2021-02-03 14:58:29,627 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -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-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.11.0+6762c77 ------------------------------------------------------------ 2021-02-03 14:58:29,632 - mmaction - INFO - Distributed training: True 2021-02-03 14:58:29,632 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/_base_/models/tsm_r50.py # model settings 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=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips='prob') /mnt/lustre/huangbinkun/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /mnt/lustre/huangbinkun/mmaction2/configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /mnt/lustre/huangbinkun/mmaction2/configs/recognition/tsm/tsm_r50_flip_1x1x8_50e_sthv1_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=174)) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') # dataset settings 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' sthv1_label_transforms = {2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52} 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', io_backend='memcached', **mc_cfg), 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='Flip', flip_ratio=0.5, label_transforms=sthv1_label_transforms), dict(type='Normalize', **img_norm_cfg), 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', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), 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', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), 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=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_1x1x8_50e_sthv1_rgb/' 2021-02-03 14:58:29,632 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-02-03 14:58:34,659 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-02-03 14:58:35,461 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-43, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/test_flip/tsm_flip 2021-02-03 14:58:35,461 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-02-03 14:59:01,285 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 0:05:13, time: 1.290, data_time: 0.715, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0531, loss_cls: 5.6116, loss: 5.6116, grad_norm: 3.9740 2021-02-03 14:59:11,453 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 16:47:09, time: 0.508, data_time: 0.000, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0563, loss_cls: 5.5747, loss: 5.5747, grad_norm: 3.9931 2021-02-03 14:59:21,642 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 14:21:25, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0547, loss_cls: 5.4039, loss: 5.4039, grad_norm: 2.9605 2021-02-03 14:59:31,823 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 13:08:19, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0469, loss_cls: 5.1801, loss: 5.1801, grad_norm: 1.7264 2021-02-03 14:59:42,023 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 12:24:38, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0055, top5_acc: 0.0492, loss_cls: 5.1223, loss: 5.1223, grad_norm: 1.4734 2021-02-03 14:59:52,212 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 11:55:20, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0531, loss_cls: 5.0792, loss: 5.0792, grad_norm: 1.3521 2021-02-03 15:00:02,401 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 11:34:20, time: 0.509, data_time: 0.000, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0578, loss_cls: 5.0693, loss: 5.0693, grad_norm: 1.3298 2021-02-03 15:00:12,603 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 11:18:41, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0586, loss_cls: 5.0379, loss: 5.0379, grad_norm: 1.8506 2021-02-03 15:00:22,804 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 11:06:27, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0703, loss_cls: 5.0201, loss: 5.0201, grad_norm: 1.7509 2021-02-03 15:00:33,001 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 10:56:35, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0594, loss_cls: 5.0358, loss: 5.0358, grad_norm: 1.8370 2021-02-03 15:00:43,205 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 10:48:32, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0672, loss_cls: 5.0185, loss: 5.0185, grad_norm: 1.6622 2021-02-03 15:00:53,413 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 10:41:49, time: 0.510, data_time: 0.000, memory: 7066, top1_acc: 0.0180, top5_acc: 0.0852, loss_cls: 4.9801, loss: 4.9801, grad_norm: 1.6508 2021-02-03 15:01:03,631 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 10:36:08, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0266, top5_acc: 0.1031, loss_cls: 4.9275, loss: 4.9275, grad_norm: 2.0222 2021-02-03 15:01:13,853 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 10:31:17, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0328, top5_acc: 0.0914, loss_cls: 4.9195, loss: 4.9195, grad_norm: 2.1710 2021-02-03 15:01:24,065 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 10:27:00, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0305, top5_acc: 0.1086, loss_cls: 4.9347, loss: 4.9347, grad_norm: 2.1667 2021-02-03 15:01:34,286 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 10:23:16, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0359, top5_acc: 0.1109, loss_cls: 4.8781, loss: 4.8781, grad_norm: 2.3948 2021-02-03 15:01:44,508 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 10:19:57, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0359, top5_acc: 0.1148, loss_cls: 4.8589, loss: 4.8589, grad_norm: 2.4555 2021-02-03 15:01:54,720 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 10:16:58, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0398, top5_acc: 0.1258, loss_cls: 4.8148, loss: 4.8148, grad_norm: 2.5221 2021-02-03 15:02:04,937 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 10:14:17, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0422, top5_acc: 0.1367, loss_cls: 4.8179, loss: 4.8179, grad_norm: 2.5543 2021-02-03 15:02:15,163 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 10:11:52, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0336, top5_acc: 0.1211, loss_cls: 4.8221, loss: 4.8221, grad_norm: 2.8234 2021-02-03 15:02:25,397 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 10:09:42, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0344, top5_acc: 0.1250, loss_cls: 4.7972, loss: 4.7972, grad_norm: 2.5725 2021-02-03 15:02:35,623 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 10:07:42, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0422, top5_acc: 0.1461, loss_cls: 4.7635, loss: 4.7635, grad_norm: 2.7534 2021-02-03 15:02:45,854 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 10:05:51, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0453, top5_acc: 0.1555, loss_cls: 4.7609, loss: 4.7609, grad_norm: 2.6990 2021-02-03 15:02:56,074 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 10:04:08, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0477, top5_acc: 0.1461, loss_cls: 4.7422, loss: 4.7422, grad_norm: 2.5871 2021-02-03 15:03:06,295 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 10:02:32, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0430, top5_acc: 0.1492, loss_cls: 4.7681, loss: 4.7681, grad_norm: 2.5365 2021-02-03 15:03:16,527 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 10:01:04, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0531, top5_acc: 0.1516, loss_cls: 4.6909, loss: 4.6909, grad_norm: 2.9670 2021-02-03 15:03:26,750 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 9:59:41, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0516, top5_acc: 0.1727, loss_cls: 4.7005, loss: 4.7005, grad_norm: 3.0445 2021-02-03 15:03:36,975 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 9:58:23, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0430, top5_acc: 0.1633, loss_cls: 4.6809, loss: 4.6809, grad_norm: 3.0828 2021-02-03 15:03:47,200 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 9:57:10, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0602, top5_acc: 0.1820, loss_cls: 4.6359, loss: 4.6359, grad_norm: 3.1057 2021-02-03 15:03:57,430 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 9:56:02, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0477, top5_acc: 0.1766, loss_cls: 4.6125, loss: 4.6125, grad_norm: 3.1530 2021-02-03 15:04:07,661 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 9:54:57, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0500, top5_acc: 0.1812, loss_cls: 4.6121, loss: 4.6121, grad_norm: 3.0919 2021-02-03 15:04:17,890 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 9:53:56, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0625, top5_acc: 0.1891, loss_cls: 4.5915, loss: 4.5915, grad_norm: 3.3356 2021-02-03 15:04:28,117 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 9:52:57, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0523, top5_acc: 0.1648, loss_cls: 4.6625, loss: 4.6625, grad_norm: 3.0961 2021-02-03 15:04:38,340 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 9:52:01, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0648, top5_acc: 0.1945, loss_cls: 4.5680, loss: 4.5680, grad_norm: 3.1698 2021-02-03 15:04:48,578 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 9:51:09, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0508, top5_acc: 0.1836, loss_cls: 4.6310, loss: 4.6310, grad_norm: 3.2280 2021-02-03 15:04:58,811 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 