2021-07-12 19:43:38,069 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:32:45, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8930, loss_cls: 1.0900, loss: 1.0900, grad_norm: 9.5368 2021-07-12 19:43:50,020 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:32:33, time: 0.599, data_time: 0.003, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0855, loss: 1.0855, grad_norm: 9.5109 2021-07-12 19:44:02,333 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:32:21, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 0.9986, loss: 0.9986, grad_norm: 9.1220 2021-07-12 19:44:03,710 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-07-12 19:44:20,523 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:32:07, time: 0.823, data_time: 0.344, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8859, loss_cls: 1.1344, loss: 1.1344, grad_norm: 9.5793 2021-07-12 19:44:32,722 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:31:55, time: 0.612, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8953, loss_cls: 1.1183, loss: 1.1183, grad_norm: 9.5358 2021-07-12 19:44:44,876 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:31:44, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.8945, loss_cls: 1.1000, loss: 1.1000, grad_norm: 9.4777 2021-07-12 19:44:57,152 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:31:32, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9086, loss_cls: 1.0357, loss: 1.0357, grad_norm: 9.2530 2021-07-12 19:45:08,801 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:31:20, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8992, loss_cls: 1.1120, loss: 1.1120, grad_norm: 9.7999 2021-07-12 19:45:21,234 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:31:08, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9086, loss_cls: 1.0843, loss: 1.0843, grad_norm: 9.5328 2021-07-12 19:45:33,454 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:30:57, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.1102, loss: 1.1102, grad_norm: 9.5922 2021-07-12 19:45:44,935 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:30:45, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8930, loss_cls: 1.1275, loss: 1.1275, grad_norm: 9.4679 2021-07-12 19:45:58,042 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:30:33, time: 0.655, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9117, loss_cls: 1.0645, loss: 1.0645, grad_norm: 9.6658 2021-07-12 19:46:10,163 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:30:22, time: 0.607, data_time: 0.002, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 1.1289, loss: 1.1289, grad_norm: 9.6203 2021-07-12 19:46:21,706 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:30:10, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1327, loss: 1.1327, grad_norm: 9.4824 2021-07-12 19:46:33,423 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:29:58, time: 0.587, data_time: 0.002, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.0896, loss: 1.0896, grad_norm: 9.9032 2021-07-12 19:46:45,496 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:29:46, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9023, loss_cls: 1.0798, loss: 1.0798, grad_norm: 9.5300 2021-07-12 19:46:57,473 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:29:35, time: 0.600, data_time: 0.002, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 1.0476, loss: 1.0476, grad_norm: 9.3313 2021-07-12 19:47:09,234 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:29:23, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8984, loss_cls: 1.1156, loss: 1.1156, grad_norm: 9.7976 2021-07-12 19:47:21,455 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:29:11, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.1875, loss: 1.1875, grad_norm: 10.0673 2021-07-12 19:47:33,150 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:28:59, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8883, loss_cls: 1.1160, loss: 1.1160, grad_norm: 9.5571 2021-07-12 19:47:45,638 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:28:48, time: 0.625, data_time: 0.002, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 0.9837, loss: 0.9837, grad_norm: 9.1575 2021-07-12 19:47:57,209 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:28:36, time: 0.579, data_time: 0.002, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.1287, loss: 1.1287, grad_norm: 9.3555 2021-07-12 19:48:09,752 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:28:24, time: 0.628, data_time: 0.002, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9070, loss_cls: 1.1110, loss: 1.1110, grad_norm: 9.4832 2021-07-12 19:48:21,967 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:28:13, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9008, loss_cls: 1.1121, loss: 1.1121, grad_norm: 9.7801 2021-07-12 19:48:33,309 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:28:01, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9808, loss: 0.9808, grad_norm: 9.3236 2021-07-12 19:48:45,007 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:27:49, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1108, loss: 1.1108, grad_norm: 9.8496 2021-07-12 19:48:57,671 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:27:37, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8953, loss_cls: 1.0937, loss: 1.0937, grad_norm: 9.7799 2021-07-12 19:49:09,945 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:27:26, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0414, loss: 1.0414, grad_norm: 9.1603 2021-07-12 19:49:22,291 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:27:14, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9016, loss_cls: 1.0748, loss: 1.0748, grad_norm: 9.3864 2021-07-12 19:49:33,929 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:27:02, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8992, loss_cls: 1.0880, loss: 1.0880, grad_norm: 9.6104 2021-07-12 19:49:45,488 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:26:50, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 1.0148, loss: 1.0148, grad_norm: 9.2456 2021-07-12 19:49:57,590 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:26:39, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9070, loss_cls: 1.0762, loss: 1.0762, grad_norm: 9.6436 2021-07-12 19:50:09,039 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:26:27, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 1.0837, loss: 1.0837, grad_norm: 9.5806 2021-07-12 19:50:20,750 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:26:15, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8930, loss_cls: 1.1049, loss: 1.1049, grad_norm: 9.6660 2021-07-12 19:50:33,404 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:26:03, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.1413, loss: 1.1413, grad_norm: 10.0487 2021-07-12 19:50:45,223 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:25:52, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8930, loss_cls: 1.1203, loss: 1.1203, grad_norm: 9.7355 2021-07-12 19:50:55,920 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:25:40, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9117, loss_cls: 1.0927, loss: 1.0927, grad_norm: 9.4340 2021-07-12 19:51:08,469 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:25:28, time: 0.627, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9062, loss_cls: 1.0396, loss: 1.0396, grad_norm: 9.3258 2021-07-12 19:51:19,465 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:25:16, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0381, loss: 1.0381, grad_norm: 9.3831 2021-07-12 19:51:31,388 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:25:04, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0421, loss: 1.0421, grad_norm: 9.5772 2021-07-12 19:51:42,825 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:24:53, time: 0.572, data_time: 0.002, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 1.0384, loss: 1.0384, grad_norm: 9.7634 2021-07-12 19:51:54,542 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:24:41, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9156, loss_cls: 1.0465, loss: 1.0465, grad_norm: 9.4145 2021-07-12 19:52:06,445 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:24:29, time: 0.595, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8992, loss_cls: 1.0741, loss: 1.0741, grad_norm: 9.3526 2021-07-12 19:52:17,969 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:24:17, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9055, loss_cls: 1.0462, loss: 1.0462, grad_norm: 9.5221 2021-07-12 19:52:30,300 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:24:06, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1038, loss: 1.1038, grad_norm: 9.6558 2021-07-12 19:52:41,955 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:23:54, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9086, loss_cls: 1.0703, loss: 1.0703, grad_norm: 9.8690 2021-07-12 19:52:53,046 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:23:42, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.0652, loss: 1.0652, grad_norm: 9.3832 2021-07-12 19:53:04,647 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:23:30, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9047, loss_cls: 1.0755, loss: 1.0755, grad_norm: 9.7155 2021-07-12 19:53:16,839 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:23:18, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9008, loss_cls: 1.0981, loss: 1.0981, grad_norm: 9.8376 2021-07-12 19:53:29,151 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:23:07, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9023, loss_cls: 1.0210, loss: 1.0210, grad_norm: 9.3422 2021-07-12 19:53:40,902 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:22:55, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9141, loss_cls: 1.0222, loss: 1.0222, grad_norm: 9.3825 2021-07-12 19:53:52,645 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:22:43, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.1037, loss: 1.1037, grad_norm: 9.8906 2021-07-12 19:54:05,135 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:22:32, time: 0.626, data_time: 0.002, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9125, loss_cls: 1.0555, loss: 1.0555, grad_norm: 9.4757 2021-07-12 19:54:16,742 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:22:20, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9148, loss_cls: 1.0274, loss: 1.0274, grad_norm: 9.6318 2021-07-12 19:54:28,223 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:22:08, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9047, loss_cls: 1.0151, loss: 1.0151, grad_norm: 9.1600 2021-07-12 19:54:40,410 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:21:56, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1257, loss: 1.1257, grad_norm: 9.7850 2021-07-12 19:54:52,299 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:21:44, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.1100, loss: 1.1100, grad_norm: 9.7187 2021-07-12 19:55:03,826 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:21:33, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8992, loss_cls: 1.1085, loss: 1.1085, grad_norm: 9.7508 2021-07-12 19:55:15,830 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:21:21, time: 0.601, data_time: 0.002, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8906, loss_cls: 1.1220, loss: 1.1220, grad_norm: 9.6378 2021-07-12 19:55:27,774 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:21:09, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0391, loss: 1.0391, grad_norm: 9.3687 2021-07-12 19:55:39,895 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:20:57, time: 