9:50:19, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.0719, top5_acc: 0.2258, loss_cls: 4.5019, loss: 4.5019, grad_norm: 3.3661 2021-02-03 15:05:09,054 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 9:49:32, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0508, top5_acc: 0.2109, loss_cls: 4.5217, loss: 4.5217, grad_norm: 3.6224 2021-02-03 15:05:19,296 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 9:48:47, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0594, top5_acc: 0.2320, loss_cls: 4.5106, loss: 4.5106, grad_norm: 3.4923 2021-02-03 15:05:29,660 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 9:48:14, time: 0.518, data_time: 0.007, memory: 7066, top1_acc: 0.0633, top5_acc: 0.2070, loss_cls: 4.5174, loss: 4.5174, grad_norm: 3.5254 2021-02-03 15:05:39,891 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 9:47:31, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0625, top5_acc: 0.2297, loss_cls: 4.4619, loss: 4.4619, grad_norm: 3.6801 2021-02-03 15:05:50,174 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 9:46:54, time: 0.514, data_time: 0.003, memory: 7066, top1_acc: 0.0578, top5_acc: 0.2016, loss_cls: 4.5267, loss: 4.5267, grad_norm: 3.7266 2021-02-03 15:06:00,419 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 9:46:15, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0844, top5_acc: 0.2414, loss_cls: 4.4414, loss: 4.4414, grad_norm: 3.7988 2021-02-03 15:06:10,653 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 9:45:37, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.0852, top5_acc: 0.2516, loss_cls: 4.3901, loss: 4.3901, grad_norm: 3.7827 2021-02-03 15:06:20,888 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 9:45:00, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0859, top5_acc: 0.2359, loss_cls: 4.4406, loss: 4.4406, grad_norm: 3.9340 2021-02-03 15:06:31,117 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 9:44:24, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0852, top5_acc: 0.2711, loss_cls: 4.3280, loss: 4.3280, grad_norm: 3.9494 2021-02-03 15:06:41,353 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 9:43:49, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0766, top5_acc: 0.2437, loss_cls: 4.4193, loss: 4.4193, grad_norm: 3.7127 2021-02-03 15:06:51,591 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 9:43:15, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1016, top5_acc: 0.2633, loss_cls: 4.3755, loss: 4.3755, grad_norm: 3.8536 2021-02-03 15:07:01,821 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 9:42:43, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0891, top5_acc: 0.2375, loss_cls: 4.4125, loss: 4.4125, grad_norm: 3.9371 2021-02-03 15:07:12,055 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 9:42:11, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0836, top5_acc: 0.2484, loss_cls: 4.3258, loss: 4.3258, grad_norm: 4.1203 2021-02-03 15:07:22,292 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 9:41:40, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0891, top5_acc: 0.2578, loss_cls: 4.3476, loss: 4.3476, grad_norm: 3.7161 2021-02-03 15:07:32,523 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 9:41:10, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1047, top5_acc: 0.2766, loss_cls: 4.2442, loss: 4.2442, grad_norm: 4.1810 2021-02-03 15:07:42,762 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 9:40:41, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1164, top5_acc: 0.3023, loss_cls: 4.2377, loss: 4.2377, grad_norm: 4.1691 2021-02-03 15:07:53,003 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 9:40:12, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0914, top5_acc: 0.2695, loss_cls: 4.2595, loss: 4.2595, grad_norm: 4.1247 2021-02-03 15:08:03,229 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 9:39:44, time: 0.511, data_time: 0.000, memory: 7066, top1_acc: 0.0953, top5_acc: 0.2687, loss_cls: 4.3214, loss: 4.3214, grad_norm: 4.0650 2021-02-03 15:08:13,469 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 9:39:17, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0969, top5_acc: 0.2750, loss_cls: 4.2539, loss: 4.2539, grad_norm: 3.8972 2021-02-03 15:08:23,714 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 9:38:51, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1039, top5_acc: 0.3086, loss_cls: 4.1567, loss: 4.1567, grad_norm: 4.3848 2021-02-03 15:08:33,952 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 9:38:25, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1070, top5_acc: 0.2891, loss_cls: 4.2487, loss: 4.2487, grad_norm: 4.2335 2021-02-03 15:08:44,182 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 9:37:59, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.0953, top5_acc: 0.2914, loss_cls: 4.2658, loss: 4.2658, grad_norm: 4.0356 2021-02-03 15:08:54,422 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 9:37:34, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1078, top5_acc: 0.2953, loss_cls: 4.1662, loss: 4.1662, grad_norm: 4.2561 2021-02-03 15:09:04,662 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 9:37:10, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1047, top5_acc: 0.2961, loss_cls: 4.2199, loss: 4.2199, grad_norm: 4.3571 2021-02-03 15:09:14,897 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 9:36:46, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1070, top5_acc: 0.2938, loss_cls: 4.1756, loss: 4.1756, grad_norm: 4.0723 2021-02-03 15:09:25,130 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 9:36:22, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1047, top5_acc: 0.3109, loss_cls: 4.1403, loss: 4.1403, grad_norm: 4.1269 2021-02-03 15:09:35,370 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 9:35:59, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1211, top5_acc: 0.3305, loss_cls: 4.1367, loss: 4.1367, grad_norm: 4.2580 2021-02-03 15:09:45,606 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 9:35:37, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1266, top5_acc: 0.3047, loss_cls: 4.1541, loss: 4.1541, grad_norm: 4.3096 2021-02-03 15:09:55,843 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 9:35:14, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1094, top5_acc: 0.3187, loss_cls: 4.1380, loss: 4.1380, grad_norm: 4.5018 2021-02-03 15:10:06,087 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 9:34:53, time: 0.512, data_time: 0.000, memory: 7066, top1_acc: 0.1281, top5_acc: 0.3203, loss_cls: 4.1036, loss: 4.1036, grad_norm: 4.3154 2021-02-03 15:10:16,342 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 9:34:32, time: 0.513, data_time: 0.001, memory: 7066, top1_acc: 0.1328, top5_acc: 0.3289, loss_cls: 4.0321, loss: 4.0321, grad_norm: 4.3086 2021-02-03 15:10:46,691 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-02-03 15:12:44,719 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 10:56:45, time: 5.778, data_time: 5.187, memory: 7066, top1_acc: 0.1344, top5_acc: 0.3312, loss_cls: 4.0640, loss: 4.0640, grad_norm: 4.3414 2021-02-03 15:12:54,643 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 10:54:56, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.1391, top5_acc: 0.3438, loss_cls: 3.9960, loss: 3.9960, grad_norm: 4.6589 2021-02-03 15:13:04,563 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 10:53:10, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.1391, top5_acc: 0.3664, loss_cls: 3.9182, loss: 3.9182, grad_norm: 4.6817 2021-02-03 15:13:14,477 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 10:51:26, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.1539, top5_acc: 0.3672, loss_cls: 3.9065, loss: 3.9065, grad_norm: 4.7722 2021-02-03 15:13:24,395 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 10:49:45, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.1500, top5_acc: 0.3711, loss_cls: 3.9502, loss: 3.9502, grad_norm: 4.6949 2021-02-03 15:13:34,331 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 10:48:08, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.1555, top5_acc: 0.3648, loss_cls: 3.9650, loss: 3.9650, grad_norm: 4.7678 2021-02-03 15:13:44,269 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 10:46:32, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.1367, top5_acc: 0.3586, loss_cls: 3.9449, loss: 3.9449, grad_norm: 4.7870 2021-02-03 15:13:54,209 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 10:44:59, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.1406, top5_acc: 0.3594, loss_cls: 3.9392, loss: 3.9392, grad_norm: 4.5179 2021-02-03 15:14:04,158 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 10:43:29, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.1695, top5_acc: 0.3719, loss_cls: 3.8803, loss: 3.8803, grad_norm: 4.6452 2021-02-03 15:14:14,109 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 10:42:01, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.1406, top5_acc: 0.3594, loss_cls: 3.9295, loss: 3.9295, grad_norm: 4.7411 2021-02-03 15:14:24,063 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 10:40:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1539, top5_acc: 0.3742, loss_cls: 3.8779, loss: 3.8779, grad_norm: 4.9350 2021-02-03 15:14:34,021 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 10:39:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1484, top5_acc: 0.3594, loss_cls: 3.9465, loss: 3.9465, grad_norm: 4.5754 2021-02-03 15:14:43,979 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 10:37:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1719, top5_acc: 0.3906, loss_cls: 3.8651, loss: 3.8651, grad_norm: 4.6363 2021-02-03 15:14:53,945 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 10:36:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1609, top5_acc: 0.3914, loss_cls: 3.8418, loss: 3.8418, grad_norm: 4.8161 2021-02-03 15:15:03,909 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 10:35:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1586, top5_acc: 0.3609, loss_cls: 3.8879, loss: 3.8879, grad_norm: 4.8880 2021-02-03 15:15:13,863 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 10:33:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1406, top5_acc: 0.3727, loss_cls: 3.8965, loss: 3.8965, grad_norm: 4.9396 2021-02-03 15:15:23,827 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 10:32:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 3.7809, loss: 3.7809, grad_norm: 4.7517 2021-02-03 15:15:33,786 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 10:31:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1758, top5_acc: 0.4039, loss_cls: 3.8101, loss: 3.8101, grad_norm: 4.9243 2021-02-03 15:15:43,746 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 10:30:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1625, top5_acc: 0.4062, loss_cls: 3.7788, loss: 3.7788, grad_norm: 4.7700 2021-02-03 15:15:53,705 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 10:29:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1742, top5_acc: 0.3805, loss_cls: 3.8260, loss: 3.8260, grad_norm: 4.6295 2021-02-03 15:16:03,664 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 10:27:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4367, loss_cls: 3.6889, loss: 3.6889, grad_norm: 4.7557 2021-02-03 15:16:13,642 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 10:26:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4031, loss_cls: 3.7600, loss: 3.7600, grad_norm: 4.8891 2021-02-03 15:16:23,609 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 10:25:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1797, top5_acc: 0.4164, loss_cls: 3.7304, loss: 3.7304, grad_norm: 5.0250 2021-02-03 15:16:33,581 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 10:24:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1883, top5_acc: 0.4109, loss_cls: 3.7613, loss: 3.7613, grad_norm: 4.9848 2021-02-03 15:16:43,545 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 10:23:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1781, top5_acc: 0.4250, loss_cls: 3.6974, loss: 3.6974, grad_norm: 4.8989 2021-02-03 15:16:53,514 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 10:22:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1750, top5_acc: 0.3930, loss_cls: 3.7746, loss: 3.7746, grad_norm: 5.0135 2021-02-03 15:17:03,471 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 10:21:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1609, top5_acc: 0.4102, loss_cls: 3.7533, loss: 3.7533, grad_norm: 4.8942 2021-02-03 15:17:13,432 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 10:20:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1789, top5_acc: 0.4164, loss_cls: 3.7832, loss: 3.7832, grad_norm: 4.7107 2021-02-03 15:17:23,411 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 10:19:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1820, top5_acc: 0.4297, loss_cls: 3.7232, loss: 3.7232, grad_norm: 4.9701 2021-02-03 15:17:33,386 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 10:18:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1930, top5_acc: 0.4180, loss_cls: 3.6541, loss: 3.6541, grad_norm: 4.8444 2021-02-03 15:17:43,358 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 10:17:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1883, top5_acc: 0.4367, loss_cls: 3.6606, loss: 3.6606, grad_norm: 5.0842 2021-02-03 15:17:53,324 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 10:16:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1852, top5_acc: 0.4266, loss_cls: 3.7022, loss: 3.7022, grad_norm: 4.9855 2021-02-03 15:18:03,298 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 10:15:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2148, top5_acc: 0.4602, loss_cls: 3.5938, loss: 3.5938, grad_norm: 5.0707 2021-02-03 15:18:13,269 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 10:14:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2273, top5_acc: 0.4641, loss_cls: 3.5494, loss: 3.5494, grad_norm: 5.4732 2021-02-03 15:18:23,234 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 10:13:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1992, top5_acc: 0.4273, loss_cls: 3.6809, loss: 3.6809, grad_norm: 4.9821 2021-02-03 15:18:33,213 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 10:12:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4422, loss_cls: 3.5951, loss: 3.5951, grad_norm: 5.1470 2021-02-03 15:18:43,183 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 10:11:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1938, top5_acc: 0.4422, loss_cls: 3.6243, loss: 3.6243, grad_norm: 5.1782 2021-02-03 15:18:53,165 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 10:11:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4539, loss_cls: 3.6246, loss: 3.6246, grad_norm: 5.2950 2021-02-03 15:19:03,125 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 10:10:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4133, loss_cls: 3.6344, loss: 3.6344, grad_norm: 5.0749 2021-02-03 15:19:13,098 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 10:09:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4406, loss_cls: 3.5935, loss: 3.5935, grad_norm: 5.1173 2021-02-03 15:19:23,066 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 10:08:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.1953, top5_acc: 0.4484, loss_cls: 3.6508, loss: 3.6508, grad_norm: 4.8841 2021-02-03 15:19:33,035 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 10:07:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2008, top5_acc: 0.4234, loss_cls: 3.6525, loss: 3.6525, grad_norm: 5.0375 2021-02-03 15:19:43,010 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 10:07:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4586, loss_cls: 3.5495, loss: 3.5495, grad_norm: 5.1095 2021-02-03 15:19:52,982 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 10:06:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2188, top5_acc: 0.4742, loss_cls: 3.4804, loss: 3.4804, grad_norm: 5.3559 2021-02-03 15:20:02,954 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 10:05:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4734, loss_cls: 3.5362, loss: 3.5362, grad_norm: 5.1694 2021-02-03 15:20:12,929 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 10:04:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2352, top5_acc: 0.4883, loss_cls: 3.4437, loss: 3.4437, grad_norm: 5.1383 2021-02-03 15:20:22,904 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 10:03:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.1961, top5_acc: 0.4547, loss_cls: 3.5292, loss: 3.5292, grad_norm: 5.3394 2021-02-03 15:20:32,871 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 10:03:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2125, top5_acc: 0.4859, loss_cls: 3.5049, loss: 3.5049, grad_norm: 5.2936 2021-02-03 15:20:42,848 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 10:02:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2461, top5_acc: 0.4906, loss_cls: 3.3839, loss: 3.3839, grad_norm: 5.2889 2021-02-03 15:20:52,813 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 10:01:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4539, loss_cls: 3.5191, loss: 3.5191, grad_norm: 5.2995 2021-02-03 15:21:02,780 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 10:01:03, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.2078, top5_acc: 0.4633, loss_cls: 3.5076, loss: 3.5076, grad_norm: 5.1395 2021-02-03 15:21:12,752 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 10:00:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2359, top5_acc: 0.4883, loss_cls: 3.4577, loss: 3.4577, grad_norm: 5.2728 2021-02-03 15:21:22,718 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 9:59:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2102, top5_acc: 0.4742, loss_cls: 3.4702, loss: 3.4702, grad_norm: 5.1985 2021-02-03 15:21:32,680 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 9:58:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2188, top5_acc: 0.4453, loss_cls: 3.5538, loss: 3.5538, grad_norm: 5.2609 2021-02-03 15:21:42,648 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 9:58:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2477, top5_acc: 0.4961, loss_cls: 3.4067, loss: 3.4067, grad_norm: 5.1691 2021-02-03 15:21:52,618 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 9:57:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4695, loss_cls: 3.4727, loss: 3.4727, grad_norm: 5.1932 2021-02-03 15:22:02,586 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 9:56:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2273, top5_acc: 0.4844, loss_cls: 3.3732, loss: 3.3732, grad_norm: 5.3267 2021-02-03 15:22:12,560 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 9:56:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2266, top5_acc: 0.4773, loss_cls: 3.5002, loss: 3.5002, grad_norm: 5.1185 2021-02-03 15:22:22,533 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 9:55:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2203, top5_acc: 0.4641, loss_cls: 3.4930, loss: 3.4930, grad_norm: 5.1239 2021-02-03 15:22:32,509 