0.606, data_time: 0.002, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8898, loss_cls: 1.1778, loss: 1.1778, grad_norm: 10.0349 2021-07-12 19:55:51,986 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:20:46, time: 0.605, data_time: 0.002, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9055, loss_cls: 1.0700, loss: 1.0700, grad_norm: 9.4777 2021-07-12 19:56:03,779 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:20:34, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0339, loss: 1.0339, grad_norm: 9.7751 2021-07-12 19:56:15,217 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:20:22, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8938, loss_cls: 1.1426, loss: 1.1426, grad_norm: 10.0358 2021-07-12 19:56:26,965 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:20:10, time: 0.589, data_time: 0.002, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1654, loss: 1.1654, grad_norm: 9.9746 2021-07-12 19:56:39,631 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:19:59, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.0552, loss: 1.0552, grad_norm: 9.6430 2021-07-12 19:56:52,063 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:19:47, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.8961, loss_cls: 1.0931, loss: 1.0931, grad_norm: 9.8313 2021-07-12 19:57:03,816 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:19:35, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9094, loss_cls: 1.0554, loss: 1.0554, grad_norm: 9.7234 2021-07-12 19:57:15,627 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:19:24, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.1045, loss: 1.1045, grad_norm: 9.8732 2021-07-12 19:57:27,448 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:19:12, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.1107, loss: 1.1107, grad_norm: 9.7160 2021-07-12 19:57:28,714 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-07-12 19:58:26,505 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 19:58:26,754 - mmaction - INFO - top1_acc 0.4570 top5_acc 0.7500 2021-07-12 19:58:26,754 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 19:58:26,769 - mmaction - INFO - mean_acc 0.4184 2021-07-12 19:58:26,773 - mmaction - INFO - Epoch(val) [44][181] top1_acc: 0.4570, top5_acc: 0.7500, mean_class_accuracy: 0.4184 2021-07-12 19:58:43,466 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:18:57, time: 0.834, data_time: 0.261, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8891, loss_cls: 1.1227, loss: 1.1227, grad_norm: 9.5717 2021-07-12 19:58:55,934 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:18:46, time: 0.623, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9141, loss_cls: 1.0180, loss: 1.0180, grad_norm: 9.2445 2021-07-12 19:59:08,661 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:18:34, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9078, loss_cls: 1.0661, loss: 1.0661, grad_norm: 9.6164 2021-07-12 19:59:21,531 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:18:22, time: 0.644, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0477, loss: 1.0477, grad_norm: 9.3380 2021-07-12 19:59:32,519 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:18:10, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1768, loss: 1.1768, grad_norm: 9.9843 2021-07-12 19:59:45,352 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:17:59, time: 0.642, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.8984, loss_cls: 1.0683, loss: 1.0683, grad_norm: 9.5471 2021-07-12 19:59:58,313 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:17:47, time: 0.648, data_time: 0.002, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0868, loss: 1.0868, grad_norm: 9.4294 2021-07-12 20:00:11,257 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:17:36, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9008, loss_cls: 1.0802, loss: 1.0802, grad_norm: 9.2732 2021-07-12 20:00:23,180 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:17:24, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1210, loss: 1.1210, grad_norm: 9.5881 2021-07-12 20:00:35,972 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:17:12, time: 0.640, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8945, loss_cls: 1.1158, loss: 1.1158, grad_norm: 9.6630 2021-07-12 20:00:48,785 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:17:01, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0119, loss: 1.0119, grad_norm: 9.4013 2021-07-12 20:01:00,450 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:16:49, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8953, loss_cls: 1.1020, loss: 1.1020, grad_norm: 9.4533 2021-07-12 20:01:13,129 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:16:37, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9016, loss_cls: 1.0321, loss: 1.0321, grad_norm: 9.2803 2021-07-12 20:01:25,240 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:16:25, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0662, loss: 1.0662, grad_norm: 9.5511 2021-07-12 20:01:37,351 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:16:14, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0631, loss: 1.0631, grad_norm: 9.6043 2021-07-12 20:01:49,205 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:16:02, time: 0.594, data_time: 0.002, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0261, loss: 1.0261, grad_norm: 9.1773 2021-07-12 20:02:01,753 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:15:50, time: 0.627, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9070, loss_cls: 1.0566, loss: 1.0566, grad_norm: 9.5773 2021-07-12 20:02:14,180 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:15:39, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9039, loss_cls: 1.0928, loss: 1.0928, grad_norm: 9.6803 2021-07-12 20:02:25,488 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:15:27, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8945, loss_cls: 1.1066, loss: 1.1066, grad_norm: 9.6989 2021-07-12 20:02:37,745 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:15:15, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9180, loss_cls: 1.0106, loss: 1.0106, grad_norm: 9.4000 2021-07-12 20:02:49,259 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:15:03, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8945, loss_cls: 1.0764, loss: 1.0764, grad_norm: 9.6227 2021-07-12 20:03:01,369 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:14:51, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8836, loss_cls: 1.1540, loss: 1.1540, grad_norm: 9.7529 2021-07-12 20:03:13,401 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:14:40, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0848, loss: 1.0848, grad_norm: 9.9595 2021-07-12 20:03:25,117 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:14:28, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0311, loss: 1.0311, grad_norm: 9.5333 2021-07-12 20:03:37,604 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:14:16, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0574, loss: 1.0574, grad_norm: 9.5320 2021-07-12 20:03:49,462 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:14:05, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9055, loss_cls: 1.0591, loss: 1.0591, grad_norm: 9.3546 2021-07-12 20:04:01,024 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:13:53, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0312, loss: 1.0312, grad_norm: 9.4489 2021-07-12 20:04:12,864 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:13:41, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9000, loss_cls: 1.0664, loss: 1.0664, grad_norm: 9.7168 2021-07-12 20:04:24,174 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:13:29, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9078, loss_cls: 1.0555, loss: 1.0555, grad_norm: 9.5365 2021-07-12 20:04:36,439 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:13:17, time: 0.614, data_time: 0.002, memory: 7066, top1_acc: 0.7289, top5_acc: 0.8984, loss_cls: 1.0689, loss: 1.0689, grad_norm: 9.6807 2021-07-12 20:04:47,979 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:13:06, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0822, loss: 1.0822, grad_norm: 9.5126 2021-07-12 20:05:00,526 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:12:54, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9039, loss_cls: 1.0956, loss: 1.0956, grad_norm: 9.8521 2021-07-12 20:05:12,366 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:12:42, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9214, loss: 0.9214, grad_norm: 8.7793 2021-07-12 20:05:24,607 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:12:30, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0209, loss: 1.0209, grad_norm: 9.2648 2021-07-12 20:05:36,799 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:12:19, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9117, loss_cls: 1.0316, loss: 1.0316, grad_norm: 9.5564 2021-07-12 20:05:48,487 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:12:07, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.0620, loss: 1.0620, grad_norm: 9.4272 2021-07-12 20:06:00,195 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:11:55, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9031, loss_cls: 1.0831, loss: 1.0831, grad_norm: 9.3768 2021-07-12 20:06:12,426 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:11:43, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9016, loss_cls: 1.0816, loss: 1.0816, grad_norm: 9.7779 2021-07-12 20:06:25,100 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:11:32, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.0906, loss: 1.0906, grad_norm: 9.5560 2021-07-12 20:06:36,610 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:11:20, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0786, loss: 1.0786, grad_norm: 9.3963 2021-07-12 20:06:48,728 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:11:08, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0487, loss: 1.0487, grad_norm: 9.3830 2021-07-12 20:07:00,620 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:10:56, time: 0.596, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9039, loss_cls: 1.0866, loss: 1.0866, grad_norm: 10.0720 2021-07-12 20:07:12,630 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:10:45, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8883, loss_cls: 1.1543, loss: 1.1543, grad_norm: 9.7896 2021-07-12 20:07:24,855 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:10:33, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9047, loss_cls: 1.0605, loss: 1.0605, grad_norm: 9.4390 2021-07-12 20:07:37,123 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:10:21, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.1080, loss: 1.1080, grad_norm: 9.1526 2021-07-12 20:07:49,120 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:10:10, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1717, loss: 1.1717, grad_norm: 9.8090 2021-07-12 20:08:00,767 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:09:58, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.0798, loss: 1.0798, grad_norm: 9.6329 2021-07-12 20:08:12,333 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:09:46, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9156, loss_cls: 0.9864, loss: 0.9864, grad_norm: 9.2532 2021-07-12 20:08:23,996 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:09:34, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 1.0879, loss: 1.0879, grad_norm: 9.6129 2021-07-12 20:08:35,998 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:09:22, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.1096, loss: 