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 9:55:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4750, loss_cls: 3.4766, loss: 3.4766, grad_norm: 5.2619 2021-02-03 15:22:42,488 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 9:54:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2344, top5_acc: 0.4969, loss_cls: 3.4146, loss: 3.4146, grad_norm: 5.1731 2021-02-03 15:22:52,481 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 9:53:46, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.2242, top5_acc: 0.4828, loss_cls: 3.4561, loss: 3.4561, grad_norm: 5.1021 2021-02-03 15:23:02,461 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 9:53:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4648, loss_cls: 3.4726, loss: 3.4726, grad_norm: 5.1646 2021-02-03 15:23:12,431 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 9:52:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2492, top5_acc: 0.4992, loss_cls: 3.3323, loss: 3.3323, grad_norm: 5.1775 2021-02-03 15:23:22,397 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 9:51:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2195, top5_acc: 0.4719, loss_cls: 3.4943, loss: 3.4943, grad_norm: 5.1997 2021-02-03 15:23:32,361 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 9:51:20, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.2445, top5_acc: 0.4922, loss_cls: 3.3213, loss: 3.3213, grad_norm: 5.3433 2021-02-03 15:23:42,325 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 9:50:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2484, top5_acc: 0.5062, loss_cls: 3.3686, loss: 3.3686, grad_norm: 5.0788 2021-02-03 15:23:44,893 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-02-03 15:24:20,909 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 15:24:21,075 - mmaction - INFO - top1_acc 0.2070 top5_acc 0.4562 2021-02-03 15:24:21,075 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 15:24:21,146 - mmaction - INFO - mean_acc 0.1785 2021-02-03 15:24:21,148 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.2070, top5_acc: 0.4562, mean_class_accuracy: 0.1785 2021-02-03 15:24:46,874 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 9:55:16, time: 1.286, data_time: 0.781, memory: 7066, top1_acc: 0.2367, top5_acc: 0.4930, loss_cls: 3.3873, loss: 3.3873, grad_norm: 5.1488 2021-02-03 15:24:56,827 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 9:54:39, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.2531, top5_acc: 0.5117, loss_cls: 3.3009, loss: 3.3009, grad_norm: 5.1591 2021-02-03 15:25:06,781 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 9:54:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2461, top5_acc: 0.4961, loss_cls: 3.3663, loss: 3.3663, grad_norm: 5.3411 2021-02-03 15:25:16,741 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 9:53:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2289, top5_acc: 0.4844, loss_cls: 3.3945, loss: 3.3945, grad_norm: 5.3286 2021-02-03 15:25:26,697 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 9:52:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2633, top5_acc: 0.5039, loss_cls: 3.2856, loss: 3.2856, grad_norm: 5.2093 2021-02-03 15:25:36,675 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 9:52:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2430, top5_acc: 0.5164, loss_cls: 3.2663, loss: 3.2663, grad_norm: 5.4424 2021-02-03 15:25:46,634 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 9:51:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2344, top5_acc: 0.5102, loss_cls: 3.3092, loss: 3.3092, grad_norm: 5.4973 2021-02-03 15:25:56,607 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 9:51:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5172, loss_cls: 3.2768, loss: 3.2768, grad_norm: 5.3195 2021-02-03 15:26:06,564 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 9:50:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5109, loss_cls: 3.2547, loss: 3.2547, grad_norm: 5.4664 2021-02-03 15:26:16,557 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 9:49:56, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.4883, loss_cls: 3.3413, loss: 3.3413, grad_norm: 5.0844 2021-02-03 15:26:26,524 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 9:49:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2445, top5_acc: 0.5055, loss_cls: 3.2896, loss: 3.2896, grad_norm: 5.4967 2021-02-03 15:26:36,483 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 9:48:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5367, loss_cls: 3.1555, loss: 3.1555, grad_norm: 5.4156 2021-02-03 15:26:46,449 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 9:48:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5195, loss_cls: 3.2657, loss: 3.2657, grad_norm: 5.5133 2021-02-03 15:26:56,432 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 9:47:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2617, top5_acc: 0.5383, loss_cls: 3.2416, loss: 3.2416, grad_norm: 5.4648 2021-02-03 15:27:06,397 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 9:47:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2523, top5_acc: 0.5195, loss_cls: 3.2360, loss: 3.2360, grad_norm: 5.4882 2021-02-03 15:27:16,366 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 9:46:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2523, top5_acc: 0.5266, loss_cls: 3.2592, loss: 3.2592, grad_norm: 5.4784 2021-02-03 15:27:26,332 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 9:46:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2625, top5_acc: 0.5164, loss_cls: 3.2808, loss: 3.2808, grad_norm: 5.5283 2021-02-03 15:27:36,287 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 9:45:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5344, loss_cls: 3.1915, loss: 3.1915, grad_norm: 5.7577 2021-02-03 15:27:46,263 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 9:45:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5367, loss_cls: 3.1791, loss: 3.1791, grad_norm: 5.6504 2021-02-03 15:27:56,230 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 9:44:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5516, loss_cls: 3.1485, loss: 3.1485, grad_norm: 5.6728 2021-02-03 15:28:06,196 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 9:44:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5172, loss_cls: 3.2619, loss: 3.2619, grad_norm: 5.5839 2021-02-03 15:28:16,163 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 9:43:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2586, top5_acc: 0.5008, loss_cls: 3.3169, loss: 3.3169, grad_norm: 5.2127 2021-02-03 15:28:26,125 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 9:42:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2437, top5_acc: 0.5227, loss_cls: 3.2626, loss: 3.2626, grad_norm: 5.4711 2021-02-03 15:28:36,100 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 9:42:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2477, top5_acc: 0.5203, loss_cls: 3.2446, loss: 3.2446, grad_norm: 5.2129 2021-02-03 15:28:46,068 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 9:42:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5375, loss_cls: 3.2290, loss: 3.2290, grad_norm: 5.2395 2021-02-03 15:28:56,033 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 9:41:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5437, loss_cls: 3.1788, loss: 3.1788, grad_norm: 5.4086 2021-02-03 15:29:06,000 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 9:41:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5430, loss_cls: 3.1704, loss: 3.1704, grad_norm: 5.6193 2021-02-03 15:29:15,968 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 9:40:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5492, loss_cls: 3.1556, loss: 3.1556, grad_norm: 5.6884 2021-02-03 15:29:25,933 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 9:40:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5563, loss_cls: 3.1182, loss: 3.1182, grad_norm: 5.3599 2021-02-03 15:29:35,906 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 9:39:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5328, loss_cls: 3.2393, loss: 3.2393, grad_norm: 5.3978 2021-02-03 15:29:45,857 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 9:39:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5398, loss_cls: 3.2485, loss: 3.2485, grad_norm: 5.3312 2021-02-03 15:29:55,840 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 9:38:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5430, loss_cls: 3.1160, loss: 3.1160, grad_norm: 5.7796 2021-02-03 15:30:05,806 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 9:38:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5250, loss_cls: 3.1810, loss: 3.1810, grad_norm: 5.4070 2021-02-03 15:30:15,779 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 9:37:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 3.1974, loss: 3.1974, grad_norm: 5.6176 2021-02-03 15:30:25,743 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 9:37:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5570, loss_cls: 3.1801, loss: 3.1801, grad_norm: 5.5538 2021-02-03 15:30:35,719 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 9:36:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5234, loss_cls: 3.1783, loss: 3.1783, grad_norm: 5.5140 2021-02-03 15:30:45,686 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 9:36:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2750, top5_acc: 0.5320, loss_cls: 3.2137, loss: 3.2137, grad_norm: 5.5592 2021-02-03 15:30:55,678 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 9:35:54, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5117, loss_cls: 3.2718, loss: 3.2718, grad_norm: 5.5255 2021-02-03 15:31:05,647 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 9:35:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5430, loss_cls: 3.1577, loss: 3.1577, grad_norm: 5.5497 2021-02-03 15:31:15,620 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 9:35:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5609, loss_cls: 3.1347, loss: 3.1347, grad_norm: 5.6704 2021-02-03 15:31:25,587 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 9:34:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5781, loss_cls: 3.0183, loss: 3.0183, grad_norm: 5.6836 2021-02-03 15:31:35,552 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 9:34:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5375, loss_cls: 3.1480, loss: 3.1480, grad_norm: 5.6546 2021-02-03 15:31:45,533 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 9:33:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5453, loss_cls: 3.1767, loss: 3.1767, grad_norm: 5.5667 2021-02-03 15:31:55,512 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 9:33:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5406, loss_cls: 3.2049, loss: 3.2049, grad_norm: 5.5896 2021-02-03 15:32:05,477 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 9:32:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5656, loss_cls: 3.1109, loss: 3.1109, grad_norm: 5.3865 2021-02-03 15:32:15,456 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 9:32:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2898, top5_acc: 0.5672, loss_cls: 3.0956, loss: 3.0956, grad_norm: 5.1949 2021-02-03 15:32:25,430 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 9:32:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5484, loss_cls: 3.0894, loss: 3.0894, grad_norm: 5.3289 2021-02-03 15:32:35,417 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 9:31:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5469, loss_cls: 3.1545, loss: 3.1545, grad_norm: 5.3100 2021-02-03 15:32:45,382 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 9:31:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5656, loss_cls: 3.0762, loss: 3.0762, grad_norm: 5.6037 2021-02-03 15:32:55,350 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 9:30:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2938, top5_acc: 0.5539, loss_cls: 3.1087, loss: 3.1087, grad_norm: 5.4849 2021-02-03 15:33:05,323 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 9:30:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5742, loss_cls: 3.0352, loss: 3.0352, grad_norm: 5.6097 2021-02-03 15:33:15,297 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 9:29:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2641, top5_acc: 0.5398, loss_cls: 3.1924, loss: 3.1924, grad_norm: 5.4552 2021-02-03 15:33:25,264 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 9:29:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5555, loss_cls: 3.0734, loss: 3.0734, grad_norm: 5.5549 2021-02-03 15:33:35,245 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 9:29:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5469, loss_cls: 3.1379, loss: 3.1379, grad_norm: 5.5125 2021-02-03 15:33:45,210 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 9:28:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5813, loss_cls: 2.9891, loss: 2.9891, grad_norm: 5.4994 2021-02-03 15:33:55,176 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 9:28:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5781, loss_cls: 3.0061, loss: 3.0061, grad_norm: 5.4902 2021-02-03 15:34:05,150 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 9:27:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5789, loss_cls: 3.0445, loss: 3.0445, grad_norm: 5.5832 2021-02-03 15:34:15,119 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 9:27:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5625, loss_cls: 3.0815, loss: 3.0815, grad_norm: 5.5489 2021-02-03 15:34:25,086 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 9:27:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5680, loss_cls: 3.0735, loss: 3.0735, grad_norm: 5.6976 2021-02-03 15:34:35,058 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 9:26:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5445, loss_cls: 3.1864, loss: 3.1864, grad_norm: 5.3766 2021-02-03 15:34:45,026 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 9:26:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5602, loss_cls: 3.0651, loss: 3.0651, grad_norm: 5.4428 2021-02-03 15:34:54,991 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 9:26:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5609, loss_cls: 3.0398, loss: 3.0398, grad_norm: 5.6440 2021-02-03 15:35:04,974 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 9:25:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5727, loss_cls: 3.0683, loss: 3.0683, grad_norm: 5.6312 2021-02-03 15:35:14,942 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 9:25:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5734, loss_cls: 3.0048, loss: 3.0048, grad_norm: 5.5265 2021-02-03 15:35:24,917 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 9:24:53, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5734, loss_cls: 3.0260, loss: 3.0260, grad_norm: 5.6484 2021-02-03 15:35:34,883 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 9:24:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5625, loss_cls: 3.0875, loss: 3.0875, grad_norm: 5.5607 2021-02-03 15:35:44,858 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 9:24:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5656, loss_cls: 3.0436, loss: 3.0436, grad_norm: 5.5831 2021-02-03 15:35:47,429 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-02-03 15:36:11,627 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 9:26:36, time: 1.185, data_time: 0.683, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5836, loss_cls: 3.0079, loss: 3.0079, grad_norm: 5.4629 2021-02-03 15:36:21,600 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 9:26:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3008, top5_acc: 0.5711, loss_cls: 3.0844, loss: 3.0844, grad_norm: 5.6013 2021-02-03 15:36:31,582 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 9:25:50, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.2992, top5_acc: 0.5672, loss_cls: 2.9850, loss: 2.9850, grad_norm: 5.4898 2021-02-03 15:36:41,547 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 9:25:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5813, loss_cls: 3.0301, loss: 3.0301, grad_norm: 5.5919 2021-02-03 15:36:51,524 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 9:25:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5750, loss_cls: 2.9780, loss: 2.9780, grad_norm: 5.6610 2021-02-03 15:37:01,503 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 9:24:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5844, loss_cls: 2.9909, loss: 2.9909, grad_norm: 5.6573 2021-02-03 15:37:11,462 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 9:24:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5867, loss_cls: 3.0000, loss: 3.0000, grad_norm: 5.5512 2021-02-03 15:37:21,427 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 9:23:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3258, top5_acc: 0.5844, loss_cls: 2.9017, loss: 2.9017, grad_norm: 5.4717 2021-02-03 15:37:31,391 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 9:23:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3563, top5_acc: 0.5906, loss_cls: 2.8822, loss: 2.8822, grad_norm: 5.6570 2021-02-03 15:37:41,366 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 9:23:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3008, top5_acc: 0.5844, loss_cls: 3.0436, loss: 3.0436, grad_norm: 5.9222 2021-02-03 15:37:51,325 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 9:22:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3250, top5_acc: 0.5898, loss_cls: 2.9077, loss: 2.9077, grad_norm: 5.6886 2021-02-03 15:38:01,304 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 9:22:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3102, top5_acc: 0.6039, loss_cls: 2.9261, loss: 2.9261, grad_norm: 5.4895 2021-02-03 15:38:11,264 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 9:22:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6000, loss_cls: 2.9558, loss: 2.9558, grad_norm: 5.8296 2021-02-03 15:38:21,224 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 9:21:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5820, loss_cls: 3.0066, loss: 3.0066, grad_norm: 5.6959 2021-02-03 15:38:31,191 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 9:21:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5563, loss_cls: 3.0806, loss: 3.0806, grad_norm: 5.7769 2021-02-03 15:38:41,152 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 9:21:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3086, top5_acc: 0.5883, loss_cls: 2.9274, loss: 2.9274, grad_norm: 5.8678 2021-02-03 15:38:51,125 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 9:20:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5852, loss_cls: 2.9376, loss: 2.9376, grad_norm: 5.7002 2021-02-03 15:39:01,099 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 9:20:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6148, loss_cls: 2.8552, loss: 2.8552, grad_norm: 5.7758 2021-02-03 15:39:11,070 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 