1.1096, grad_norm: 9.9048 2021-07-12 20:08:48,416 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:09:11, time: 0.622, data_time: 0.002, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9133, loss_cls: 1.0050, loss: 1.0050, grad_norm: 9.3507 2021-07-12 20:09:00,431 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:08:59, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9086, loss_cls: 1.0538, loss: 1.0538, grad_norm: 9.5714 2021-07-12 20:09:12,320 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:08:47, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.0477, loss: 1.0477, grad_norm: 9.6486 2021-07-12 20:09:23,853 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:08:35, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9117, loss_cls: 1.0513, loss: 1.0513, grad_norm: 9.5844 2021-07-12 20:09:36,003 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:08:24, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.0640, loss: 1.0640, grad_norm: 9.4788 2021-07-12 20:09:48,176 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:08:12, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0569, loss: 1.0569, grad_norm: 9.6252 2021-07-12 20:10:00,539 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:08:00, time: 0.618, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9086, loss_cls: 1.0612, loss: 1.0612, grad_norm: 9.7819 2021-07-12 20:10:11,750 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:07:48, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 1.0635, loss: 1.0635, grad_norm: 9.6076 2021-07-12 20:10:23,711 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:07:37, time: 0.599, data_time: 0.002, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0709, loss: 1.0709, grad_norm: 9.5002 2021-07-12 20:10:35,674 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:07:25, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1135, loss: 1.1135, grad_norm: 9.5629 2021-07-12 20:10:47,923 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:07:13, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8898, loss_cls: 1.1193, loss: 1.1193, grad_norm: 9.8101 2021-07-12 20:11:00,248 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:07:01, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9070, loss_cls: 1.0433, loss: 1.0433, grad_norm: 9.5516 2021-07-12 20:11:11,369 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:06:50, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8906, loss_cls: 1.1328, loss: 1.1328, grad_norm: 10.1646 2021-07-12 20:11:23,857 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:06:38, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8922, loss_cls: 1.1272, loss: 1.1272, grad_norm: 9.9007 2021-07-12 20:11:35,859 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:06:26, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8883, loss_cls: 1.1558, loss: 1.1558, grad_norm: 9.8557 2021-07-12 20:11:47,522 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:06:14, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9062, loss_cls: 1.0835, loss: 1.0835, grad_norm: 9.6411 2021-07-12 20:11:59,222 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:06:03, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9055, loss_cls: 1.0403, loss: 1.0403, grad_norm: 9.5939 2021-07-12 20:12:00,619 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-07-12 20:12:16,393 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 1:05:48, time: 0.774, data_time: 0.203, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0336, loss: 1.0336, grad_norm: 9.4705 2021-07-12 20:12:29,332 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 1:05:36, time: 0.647, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0654, loss: 1.0654, grad_norm: 9.5040 2021-07-12 20:12:41,326 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 1:05:24, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0560, loss: 1.0560, grad_norm: 9.5622 2021-07-12 20:12:53,107 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 1:05:13, time: 0.588, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.0929, loss: 1.0929, grad_norm: 9.2472 2021-07-12 20:13:05,406 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 1:05:01, time: 0.616, data_time: 0.002, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0686, loss: 1.0686, grad_norm: 9.4019 2021-07-12 20:13:17,824 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 1:04:49, time: 0.621, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 1.0802, loss: 1.0802, grad_norm: 9.7324 2021-07-12 20:13:29,650 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 1:04:37, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9219, loss_cls: 1.0234, loss: 1.0234, grad_norm: 9.4470 2021-07-12 20:13:41,936 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 1:04:26, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.9953, loss: 0.9953, grad_norm: 9.3721 2021-07-12 20:13:53,853 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 1:04:14, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8867, loss_cls: 1.1522, loss: 1.1522, grad_norm: 9.8023 2021-07-12 20:14:05,680 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 1:04:02, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9109, loss_cls: 1.0432, loss: 1.0432, grad_norm: 9.4038 2021-07-12 20:14:18,194 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 1:03:51, time: 0.626, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8938, loss_cls: 1.1148, loss: 1.1148, grad_norm: 10.0234 2021-07-12 20:14:30,456 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 1:03:39, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0604, loss: 1.0604, grad_norm: 9.6552 2021-07-12 20:14:43,244 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 1:03:27, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1210, loss: 1.1210, grad_norm: 9.5707 2021-07-12 20:14:54,536 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 1:03:15, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.8984, loss_cls: 1.0689, loss: 1.0689, grad_norm: 9.5058 2021-07-12 20:15:05,983 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 1:03:03, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.0921, loss: 1.0921, grad_norm: 9.6991 2021-07-12 20:15:17,780 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 1:02:52, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8922, loss_cls: 1.1520, loss: 1.1520, grad_norm: 9.9157 2021-07-12 20:15:30,119 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 1:02:40, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9297, loss_cls: 0.9631, loss: 0.9631, grad_norm: 9.3357 2021-07-12 20:15:42,039 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 1:02:28, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9102, loss_cls: 1.0357, loss: 1.0357, grad_norm: 9.3674 2021-07-12 20:15:53,693 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 1:02:16, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 1.0476, loss: 1.0476, grad_norm: 9.5512 2021-07-12 20:16:06,407 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 1:02:05, time: 0.636, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0525, loss: 1.0525, grad_norm: 9.4005 2021-07-12 20:16:17,791 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 1:01:53, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8992, loss_cls: 1.0982, loss: 1.0982, grad_norm: 9.6980 2021-07-12 20:16:30,593 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 1:01:41, time: 0.641, data_time: 0.002, memory: 7066, top1_acc: 0.7234, top5_acc: 0.8977, loss_cls: 1.0564, loss: 1.0564, grad_norm: 9.4157 2021-07-12 20:16:42,133 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 1:01:29, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.9981, loss: 0.9981, grad_norm: 8.9556 2021-07-12 20:16:54,158 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 1:01:18, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 1.0524, loss: 1.0524, grad_norm: 9.4939 2021-07-12 20:17:06,971 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 1:01:06, time: 0.641, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9031, loss_cls: 1.1216, loss: 1.1216, grad_norm: 9.7585 2021-07-12 20:17:18,651 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 1:00:54, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9117, loss_cls: 1.0231, loss: 1.0231, grad_norm: 9.5399 2021-07-12 20:17:31,041 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 1:00:43, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1100, loss: 1.1100, grad_norm: 9.7948 2021-07-12 20:17:42,886 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 1:00:31, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.8938, loss_cls: 1.0825, loss: 1.0825, grad_norm: 9.5950 2021-07-12 20:17:55,621 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 1:00:19, time: 0.637, data_time: 0.001, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0405, loss: 1.0405, grad_norm: 9.1515 2021-07-12 20:18:07,479 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 1:00:07, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.0740, loss: 1.0740, grad_norm: 9.4531 2021-07-12 20:18:19,740 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:59:56, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9102, loss_cls: 1.0283, loss: 1.0283, grad_norm: 9.2305 2021-07-12 20:18:32,222 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:59:44, time: 0.624, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 1.0827, loss: 1.0827, grad_norm: 9.7271 2021-07-12 20:18:43,759 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:59:32, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9070, loss_cls: 1.0985, loss: 1.0985, grad_norm: 9.8016 2021-07-12 20:18:55,199 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:59:20, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9086, loss_cls: 1.0837, loss: 1.0837, grad_norm: 9.6659 2021-07-12 20:19:06,887 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:59:08, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9023, loss_cls: 1.0701, loss: 1.0701, grad_norm: 9.6437 2021-07-12 20:19:18,310 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:58:57, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0710, loss: 1.0710, grad_norm: 9.4476 2021-07-12 20:19:30,036 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:58:45, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0744, loss: 1.0744, grad_norm: 9.7646 2021-07-12 20:19:41,878 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:58:33, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9023, loss_cls: 1.0891, loss: 1.0891, grad_norm: 9.9355 2021-07-12 20:19:54,147 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:58:21, time: 0.613, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9031, loss_cls: 1.0746, loss: 1.0746, grad_norm: 9.4686 2021-07-12 20:20:05,597 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:58:10, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0553, loss: 1.0553, grad_norm: 9.6979 2021-07-12 20:20:17,218 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:57:58, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9031, loss_cls: 1.0469, loss: 1.0469, grad_norm: 9.3438 2021-07-12 20:20:29,057 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:57:46, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 1.1110, loss: 1.1110, grad_norm: 9.6925 2021-07-12 20:20:40,684 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:57:34, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.1215, loss: 1.1215, grad_norm: 9.8173 2021-07-12 20:20:53,063 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:57:22, time: 0.619, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0500, loss: 