9:20:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5969, loss_cls: 2.9693, loss: 2.9693, grad_norm: 5.3953 2021-02-03 15:39:21,033 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 9:19:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6148, loss_cls: 2.8337, loss: 2.8337, grad_norm: 5.8330 2021-02-03 15:39:31,009 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 9:19:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5789, loss_cls: 2.9767, loss: 2.9767, grad_norm: 5.7105 2021-02-03 15:39:40,969 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 9:18:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5648, loss_cls: 3.0998, loss: 3.0998, grad_norm: 5.3600 2021-02-03 15:39:50,946 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 9:18:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6055, loss_cls: 2.8724, loss: 2.8724, grad_norm: 5.4695 2021-02-03 15:40:00,921 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 9:18:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6109, loss_cls: 2.8589, loss: 2.8589, grad_norm: 5.5589 2021-02-03 15:40:10,898 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 9:17:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5930, loss_cls: 3.0038, loss: 3.0038, grad_norm: 5.6390 2021-02-03 15:40:20,865 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 9:17:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6023, loss_cls: 2.8426, loss: 2.8426, grad_norm: 5.8398 2021-02-03 15:40:30,836 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 9:17:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3227, top5_acc: 0.6195, loss_cls: 2.8544, loss: 2.8544, grad_norm: 5.6784 2021-02-03 15:40:40,810 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 9:16:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3172, top5_acc: 0.5914, loss_cls: 2.9389, loss: 2.9389, grad_norm: 5.8740 2021-02-03 15:40:50,780 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 9:16:34, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5805, loss_cls: 2.9563, loss: 2.9563, grad_norm: 5.6307 2021-02-03 15:41:00,746 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 9:16:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5805, loss_cls: 2.9797, loss: 2.9797, grad_norm: 5.7398 2021-02-03 15:41:10,722 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 9:15:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5969, loss_cls: 2.9025, loss: 2.9025, grad_norm: 5.6878 2021-02-03 15:41:20,696 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 9:15:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6180, loss_cls: 2.7697, loss: 2.7697, grad_norm: 5.6009 2021-02-03 15:41:30,666 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 9:15:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6180, loss_cls: 2.8857, loss: 2.8857, grad_norm: 5.8018 2021-02-03 15:41:40,645 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 9:14:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3102, top5_acc: 0.6156, loss_cls: 2.9031, loss: 2.9031, grad_norm: 5.7036 2021-02-03 15:41:50,621 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 9:14:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3180, top5_acc: 0.6117, loss_cls: 2.8808, loss: 2.8808, grad_norm: 5.7413 2021-02-03 15:42:00,596 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 9:14:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5961, loss_cls: 2.9345, loss: 2.9345, grad_norm: 5.5761 2021-02-03 15:42:10,570 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 9:13:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6062, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.6286 2021-02-03 15:42:20,559 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 9:13:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6023, loss_cls: 2.8845, loss: 2.8845, grad_norm: 5.8616 2021-02-03 15:42:30,530 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 9:13:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6297, loss_cls: 2.8377, loss: 2.8377, grad_norm: 5.4776 2021-02-03 15:42:40,501 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 9:12:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3125, top5_acc: 0.6023, loss_cls: 2.9395, loss: 2.9395, grad_norm: 5.6399 2021-02-03 15:42:50,479 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 9:12:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3164, top5_acc: 0.6070, loss_cls: 2.9030, loss: 2.9030, grad_norm: 5.7540 2021-02-03 15:43:00,440 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 9:12:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6133, loss_cls: 2.8344, loss: 2.8344, grad_norm: 5.4618 2021-02-03 15:43:10,406 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 9:12:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3148, top5_acc: 0.6117, loss_cls: 2.8508, loss: 2.8508, grad_norm: 5.7304 2021-02-03 15:43:20,384 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 9:11:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6305, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.8056 2021-02-03 15:43:30,350 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 9:11:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6016, loss_cls: 2.8846, loss: 2.8846, grad_norm: 5.6248 2021-02-03 15:43:40,326 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 9:11:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6039, loss_cls: 2.8546, loss: 2.8546, grad_norm: 5.4582 2021-02-03 15:43:50,302 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 9:10:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3328, top5_acc: 0.6016, loss_cls: 2.8767, loss: 2.8767, grad_norm: 5.6135 2021-02-03 15:44:00,284 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 9:10:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6008, loss_cls: 2.8752, loss: 2.8752, grad_norm: 5.4809 2021-02-03 15:44:10,246 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 9:10:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6211, loss_cls: 2.7947, loss: 2.7947, grad_norm: 5.7238 2021-02-03 15:44:20,225 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 9:09:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6062, loss_cls: 2.8941, loss: 2.8941, grad_norm: 5.4817 2021-02-03 15:44:30,188 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 9:09:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3211, top5_acc: 0.6102, loss_cls: 2.8868, loss: 2.8868, grad_norm: 5.8177 2021-02-03 15:44:40,174 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 9:09:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6156, loss_cls: 2.8973, loss: 2.8973, grad_norm: 5.6466 2021-02-03 15:44:50,145 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 9:08:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3266, top5_acc: 0.6227, loss_cls: 2.8225, loss: 2.8225, grad_norm: 5.8549 2021-02-03 15:45:00,122 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 9:08:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3219, top5_acc: 0.5648, loss_cls: 2.9534, loss: 2.9534, grad_norm: 5.5939 2021-02-03 15:45:10,088 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 9:08:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6320, loss_cls: 2.7781, loss: 2.7781, grad_norm: 5.7399 2021-02-03 15:45:20,067 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 9:08:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5891, loss_cls: 2.9575, loss: 2.9575, grad_norm: 5.2433 2021-02-03 15:45:30,037 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 9:07:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6211, loss_cls: 2.8099, loss: 2.8099, grad_norm: 5.4912 2021-02-03 15:45:40,012 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 9:07:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6117, loss_cls: 2.8037, loss: 2.8037, grad_norm: 5.5661 2021-02-03 15:45:49,981 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 9:07:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6281, loss_cls: 2.7879, loss: 2.7879, grad_norm: 5.9620 2021-02-03 15:45:59,950 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 9:06:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3211, top5_acc: 0.6133, loss_cls: 2.8501, loss: 2.8501, grad_norm: 5.7114 2021-02-03 15:46:09,921 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 9:06:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6125, loss_cls: 2.8670, loss: 2.8670, grad_norm: 5.6674 2021-02-03 15:46:19,892 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 9:06:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.5961, loss_cls: 2.8613, loss: 2.8613, grad_norm: 5.4358 2021-02-03 15:46:29,861 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 9:05:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5805, loss_cls: 2.9519, loss: 2.9519, grad_norm: 5.8881 2021-02-03 15:46:39,819 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 9:05:39, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5969, loss_cls: 2.8903, loss: 2.8903, grad_norm: 5.4684 2021-02-03 15:46:49,795 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 9:05:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6156, loss_cls: 2.8149, loss: 2.8149, grad_norm: 5.6876 2021-02-03 15:46:59,754 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 9:05:04, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5961, loss_cls: 2.8626, loss: 2.8626, grad_norm: 5.6816 2021-02-03 15:47:09,739 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 9:04:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.5984, loss_cls: 2.8640, loss: 2.8640, grad_norm: 5.5510 2021-02-03 15:47:12,340 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-03 15:47:46,513 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 15:47:46,666 - mmaction - INFO - top1_acc 0.2478 top5_acc 0.5246 2021-02-03 15:47:46,666 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 15:47:46,675 - mmaction - INFO - mean_acc 0.2188 2021-02-03 15:47:46,677 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.2478, top5_acc: 0.5246, mean_class_accuracy: 0.2188 2021-02-03 15:48:11,866 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 9:06:51, time: 1.259, data_time: 0.757, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6305, loss_cls: 2.7492, loss: 2.7492, grad_norm: 6.0053 2021-02-03 15:48:21,818 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 9:06:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6289, loss_cls: 2.7328, loss: 2.7328, grad_norm: 5.6455 2021-02-03 15:48:31,776 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 9:06:15, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6133, loss_cls: 2.7919, loss: 2.7919, grad_norm: 6.0416 2021-02-03 15:48:41,745 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 9:05:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6328, loss_cls: 2.7496, loss: 2.7496, grad_norm: 5.8351 2021-02-03 15:48:51,720 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 9:05:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6312, loss_cls: 2.7574, loss: 2.7574, grad_norm: 5.6295 2021-02-03 15:49:01,677 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 9:05:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6398, loss_cls: 2.6911, loss: 2.6911, grad_norm: 5.5694 2021-02-03 15:49:11,640 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 9:05:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6305, loss_cls: 2.8010, loss: 2.8010, grad_norm: 5.6945 2021-02-03 15:49:21,603 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 9:04:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6172, loss_cls: 2.7725, loss: 2.7725, grad_norm: 5.8103 2021-02-03 15:49:31,568 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 9:04:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6531, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.9056 2021-02-03 15:49:41,537 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 9:04:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6281, loss_cls: 2.7838, loss: 2.7838, grad_norm: 6.1498 2021-02-03 15:49:51,513 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 9:03:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6305, loss_cls: 2.7479, loss: 2.7479, grad_norm: 5.6466 2021-02-03 15:50:01,492 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 9:03:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6258, loss_cls: 2.7721, loss: 2.7721, grad_norm: 5.9076 2021-02-03 15:50:11,460 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 9:03:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6703, loss_cls: 2.6420, loss: 2.6420, grad_norm: 6.0949 2021-02-03 15:50:21,429 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 9:03:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3234, top5_acc: 0.6195, loss_cls: 2.8143, loss: 2.8143, grad_norm: 5.7606 2021-02-03 15:50:31,402 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 9:02:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6422, loss_cls: 2.7333, loss: 2.7333, grad_norm: 5.6039 2021-02-03 15:50:41,381 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 9:02:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6398, loss_cls: 2.7188, loss: 2.7188, grad_norm: 5.9305 2021-02-03 15:50:51,358 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 9:02:11, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6031, loss_cls: 2.7837, loss: 2.7837, grad_norm: 5.6538 2021-02-03 15:51:01,332 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 9:01:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6250, loss_cls: 2.7520, loss: 2.7520, grad_norm: 5.7177 2021-02-03 15:51:11,310 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 9:01:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6383, loss_cls: 2.6144, loss: 2.6144, grad_norm: 5.9570 2021-02-03 15:51:21,288 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 9:01:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6156, loss_cls: 2.8595, loss: 2.8595, grad_norm: 5.8442 2021-02-03 15:51:31,261 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 9:01:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6305, loss_cls: 2.6947, loss: 2.6947, grad_norm: 5.7692 2021-02-03 15:51:41,223 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 9:00:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3219, top5_acc: 0.6102, loss_cls: 2.8048, loss: 2.8048, grad_norm: 5.7649 2021-02-03 15:51:51,202 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 9:00:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6320, loss_cls: 2.7842, loss: 2.7842, grad_norm: 5.9160 2021-02-03 15:52:01,184 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 9:00:13, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3328, top5_acc: 0.6117, loss_cls: 2.8156, loss: 2.8156, grad_norm: 6.0181 2021-02-03 15:52:11,151 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 8:59:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6414, loss_cls: 2.7520, loss: 2.7520, grad_norm: 5.7069 2021-02-03 15:52:21,126 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 8:59:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6242, loss_cls: 2.7779, loss: 2.7779, grad_norm: 5.5857 2021-02-03 15:52:31,093 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 8:59:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6320, loss_cls: 2.7507, loss: 2.7507, grad_norm: 5.5545 2021-02-03 15:52:41,062 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 8:59:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6352, loss_cls: 2.7102, loss: 2.7102, grad_norm: 5.8855 2021-02-03 15:52:51,037 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 8:58:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6117, loss_cls: 2.8347, loss: 2.8347, grad_norm: 5.5455 2021-02-03 15:53:01,006 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 8:58:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6445, loss_cls: 2.6580, loss: 2.6580, grad_norm: 5.8403 2021-02-03 15:53:10,971 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 8:58:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6211, loss_cls: 2.7739, loss: 2.7739, grad_norm: 5.6219 2021-02-03 15:53:20,949 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 8:58:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6383, loss_cls: 2.7694, loss: 2.7694, grad_norm: 5.9013 2021-02-03 15:53:30,931 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 8:57:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6172, loss_cls: 2.8149, loss: 2.8149, grad_norm: 6.0255 2021-02-03 15:53:40,888 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 8:57:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3125, top5_acc: 0.6125, loss_cls: 2.8655, loss: 2.8655, grad_norm: 5.7132 2021-02-03 15:53:50,857 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 8:57:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6008, loss_cls: 2.8138, loss: 2.8138, grad_norm: 5.6433 2021-02-03 15:54:00,837 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 8:56:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6461, loss_cls: 2.6912, loss: 2.6912, grad_norm: 5.7059 2021-02-03 15:54:10,815 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 8:56:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6211, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.6223 2021-02-03 15:54:20,797 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 8:56:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6289, loss_cls: 2.7224, loss: 2.7224, grad_norm: 6.0130 2021-02-03 15:54:30,766 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 8:56:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3234, top5_acc: 0.6078, loss_cls: 2.8233, loss: 2.8233, grad_norm: 5.8667 2021-02-03 15:54:40,732 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 8:55:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6320, loss_cls: 2.7071, loss: 2.7071, grad_norm: 5.5295 2021-02-03 15:54:50,707 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 8:55:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6516, loss_cls: 2.6770, loss: 2.6770, grad_norm: 5.9575 2021-02-03 15:55:00,685 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 8:55:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6133, loss_cls: 2.8358, loss: 2.8358, grad_norm: 5.6525 2021-02-03 15:55:10,653 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 8:55:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6469, loss_cls: 2.6414, loss: 2.6414, grad_norm: 5.6340 2021-02-03 15:55:20,624 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 8:54:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6305, loss_cls: 2.7555, loss: 2.7555, grad_norm: 5.6320 2021-02-03 15:55:30,591 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 8:54:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6383, loss_cls: 2.7646, loss: 2.7646, grad_norm: 5.8943 2021-02-03 15:55:40,577 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 8:54:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6375, loss_cls: 2.7322, loss: 2.7322, grad_norm: 5.8812 2021-02-03 15:55:50,544 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 8:54:00, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6016, loss_cls: 