1.0500, grad_norm: 9.4811 2021-07-12 20:21:04,919 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:57:11, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8945, loss_cls: 1.1292, loss: 1.1292, grad_norm: 9.7714 2021-07-12 20:21:16,712 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:56:59, time: 0.591, data_time: 0.002, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8945, loss_cls: 1.0994, loss: 1.0994, grad_norm: 9.9199 2021-07-12 20:21:27,372 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:56:47, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9008, loss_cls: 1.0575, loss: 1.0575, grad_norm: 9.2773 2021-07-12 20:21:39,596 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:56:35, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1070, loss: 1.1070, grad_norm: 9.8676 2021-07-12 20:21:50,821 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:56:23, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 1.0865, loss: 1.0865, grad_norm: 9.8630 2021-07-12 20:22:02,977 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:56:12, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9133, loss_cls: 1.0246, loss: 1.0246, grad_norm: 9.6205 2021-07-12 20:22:14,389 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:56:00, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9016, loss_cls: 1.0178, loss: 1.0178, grad_norm: 9.4247 2021-07-12 20:22:26,310 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:55:48, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9548, loss: 0.9548, grad_norm: 9.2168 2021-07-12 20:22:38,136 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:55:36, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9141, loss_cls: 1.0366, loss: 1.0366, grad_norm: 9.6370 2021-07-12 20:22:49,360 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:55:24, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9055, loss_cls: 1.0783, loss: 1.0783, grad_norm: 9.7676 2021-07-12 20:23:00,786 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:55:13, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9696, loss: 0.9696, grad_norm: 9.4334 2021-07-12 20:23:12,403 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:55:01, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9211, loss_cls: 1.0151, loss: 1.0151, grad_norm: 9.7447 2021-07-12 20:23:24,342 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:54:49, time: 0.596, data_time: 0.023, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9094, loss_cls: 1.0060, loss: 1.0060, grad_norm: 9.3101 2021-07-12 20:23:35,674 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:54:37, time: 0.567, data_time: 0.002, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9039, loss_cls: 1.0540, loss: 1.0540, grad_norm: 9.4294 2021-07-12 20:23:47,028 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:54:25, time: 0.568, data_time: 0.081, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9047, loss_cls: 1.0621, loss: 1.0621, grad_norm: 9.6423 2021-07-12 20:23:59,019 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:54:14, time: 0.600, data_time: 0.060, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9227, loss_cls: 1.0050, loss: 1.0050, grad_norm: 9.4218 2021-07-12 20:24:11,072 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:54:02, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1554, loss: 1.1554, grad_norm: 10.0405 2021-07-12 20:24:23,151 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:53:50, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.8984, loss_cls: 1.0475, loss: 1.0475, grad_norm: 9.5933 2021-07-12 20:24:34,359 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:53:38, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.8961, loss_cls: 1.0552, loss: 1.0552, grad_norm: 9.6987 2021-07-12 20:24:45,533 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:53:27, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9055, loss_cls: 1.0441, loss: 1.0441, grad_norm: 9.6515 2021-07-12 20:24:56,991 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:53:15, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 1.0675, loss: 1.0675, grad_norm: 9.7039 2021-07-12 20:25:09,114 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:53:03, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9102, loss_cls: 1.0264, loss: 1.0264, grad_norm: 9.6714 2021-07-12 20:25:20,739 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:52:51, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0387, loss: 1.0387, grad_norm: 9.6436 2021-07-12 20:25:21,997 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-07-12 20:26:19,232 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 20:26:19,373 - mmaction - INFO - top1_acc 0.4602 top5_acc 0.7536 2021-07-12 20:26:19,373 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 20:26:19,383 - mmaction - INFO - mean_acc 0.4189 2021-07-12 20:26:19,657 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-07-12 20:26:19,657 - mmaction - INFO - Best top1_acc is 0.4602 at 46 epoch. 2021-07-12 20:26:19,665 - mmaction - INFO - Epoch(val) [46][181] top1_acc: 0.4602, top5_acc: 0.7536, mean_class_accuracy: 0.4189 2021-07-12 20:26:34,737 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:52:36, time: 0.753, data_time: 0.395, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9102, loss_cls: 1.0660, loss: 1.0660, grad_norm: 9.7882 2021-07-12 20:26:46,303 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:52:25, time: 0.578, data_time: 0.007, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0322, loss: 1.0322, grad_norm: 9.5331 2021-07-12 20:26:57,776 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:52:13, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1292, loss: 1.1292, grad_norm: 9.8911 2021-07-12 20:27:09,938 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:52:01, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0064, loss: 1.0064, grad_norm: 9.3404 2021-07-12 20:27:21,034 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:51:49, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9102, loss_cls: 1.0169, loss: 1.0169, grad_norm: 9.6943 2021-07-12 20:27:33,013 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:51:38, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8992, loss_cls: 1.0853, loss: 1.0853, grad_norm: 9.7610 2021-07-12 20:27:44,902 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:51:26, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 1.0277, loss: 1.0277, grad_norm: 9.5088 2021-07-12 20:27:56,854 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:51:14, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9039, loss_cls: 1.0858, loss: 1.0858, grad_norm: 9.6597 2021-07-12 20:28:08,070 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:51:02, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9172, loss_cls: 0.9639, loss: 0.9639, grad_norm: 9.4119 2021-07-12 20:28:20,057 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:50:50, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9008, loss_cls: 1.0772, loss: 1.0772, grad_norm: 9.8211 2021-07-12 20:28:31,701 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:50:39, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 1.0871, loss: 1.0871, grad_norm: 9.5724 2021-07-12 20:28:43,484 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:50:27, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8977, loss_cls: 1.0875, loss: 1.0875, grad_norm: 9.5994 2021-07-12 20:28:55,631 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:50:15, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 0.9890, loss: 0.9890, grad_norm: 8.9845 2021-07-12 20:29:07,412 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:50:03, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9117, loss_cls: 1.0486, loss: 1.0486, grad_norm: 9.9155 2021-07-12 20:29:18,446 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:49:51, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.1886, loss: 1.1886, grad_norm: 10.1932 2021-07-12 20:29:30,223 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:49:40, time: 0.589, data_time: 0.002, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0229, loss: 1.0229, grad_norm: 9.6480 2021-07-12 20:29:41,717 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:49:28, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0260, loss: 1.0260, grad_norm: 9.4414 2021-07-12 20:29:53,428 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:49:16, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0261, loss: 1.0261, grad_norm: 9.5771 2021-07-12 20:30:04,869 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:49:04, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0314, loss: 1.0314, grad_norm: 9.5508 2021-07-12 20:30:17,436 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:48:53, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8930, loss_cls: 1.1695, loss: 1.1695, grad_norm: 9.8922 2021-07-12 20:30:29,093 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:48:41, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0328, loss: 1.0328, grad_norm: 9.5088 2021-07-12 20:30:40,261 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:48:29, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8969, loss_cls: 1.0749, loss: 1.0749, grad_norm: 9.8614 2021-07-12 20:30:52,155 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:48:17, time: 0.594, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9031, loss_cls: 1.0672, loss: 1.0672, grad_norm: 9.6923 2021-07-12 20:31:03,538 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:48:05, time: 0.569, data_time: 0.002, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9102, loss_cls: 0.9881, loss: 0.9881, grad_norm: 9.0525 2021-07-12 20:31:15,232 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:47:54, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8852, loss_cls: 1.1345, loss: 1.1345, grad_norm: 10.0822 2021-07-12 20:31:25,962 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:47:42, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8938, loss_cls: 1.0922, loss: 1.0922, grad_norm: 9.6370 2021-07-12 20:31:38,109 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:47:30, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 1.1004, loss: 1.1004, grad_norm: 9.9269 2021-07-12 20:31:49,804 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:47:18, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 1.0256, loss: 1.0256, grad_norm: 9.4097 2021-07-12 20:32:02,075 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:47:06, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9148, loss_cls: 1.0190, loss: 1.0190, grad_norm: 9.8265 2021-07-12 20:32:13,760 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:46:55, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9687, loss: 0.9687, grad_norm: 9.2587 2021-07-12 20:32:25,591 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:46:43, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0656, loss: 1.0656, grad_norm: 9.7008 2021-07-12 20:32:37,451 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:46:31, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8914, loss_cls: 1.1114, loss: 1.1114, grad_norm: 9.8114 2021-07-12 20:32:49,054 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:46:19, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9016, loss_cls: 1.0557, loss: 1.0557, grad_norm: 9.7531 2021-07-12 20:33:00,653 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:46:08, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9070, loss_cls: 1.0659, loss: 1.0659, grad_norm: 9.3788 2021-07-12 20:33:12,308 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:45:56, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8867, loss_cls: 1.1679, loss: 1.1679, grad_norm: 9.9873 2021-07-12 20:33:23,746 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:45:44, time: 0.573, data_time: 0.002, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9187, loss_cls: 0.9983, loss: 0.9983, grad_norm: 9.2640 2021-07-12 20:33:35,999 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:45:32, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.0655, loss: 1.0655, grad_norm: 9.7892 2021-07-12 20:33:47,532 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:45:20, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0666, loss: 1.0666, grad_norm: 9.5147 2021-07-12 20:33:59,217 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:45:09, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9141, loss_cls: 1.0302, loss: 1.0302, grad_norm: 9.7311 2021-07-12 20:34:11,352 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:44:57, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9109, loss_cls: 1.0236, loss: 1.0236, grad_norm: 9.5716 2021-07-12 20:34:23,101 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:44:45, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9086, loss_cls: 1.0558, loss: 1.0558, grad_norm: 9.8597 2021-07-12 20:34:35,423 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:44:33, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9102, loss_cls: 1.0723, loss: 1.0723, grad_norm: 9.6389 2021-07-12 20:34:46,665 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:44:22, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9008, loss_cls: 1.0690, loss: 1.0690, grad_norm: 9.7538 2021-07-12 20:34:58,484 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:44:10, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8953, loss_cls: 1.1163, loss: 1.1163, grad_norm: 9.8155 2021-07-12 20:35:10,328 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:43:58, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.0885, loss: 1.0885, grad_norm: 9.6622 2021-07-12 20:35:21,143 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:43:46, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9078, loss_cls: 1.0587, loss: 1.0587, grad_norm: 9.4297 2021-07-12 20:35:32,458 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:43:34, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9102, loss_cls: 1.0118, loss: 1.0118, grad_norm: 9.2194 2021-07-12 20:35:45,113 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:43:23, time: 0.634, data_time: 0.003, memory: 7066, top1_acc: 0.7383, top5_acc: 0.8992, loss_cls: 1.0481, loss: 1.0481, grad_norm: 9.5670 2021-07-12 20:35:56,192 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:43:11, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9117, loss_cls: 1.0837, loss: 1.0837, grad_norm: 10.0941 2021-07-12 20:36:07,834 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:42:59, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9070, loss_cls: 1.0373, loss: 1.0373, grad_norm: 9.8145 2021-07-12 20:36:19,845 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:42:47, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9016, loss_cls: 1.0631, loss: 1.0631, grad_norm: 9.5674 2021-07-12 20:36:31,508 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:42:35, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.7305, top5_acc: 0.8977, loss_cls: 1.0741, loss: 1.0741, grad_norm: 9.8026 2021-07-12 20:36:43,854 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:42:24, time: 0.617, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9047, loss_cls: 1.0780, loss: 1.0780, grad_norm: 9.6283 2021-07-12 20:36:56,174 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:42:12, time: 0.616, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0534, loss: 1.0534, grad_norm: 9.8857 2021-07-12 20:37:07,763 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:42:00, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.8992, loss_cls: 1.0712, loss: 1.0712, grad_norm: 10.0113 2021-07-12 20:37:19,455 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:41:48, time: 0.585, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9000, loss_cls: 1.1054, loss: 1.1054, grad_norm: 9.8593 2021-07-12 20:37:31,583 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:41:37, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0831, loss: 1.0831, grad_norm: 9.7433 2021-07-12 20:37:43,709 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:41:25, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.0593, loss: 1.0593, grad_norm: 9.7514 2021-07-12 20:37:55,629 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:41:13, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0743, loss: 1.0743, grad_norm: 9.7387 2021-07-12 20:38:06,066 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:41:01, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8953, loss_cls: 1.1178, loss: 1.1178, grad_norm: 9.8474 2021-07-12 20:38:18,732 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:40:50, time: 0.633, data_time: 0.001, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9008, loss_cls: 1.0814, loss: 1.0814, grad_norm: 9.7581 2021-07-12 20:38:30,515 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:40:38, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8953, loss_cls: 1.0725, loss: 1.0725, grad_norm: 9.7669 2021-07-12 20:38:42,564 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:40:26, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.1698, loss: 1.1698, grad_norm: 10.0998 2021-07-12 20:38:54,931 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:40:14, time: 0.620, data_time: 0.002, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9180, loss_cls: 0.9907, loss: 0.9907, grad_norm: 9.6575 2021-07-12 20:39:07,609 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:40:03, time: 0.634, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 1.0289, loss: 1.0289, grad_norm: 9.5513 2021-07-12 20:39:19,858 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:39:51, time: 0.612, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0863, loss: 1.0863, grad_norm: 9.5745 2021-07-12 20:39:30,490 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:39:39, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 1.0073, loss: 1.0073, grad_norm: 9.4790 2021-07-12 20:39:31,720 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-07-12 20:39:47,931 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:39:24, time: 0.795, data_time: 0.340, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.0888, loss: 1.0888, grad_norm: 9.6376 2021-07-12 20:39:59,874 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:39:12, time: 0.597, data_time: 0.139, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9039, loss_cls: 1.0149, loss: 1.0149, grad_norm: 9.1673 2021-07-12 20:40:12,770 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:39:01, time: 0.645, data_time: 0.036, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8961, loss_cls: 1.1315, loss: 1.1315, grad_norm: 10.1767 2021-07-12 20:40:24,997 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:38:49, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9078, loss_cls: 1.0695, loss: 1.0695, grad_norm: 9.7328 2021-07-12 20:40:36,513 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:38:37, time: 0.576, data_time: 0.002, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.1014, loss: 1.1014, grad_norm: 9.9908 2021-07-12 20:40:49,153 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:38:26, time: 0.632, data_time: 0.001, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9242, loss_cls: 0.9914, loss: 0.9914, grad_norm: 9.5794 2021-07-12 20:41:00,433 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:38:14, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1138, loss: 1.1138, grad_norm: 9.6839 2021-07-12 20:41:12,995 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:38:02, time: 0.628, data_time: 0.001, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.9910, loss: 0.9910, grad_norm: 9.3446 2021-07-12 20:41:24,766 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:37:50, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 1.0392, loss: 1.0392, grad_norm: 9.5322 2021-07-12 20:41:36,976 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:37:38, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9062, loss_cls: 1.0536, loss: 1.0536, grad_norm: 9.7375 2021-07-12 20:41:49,047 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:37:27, time: 0.605, data_time: 0.002, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 1.0102, loss: 1.0102, grad_norm: 9.7943 2021-07-12 20:42:00,993 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:37:15, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9055, loss_cls: 1.0561, loss: 1.0561, grad_norm: 9.6878 2021-07-12 20:42:13,086 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:37:03, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 1.0319, loss: 1.0319, grad_norm: 9.4923 2021-07-12 20:42:25,592 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:36:51, time: 0.626, data_time: 0.002, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9023, loss_cls: 1.0631, loss: 1.0631, grad_norm: 9.4970 2021-07-12 20:42:36,910 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:36:40, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9016, loss_cls: 1.0508, loss: 1.0508, grad_norm: 9.6592 2021-07-12 20:42:49,046 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:36:28, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1047, loss: 1.1047, grad_norm: 9.8510 2021-07-12 20:43:01,171 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:36:16, time: 0.606, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0145, loss: 1.0145, grad_norm: 9.5268 2021-07-12 20:43:12,325 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:36:04, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9078, loss_cls: 1.0478, loss: 1.0478, grad_norm: 9.7750 2021-07-12 20:43:25,224 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:35:53, time: 0.645, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1136, loss: 1.1136, grad_norm: 10.1150 2021-07-12 20:43:36,944 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:35:41, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9195, loss_cls: 1.0030, loss: 1.0030, grad_norm: 9.4233 2021-07-12 20:43:49,228 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:35:29, time: 0.615, data_time: 0.002, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 1.0994, loss: 1.0994, grad_norm: 10.1883 2021-07-12 20:44:01,352 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:35:17, time: 0.607, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0466, loss: 1.0466, grad_norm: 9.6506 2021-07-12 20:44:12,052 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:35:05, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9008, loss_cls: 1.0883, loss: 1.0883, grad_norm: 10.0430 2021-07-12 20:44:24,750 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:34:54, time: 0.635, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.0569, loss: 1.0569, grad_norm: 10.0860 2021-07-12 20:44:36,279 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:34:42, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9078, loss_cls: 1.0506, loss: 1.0506, grad_norm: 9.8206 2021-07-12 20:44:48,518 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:34:30, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0770, loss: 1.0770, grad_norm: 10.0393 2021-07-12 20:45:00,426 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:34:18, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.7289, top5_acc: 0.8992, loss_cls: 1.0599, loss: 1.0599, grad_norm: 9.4839 2021-07-12 20:45:12,413 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:34:07, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9141, loss_cls: 1.0234, loss: 1.0234, grad_norm: 9.4672 2021-07-12 20:45:24,486 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:33:55, time: 0.602, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9031, loss_cls: 1.0880, loss: 1.0880, grad_norm: 10.0287 2021-07-12 20:45:36,550 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:33:43, time: 0.604, data_time: 0.003, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9219, loss_cls: 0.9544, loss: 0.9544, grad_norm: 9.3976 2021-07-12 20:45:48,479 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:33:31, time: 0.597, data_time: 0.002, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9039, loss_cls: 1.0602, loss: 1.0602, grad_norm: 9.8842 2021-07-12 20:46:00,645 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:33:19, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.8875, loss_cls: 1.0836, loss: 1.0836, grad_norm: 9.6693 2021-07-12 20:46:12,832 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:33:08, time: 0.610, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8883, loss_cls: 1.1453, loss: 1.1453, grad_norm: 9.9849 2021-07-12 20:46:24,794 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:32:56, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9109, loss_cls: 1.0365, loss: 1.0365, grad_norm: 9.9825 2021-07-12 20:46:37,017 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:32:44, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 1.0291, loss: 1.0291, grad_norm: 9.7874 2021-07-12 20:46:48,651 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:32:32, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0071, loss: 1.0071, grad_norm: 9.5901 2021-07-12 20:47:00,180 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:32:21, time: 0.577, data_time: 0.002, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9070, loss_cls: 1.0391, loss: 1.0391, grad_norm: 9.8156 2021-07-12 20:47:12,933 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:32:09, time: 0.638, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9070, loss_cls: 1.0509, loss: 1.0509, grad_norm: 9.6019 2021-07-12 20:47:25,216 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:31:57, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0500, loss: 1.0500, grad_norm: 9.6901 2021-07-12 20:47:37,178 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:31:45, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0276, loss: 1.0276, grad_norm: 9.6410 2021-07-12 20:47:48,347 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:31:34, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9016, loss_cls: 1.0980, loss: 1.0980, grad_norm: 9.7391 2021-07-12 20:48:00,165 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:31:22, time: 0.591, data_time: 0.001, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0194, loss: 1.0194, grad_norm: 9.6737 2021-07-12 20:48:12,361 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:31:10, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1235, loss: 1.1235, grad_norm: 10.1520 2021-07-12 20:48:24,677 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:30:58, time: 0.617, data_time: 0.002, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0304, loss: 1.0304, grad_norm: 9.5239 2021-07-12 20:48:36,759 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:30:46, time: 0.604, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.0518, loss: 1.0518, grad_norm: 9.7392 2021-07-12 20:48:48,536 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:30:35, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9078, loss_cls: 1.0422, loss: 1.0422, grad_norm: 9.7960 2021-07-12 20:49:00,842 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:30:23, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.7406, top5_acc: 0.8953, loss_cls: 1.0908, loss: 1.0908, grad_norm: 9.7119 2021-07-12 20:49:12,680 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:30:11, time: 0.592, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 1.0207, loss: 1.0207, grad_norm: 9.4420 2021-07-12 20:49:23,818 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:29:59, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9086, loss_cls: 1.0530, loss: 1.0530, grad_norm: 9.8963 2021-07-12 20:49:35,552 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:29:48, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8992, loss_cls: 1.1209, loss: 1.1209, grad_norm: 10.0977 2021-07-12 20:49:47,988 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:29:36, time: 0.622, data_time: 0.001, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9211, loss_cls: 0.9725, loss: 0.9725, grad_norm: 9.2297 2021-07-12 20:49:59,950 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:29:24, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 1.0494, loss: 1.0494, grad_norm: 9.7479 2021-07-12 20:50:11,583 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:29:12, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.1195, loss: 1.1195, grad_norm: 10.1129 2021-07-12 20:50:23,607 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:29:00, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.8992, loss_cls: 1.0267, loss: 1.0267, grad_norm: 9.3859 2021-07-12 20:50:34,832 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:28:49, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.8867, loss_cls: 1.0981, loss: 1.0981, grad_norm: 9.7811 2021-07-12 20:50:47,612 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:28:37, time: 0.639, data_time: 0.001, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9297, loss_cls: 0.9314, loss: 0.9314, grad_norm: 9.3986 2021-07-12 20:50:59,637 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:28:25, time: 0.600, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8867, loss_cls: 1.1174, loss: 1.1174, grad_norm: 9.7848 2021-07-12 20:51:11,148 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:28:13, time: 0.576, data_time: 0.002, memory: 7066, top1_acc: 0.7273, top5_acc: 0.8883, loss_cls: 1.1088, loss: 1.1088, grad_norm: 9.7883 2021-07-12 20:51:22,885 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:28:02, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9219, loss_cls: 0.9727, loss: 0.9727, grad_norm: 9.6347 2021-07-12 20:51:34,496 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:27:50, time: 0.580, data_time: 0.002, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9141, loss_cls: 1.0024, loss: 1.0024, grad_norm: 9.5633 2021-07-12 20:51:45,913 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:27:38, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9109, loss_cls: 1.0680, loss: 1.0680, grad_norm: 9.9880 2021-07-12 20:51:57,912 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:27:26, time: 0.600, data_time: 0.002, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9055, loss_cls: 1.0469, loss: 1.0469, grad_norm: 9.8643 2021-07-12 20:52:09,778 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:27:14, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8898, loss_cls: 1.1447, loss: 1.1447, grad_norm: 10.1369 2021-07-12 20:52:21,596 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:27:03, time: 0.591, data_time: 0.002, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9086, loss_cls: 1.0433, loss: 1.0433, grad_norm: 9.7657 2021-07-12 20:52:33,249 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:26:51, time: 0.584, data_time: 0.002, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 1.0394, loss: 1.0394, grad_norm: 9.6807 2021-07-12 20:52:44,910 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:26:39, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9062, loss_cls: 1.0219, loss: 1.0219, grad_norm: 9.5982 2021-07-12 20:52:55,883 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:26:27, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0479, loss: 1.0479, grad_norm: 9.6077 2021-07-12 20:52:57,132 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-07-12 20:53:55,041 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 20:53:55,191 - mmaction - INFO - top1_acc 0.4595 top5_acc 0.7525 2021-07-12 20:53:55,191 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 20:53:55,201 - mmaction - INFO - mean_acc 0.4175 2021-07-12 20:53:55,203 - mmaction - INFO - Epoch(val) [48][181] top1_acc: 0.4595, top5_acc: 0.7525, mean_class_accuracy: 0.4175 2021-07-12 20:54:11,062 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:26:13, time: 0.792, data_time: 0.215, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 0.9905, loss: 0.9905, grad_norm: 9.3698 2021-07-12 20:54:23,350 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:26:01, time: 0.615, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9008, loss_cls: 1.0428, loss: 1.0428, grad_norm: 9.6022 2021-07-12 20:54:35,009 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:25:49, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9148, loss_cls: 0.9854, loss: 0.9854, grad_norm: 9.1503 2021-07-12 20:54:46,436 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:25:37, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.1168, loss: 1.1168, grad_norm: 10.0679 2021-07-12 20:54:58,656 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:25:25, time: 0.611, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0227, loss: 1.0227, grad_norm: 9.4129 2021-07-12 20:55:10,036 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:25:14, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9016, loss_cls: 1.0603, loss: 1.0603, grad_norm: 9.8713 2021-07-12 20:55:21,103 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:25:02, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0325, loss: 1.0325, grad_norm: 9.7734 2021-07-12 20:55:32,800 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:24:50, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9156, loss_cls: 1.0046, loss: 1.0046, grad_norm: 9.4290 2021-07-12 20:55:44,776 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:24:38, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 1.0049, loss: 1.0049, grad_norm: 9.7550 2021-07-12 20:55:55,973 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:24:26, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9055, loss_cls: 1.0382, loss: 1.0382, grad_norm: 9.6660 2021-07-12 20:56:07,701 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:24:15, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8906, loss_cls: 1.1359, loss: 1.1359, grad_norm: 10.1759 2021-07-12 20:56:19,110 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:24:03, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9133, loss_cls: 1.0661, loss: 1.0661, grad_norm: 9.9076 2021-07-12 20:56:30,691 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:23:51, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9102, loss_cls: 1.0401, loss: 1.0401, grad_norm: 9.6213 2021-07-12 20:56:42,131 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:23:39, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9219, loss_cls: 0.9770, loss: 0.9770, grad_norm: 9.6779 2021-07-12 20:56:54,139 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:23:28, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9219, loss_cls: 0.9833, loss: 0.9833, grad_norm: 9.7739 2021-07-12 20:57:05,405 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:23:16, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.7438, top5_acc: 0.8992, loss_cls: 1.0307, loss: 1.0307, grad_norm: 9.6431 2021-07-12 20:57:17,377 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:23:04, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0276, loss: 1.0276, grad_norm: 9.7477 2021-07-12 20:57:28,418 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:22:52, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9008, loss_cls: 1.0802, loss: 1.0802, grad_norm: 9.8158 2021-07-12 20:57:39,364 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:22:40, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0663, loss: 1.0663, grad_norm: 10.0942 2021-07-12 20:57:51,171 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:22:29, time: 0.590, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 1.0021, loss: 1.0021, grad_norm: 9.4101 2021-07-12 20:58:02,906 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:22:17, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9117, loss_cls: 1.0525, loss: 1.0525, grad_norm: 9.8926 2021-07-12 20:58:14,246 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:22:05, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.0979, loss: 1.0979, grad_norm: 10.1214 2021-07-12 20:58:26,174 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:21:53, time: 0.597, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9039, loss_cls: 1.0407, loss: 1.0407, grad_norm: 9.6531 2021-07-12 20:58:37,698 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:21:41, time: 0.576, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0511, loss: 1.0511, grad_norm: 9.8460 2021-07-12 20:58:49,479 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:21:30, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8969, loss_cls: 1.1074, loss: 1.1074, grad_norm: 10.0180 2021-07-12 20:59:01,092 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:21:18, time: 0.581, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.0639, loss: 1.0639, grad_norm: 10.0114 2021-07-12 20:59:12,181 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:21:06, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8945, loss_cls: 1.1260, loss: 1.1260, grad_norm: 10.1538 2021-07-12 20:59:24,461 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:20:54, time: 0.614, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9172, loss_cls: 1.0476, loss: 1.0476, grad_norm: 9.8782 2021-07-12 20:59:36,145 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:20:42, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.8906, loss_cls: 1.0608, loss: 1.0608, grad_norm: 9.7925 2021-07-12 20:59:48,318 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:20:31, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8930, loss_cls: 1.1153, loss: 1.1153, grad_norm: 9.9204 2021-07-12 20:59:59,886 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:20:19, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.1033, loss: 1.1033, grad_norm: 10.0222 2021-07-12 21:00:11,524 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:20:07, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1162, loss: 1.1162, grad_norm: 10.0546 2021-07-12 21:00:23,511 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:19:55, time: 0.599, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9070, loss_cls: 1.0533, loss: 1.0533, grad_norm: 9.6930 2021-07-12 21:00:34,679 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:19:44, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8852, loss_cls: 1.0991, loss: 1.0991, grad_norm: 10.1249 2021-07-12 21:00:45,980 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:19:32, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9141, loss_cls: 1.0067, loss: 1.0067, grad_norm: 9.5400 2021-07-12 21:00:57,248 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:19:20, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8992, loss_cls: 1.0756, loss: 1.0756, grad_norm: 9.8905 2021-07-12 21:01:08,210 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:19:08, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9047, loss_cls: 1.0887, loss: 1.0887, grad_norm: 9.7471 2021-07-12 21:01:19,871 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:18:56, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9219, loss_cls: 0.9758, loss: 0.9758, grad_norm: 9.7078 2021-07-12 21:01:31,423 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:18:45, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9008, loss_cls: 1.1081, loss: 1.1081, grad_norm: 10.1562 2021-07-12 21:01:43,108 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:18:33, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9133, loss_cls: 1.0098, loss: 1.0098, grad_norm: 9.9742 2021-07-12 21:01:54,193 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:18:21, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.7312, top5_acc: 0.8961, loss_cls: 1.0624, loss: 1.0624, grad_norm: 9.7543 2021-07-12 21:02:05,344 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:18:09, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9156, loss_cls: 1.0421, loss: 1.0421, grad_norm: 9.9921 2021-07-12 21:02:17,203 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:17:57, time: 0.593, data_time: 0.002, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8953, loss_cls: 1.1064, loss: 1.1064, grad_norm: 10.0981 2021-07-12 21:02:28,832 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:17:46, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9070, loss_cls: 1.0369, loss: 1.0369, grad_norm: 10.1261 2021-07-12 21:02:40,416 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:17:34, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0922, loss: 1.0922, grad_norm: 9.9250 2021-07-12 21:02:51,798 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:17:22, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1255, loss: 1.1255, grad_norm: 10.3094 2021-07-12 21:03:02,699 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:17:10, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8969, loss_cls: 1.0833, loss: 1.0833, grad_norm: 10.0113 2021-07-12 21:03:14,380 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:16:58, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.9008, loss_cls: 1.1350, loss: 1.1350, grad_norm: 10.3399 2021-07-12 21:03:25,882 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:16:47, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.9873, loss: 0.9873, grad_norm: 9.2957 2021-07-12 21:03:37,350 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:16:35, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9070, loss_cls: 1.0303, loss: 1.0303, grad_norm: 9.9283 2021-07-12 21:03:48,656 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:16:23, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9117, loss_cls: 1.0003, loss: 1.0003, grad_norm: 9.7598 2021-07-12 21:04:00,363 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:16:11, time: 0.584, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9094, loss_cls: 1.0391, loss: 1.0391, grad_norm: 10.1779 2021-07-12 21:04:12,479 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:16:00, time: 0.607, data_time: 0.002, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 0.9941, loss: 0.9941, grad_norm: 9.5081 2021-07-12 21:04:23,607 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:15:48, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1131, loss: 1.1131, grad_norm: 9.8208 2021-07-12 21:04:35,758 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:15:36, time: 0.608, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9086, loss_cls: 1.0558, loss: 1.0558, grad_norm: 9.9201 2021-07-12 21:04:47,115 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:15:24, time: 0.567, data_time: 0.002, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0145, loss: 1.0145, grad_norm: 9.4293 2021-07-12 21:04:58,088 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:15:12, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.1163, loss: 1.1163, grad_norm: 10.3728 2021-07-12 21:05:09,727 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:15:01, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7312, top5_acc: 0.8953, loss_cls: 1.0633, loss: 1.0633, grad_norm: 9.8897 2021-07-12 21:05:20,970 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:14:49, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9070, loss_cls: 1.0495, loss: 1.0495, grad_norm: 10.0555 2021-07-12 21:05:32,399 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:14:37, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9031, loss_cls: 1.0440, loss: 1.0440, grad_norm: 9.6300 2021-07-12 21:05:43,975 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:14:25, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9141, loss_cls: 1.0193, loss: 1.0193, grad_norm: 9.6444 2021-07-12 21:05:55,727 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:14:13, time: 0.588, data_time: 0.002, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9266, loss_cls: 1.0142, loss: 1.0142, grad_norm: 9.9457 2021-07-12 21:06:07,739 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:14:02, time: 0.601, data_time: 0.002, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0380, loss: 1.0380, grad_norm: 9.7858 2021-07-12 21:06:18,767 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:13:50, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8977, loss_cls: 1.0970, loss: 1.0970, grad_norm: 9.9066 2021-07-12 21:06:29,781 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:13:38, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0460, loss: 1.0460, grad_norm: 9.8477 2021-07-12 21:06:41,897 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:13:26, time: 0.605, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8984, loss_cls: 1.0817, loss: 1.0817, grad_norm: 10.2724 2021-07-12 21:06:53,093 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:13:15, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8945, loss_cls: 1.0885, loss: 1.0885, grad_norm: 10.0441 2021-07-12 21:06:54,687 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-07-12 21:07:10,419 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:13:00, time: 0.772, data_time: 0.217, memory: 7066, top1_acc: 0.7000, top5_acc: 0.9055, loss_cls: 1.0885, loss: 1.0885, grad_norm: 10.0199 2021-07-12 21:07:21,975 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:12:48, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.9952, loss: 0.9952, grad_norm: 9.6500 2021-07-12 21:07:33,098 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:12:36, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.1115, loss: 1.1115, grad_norm: 9.8037 2021-07-12 21:07:44,659 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:12:24, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9094, loss_cls: 1.0555, loss: 1.0555, grad_norm: 10.1496 2021-07-12 21:07:56,522 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:12:13, time: 0.595, data_time: 0.002, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9039, loss_cls: 1.0202, loss: 1.0202, grad_norm: 9.6019 2021-07-12 21:08:07,361 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:12:01, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9047, loss_cls: 1.0561, loss: 1.0561, grad_norm: 10.0147 2021-07-12 21:08:19,014 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:11:49, time: 0.583, data_time: 0.001, memory: 7066, top1_acc: 0.7219, top5_acc: 0.8977, loss_cls: 1.0605, loss: 1.0605, grad_norm: 10.0759 2021-07-12 21:08:30,967 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:11:37, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.0976, loss: 1.0976, grad_norm: 9.8542 2021-07-12 21:08:42,339 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:11:26, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9078, loss_cls: 1.0210, loss: 1.0210, grad_norm: 9.5718 2021-07-12 21:08:53,922 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:11:14, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0356, loss: 1.0356, grad_norm: 9.7327 2021-07-12 21:09:05,069 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:11:02, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 0.9887, loss: 0.9887, grad_norm: 9.2616 2021-07-12 21:09:16,490 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:10:50, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9055, loss_cls: 1.0839, loss: 1.0839, grad_norm: 10.0965 2021-07-12 21:09:27,960 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:10:38, time: 0.574, data_time: 0.002, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 1.0710, loss: 1.0710, grad_norm: 9.9383 2021-07-12 21:09:39,440 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:10:27, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9109, loss_cls: 1.0182, loss: 1.0182, grad_norm: 9.4606 2021-07-12 21:09:50,903 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:10:15, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 1.0179, loss: 1.0179, grad_norm: 9.8302 2021-07-12 21:10:02,384 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:10:03, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0884, loss: 1.0884, grad_norm: 10.0205 2021-07-12 21:10:14,444 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:09:51, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9156, loss_cls: 1.0786, loss: 1.0786, grad_norm: 9.9507 2021-07-12 21:10:25,004 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:09:40, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0874, loss: 1.0874, grad_norm: 10.1225 2021-07-12 21:10:36,479 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:09:28, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0205, loss: 1.0205, grad_norm: 9.6582 2021-07-12 21:10:47,936 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:09:16, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0469, loss: 1.0469, grad_norm: 9.8324 2021-07-12 21:10:59,798 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:09:04, time: 0.593, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.0657, loss: 1.0657, grad_norm: 10.0328 2021-07-12 21:11:10,825 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:08:52, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9039, loss_cls: 1.0624, loss: 1.0624, grad_norm: 9.8823 2021-07-12 21:11:22,785 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:08:41, time: 0.598, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0429, loss: 1.0429, grad_norm: 9.6462 2021-07-12 21:11:34,496 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:08:29, time: 0.585, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.0727, loss: 1.0727, grad_norm: 9.9787 2021-07-12 21:11:44,948 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:08:17, time: 0.523, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8930, loss_cls: 1.1328, loss: 1.1328, grad_norm: 10.3188 2021-07-12 21:11:56,625 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:08:05, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.8992, loss_cls: 1.0659, loss: 1.0659, grad_norm: 9.8357 2021-07-12 21:12:08,155 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:07:53, time: 0.577, data_time: 0.003, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9023, loss_cls: 1.0313, loss: 1.0313, grad_norm: 9.6347 2021-07-12 21:12:19,259 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:07:42, time: 0.556, data_time: 0.003, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9109, loss_cls: 1.0597, loss: 1.0597, grad_norm: 9.7802 2021-07-12 21:12:30,846 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:07:30, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9047, loss_cls: 1.0434, loss: 1.0434, grad_norm: 9.6239 2021-07-12 21:12:42,330 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:07:18, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 1.0141, loss: 1.0141, grad_norm: 9.7129 2021-07-12 21:12:53,367 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:07:06, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0699, loss: 1.0699, grad_norm: 10.0749 2021-07-12 21:13:05,095 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:06:55, time: 0.587, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9000, loss_cls: 1.0968, loss: 1.0968, grad_norm: 9.9037 2021-07-12 21:13:16,433 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:06:43, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9055, loss_cls: 1.0066, loss: 1.0066, grad_norm: 9.3344 2021-07-12 21:13:27,910 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:06:31, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9031, loss_cls: 1.0941, loss: 1.0941, grad_norm: 10.0883 2021-07-12 21:13:39,692 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:06:19, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9125, loss_cls: 1.0313, loss: 1.0313, grad_norm: 9.7736 2021-07-12 21:13:51,078 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:06:07, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 1.0134, loss: 1.0134, grad_norm: 9.8328 2021-07-12 21:14:02,632 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:05:56, time: 0.577, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8961, loss_cls: 1.0932, loss: 1.0932, grad_norm: 10.0817 2021-07-12 21:14:13,504 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:05:44, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9102, loss_cls: 1.0359, loss: 1.0359, grad_norm: 9.9293 2021-07-12 21:14:24,846 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:05:32, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9141, loss_cls: 0.9594, loss: 0.9594, grad_norm: 9.3478 2021-07-12 21:14:36,805 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:05:20, time: 0.599, data_time: 0.002, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9102, loss_cls: 1.0307, loss: 1.0307, grad_norm: 9.8414 2021-07-12 21:14:47,896 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:05:09, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 1.0890, loss: 1.0890, grad_norm: 9.9726 2021-07-12 21:14:59,813 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:04:57, time: 0.596, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0227, loss: 1.0227, grad_norm: 9.8451 2021-07-12 21:15:11,087 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:04:45, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.7305, top5_acc: 0.8969, loss_cls: 1.0648, loss: 1.0648, grad_norm: 9.5973 2021-07-12 21:15:23,263 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:04:33, time: 0.609, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9055, loss_cls: 1.0383, loss: 1.0383, grad_norm: 9.9225 2021-07-12 21:15:34,358 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:04:21, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 0.9902, loss: 0.9902, grad_norm: 9.6736 2021-07-12 21:15:45,825 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:04:10, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8930, loss_cls: 1.1640, loss: 1.1640, grad_norm: 10.3731 2021-07-12 21:15:57,441 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:03:58, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9227, loss_cls: 0.9919, loss: 0.9919, grad_norm: 9.8160 2021-07-12 21:16:08,266 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:03:46, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9062, loss_cls: 1.0184, loss: 1.0184, grad_norm: 9.7699 2021-07-12 21:16:19,268 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:03:34, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9981, loss: 0.9981, grad_norm: 9.8141 2021-07-12 21:16:30,889 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:03:23, time: 0.581, data_time: 0.001, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8945, loss_cls: 1.0844, loss: 1.0844, grad_norm: 9.9973 2021-07-12 21:16:41,714 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:03:11, time: 0.541, data_time: 0.002, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.0640, loss: 1.0640, grad_norm: 10.0519 2021-07-12 21:16:53,486 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:59, time: 0.589, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9023, loss_cls: 1.0305, loss: 1.0305, grad_norm: 9.9360 2021-07-12 21:17:05,083 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:02:47, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0338, loss: 1.0338, grad_norm: 9.6547 2021-07-12 21:17:15,537 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:02:35, time: 0.523, data_time: 0.001, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8859, loss_cls: 1.0933, loss: 1.0933, grad_norm: 9.9795 2021-07-12 21:17:27,563 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:02:24, time: 0.601, data_time: 0.001, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 1.0627, loss: 1.0627, grad_norm: 9.8231 2021-07-12 21:17:39,162 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:02:12, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9117, loss_cls: 1.0062, loss: 1.0062, grad_norm: 9.9283 2021-07-12 21:17:50,536 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:02:00, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9172, loss_cls: 0.9829, loss: 0.9829, grad_norm: 9.5702 2021-07-12 21:18:01,617 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:48, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9000, loss_cls: 1.1051, loss: 1.1051, grad_norm: 10.1694 2021-07-12 21:18:13,276 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:37, time: 0.582, data_time: 0.001, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9023, loss_cls: 1.0752, loss: 1.0752, grad_norm: 10.1020 2021-07-12 21:18:24,765 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:25, time: 0.575, data_time: 0.002, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 1.0299, loss: 1.0299, grad_norm: 9.8452 2021-07-12 21:18:36,819 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:13, time: 0.603, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9086, loss_cls: 1.0583, loss: 1.0583, grad_norm: 10.0449 2021-07-12 21:18:47,789 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:01:01, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9117, loss_cls: 1.0513, loss: 1.0513, grad_norm: 9.7689 2021-07-12 21:18:59,075 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:50, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 1.0809, loss: 1.0809, grad_norm: 9.6953 2021-07-12 21:19:10,394 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:38, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0405, loss: 1.0405, grad_norm: 9.6117 2021-07-12 21:19:22,025 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:26, time: 0.583, data_time: 0.002, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8953, loss_cls: 1.1151, loss: 1.1151, grad_norm: 10.2489 2021-07-12 21:19:33,581 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:14, time: 0.578, data_time: 0.001, memory: 7066, top1_acc: 0.7305, top5_acc: 0.8930, loss_cls: 1.1089, loss: 1.1089, grad_norm: 9.9378 2021-07-12 21:19:45,304 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.586, data_time: 0.001, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8875, loss_cls: 1.1506, loss: 1.1506, grad_norm: 10.1939 2021-07-12 21:19:46,625 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-07-12 21:20:43,898 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-07-12 21:20:44,046 - mmaction - INFO - top1_acc 0.4626 top5_acc 0.7592 2021-07-12 21:20:44,046 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-07-12 21:20:44,055 - mmaction - INFO - mean_acc 0.4202 2021-07-12 21:20:44,365 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-07-12 21:20:44,365 - mmaction - INFO - Best top1_acc is 0.4626 at 50 epoch. 2021-07-12 21:20:44,373 - mmaction - INFO - Epoch(val) [50][181] top1_acc: 0.4626, top5_acc: 0.7592, mean_class_accuracy: 0.4202