2.7853, loss: 2.7853, grad_norm: 5.4698 2021-02-03 15:56:00,527 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 8:53:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6188, loss_cls: 2.7807, loss: 2.7807, grad_norm: 5.7492 2021-02-03 15:56:10,508 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 8:53:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6625, loss_cls: 2.7131, loss: 2.7131, grad_norm: 5.8344 2021-02-03 15:56:20,486 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 8:53:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6469, loss_cls: 2.7067, loss: 2.7067, grad_norm: 5.8168 2021-02-03 15:56:30,458 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 8:52:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6477, loss_cls: 2.6301, loss: 2.6301, grad_norm: 5.6793 2021-02-03 15:56:40,428 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 8:52:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6328, loss_cls: 2.6889, loss: 2.6889, grad_norm: 5.8438 2021-02-03 15:56:50,404 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 8:52:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6312, loss_cls: 2.7474, loss: 2.7474, grad_norm: 5.6712 2021-02-03 15:57:00,375 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 8:52:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6465, loss: 2.6465, grad_norm: 5.6770 2021-02-03 15:57:10,351 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 8:51:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6586, loss_cls: 2.6466, loss: 2.6466, grad_norm: 5.7464 2021-02-03 15:57:20,333 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 8:51:39, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6578, loss_cls: 2.6762, loss: 2.6762, grad_norm: 5.5868 2021-02-03 15:57:30,314 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 8:51:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6555, loss_cls: 2.6666, loss: 2.6666, grad_norm: 5.5904 2021-02-03 15:57:40,285 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 8:51:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6438, loss_cls: 2.6974, loss: 2.6974, grad_norm: 5.6847 2021-02-03 15:57:50,257 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 8:50:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6328, loss_cls: 2.7392, loss: 2.7392, grad_norm: 5.5936 2021-02-03 15:58:00,230 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 8:50:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6523, loss_cls: 2.5909, loss: 2.5909, grad_norm: 5.6036 2021-02-03 15:58:10,205 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 8:50:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6266, loss_cls: 2.7902, loss: 2.7902, grad_norm: 5.6308 2021-02-03 15:58:20,181 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 8:50:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6391, loss_cls: 2.7480, loss: 2.7480, grad_norm: 5.8143 2021-02-03 15:58:30,162 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 8:49:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6672, loss_cls: 2.6997, loss: 2.6997, grad_norm: 5.8155 2021-02-03 15:58:40,132 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 8:49:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6508, loss_cls: 2.6460, loss: 2.6460, grad_norm: 5.6835 2021-02-03 15:58:50,117 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 8:49:22, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6430, loss_cls: 2.7101, loss: 2.7101, grad_norm: 5.7673 2021-02-03 15:59:00,079 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 8:49:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6531, loss_cls: 2.6560, loss: 2.6560, grad_norm: 5.5839 2021-02-03 15:59:10,050 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 8:48:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6625, loss_cls: 2.6177, loss: 2.6177, grad_norm: 5.5836 2021-02-03 15:59:12,680 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-02-03 15:59:38,200 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 8:50:22, time: 1.234, data_time: 0.730, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6484, loss_cls: 2.6240, loss: 2.6240, grad_norm: 5.5851 2021-02-03 15:59:48,169 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 8:50:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6711, loss_cls: 2.5188, loss: 2.5188, grad_norm: 5.8551 2021-02-03 15:59:58,154 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 8:49:52, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6359, loss_cls: 2.6915, loss: 2.6915, grad_norm: 5.7559 2021-02-03 16:00:08,124 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 8:49:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.6073, loss: 2.6073, grad_norm: 5.8102 2021-02-03 16:00:18,083 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 8:49:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6664, loss_cls: 2.5484, loss: 2.5484, grad_norm: 5.7694 2021-02-03 16:00:28,052 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 8:49:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6680, loss_cls: 2.5815, loss: 2.5815, grad_norm: 5.9424 2021-02-03 16:00:38,208 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 8:48:52, time: 0.508, data_time: 0.001, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6438, loss_cls: 2.7126, loss: 2.7126, grad_norm: 5.7551 2021-02-03 16:00:48,173 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 8:48:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6734, loss_cls: 2.5484, loss: 2.5484, grad_norm: 5.9160 2021-02-03 16:00:58,146 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 8:48:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6508, loss_cls: 2.6097, loss: 2.6097, grad_norm: 5.5711 2021-02-03 16:01:08,122 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 8:48:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6672, loss_cls: 2.6026, loss: 2.6026, grad_norm: 5.7118 2021-02-03 16:01:18,100 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 8:47:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6445, loss_cls: 2.5945, loss: 2.5945, grad_norm: 5.9032 2021-02-03 16:01:28,070 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 8:47:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6609, loss_cls: 2.5639, loss: 2.5639, grad_norm: 5.8055 2021-02-03 16:01:38,037 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 8:47:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6641, loss_cls: 2.5794, loss: 2.5794, grad_norm: 5.9639 2021-02-03 16:01:48,011 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 8:47:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6492, loss_cls: 2.6641, loss: 2.6641, grad_norm: 5.9023 2021-02-03 16:01:57,989 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 8:46:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6398, loss_cls: 2.6634, loss: 2.6634, grad_norm: 5.7407 2021-02-03 16:02:07,963 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 8:46:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6680, loss_cls: 2.5893, loss: 2.5893, grad_norm: 5.7844 2021-02-03 16:02:17,940 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 8:46:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6516, loss_cls: 2.6051, loss: 2.6051, grad_norm: 5.8041 2021-02-03 16:02:27,915 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 8:46:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6687, loss_cls: 2.5086, loss: 2.5086, grad_norm: 5.7677 2021-02-03 16:02:37,882 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 8:45:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6422, loss_cls: 2.6675, loss: 2.6675, grad_norm: 5.8402 2021-02-03 16:02:47,858 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 8:45:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6523, loss_cls: 2.6477, loss: 2.6477, grad_norm: 5.8573 2021-02-03 16:02:57,835 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 8:45:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6695, loss_cls: 2.6481, loss: 2.6481, grad_norm: 5.8060 2021-02-03 16:03:07,808 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 8:45:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6609, loss_cls: 2.6579, loss: 2.6579, grad_norm: 5.8422 2021-02-03 16:03:17,784 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 8:44:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6547, loss_cls: 2.5509, loss: 2.5509, grad_norm: 5.8403 2021-02-03 16:03:27,763 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 8:44:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6570, loss_cls: 2.6159, loss: 2.6159, grad_norm: 5.7772 2021-02-03 16:03:37,737 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 8:44:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6586, loss_cls: 2.5937, loss: 2.5937, grad_norm: 5.9457 2021-02-03 16:03:47,720 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 8:44:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6648, loss_cls: 2.5903, loss: 2.5903, grad_norm: 5.7111 2021-02-03 16:03:57,684 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 8:43:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6453, loss_cls: 2.6382, loss: 2.6382, grad_norm: 5.7382 2021-02-03 16:04:07,680 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 8:43:39, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6555, loss_cls: 2.6301, loss: 2.6301, grad_norm: 5.9837 2021-02-03 16:04:17,663 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 8:43:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6508, loss_cls: 2.6407, loss: 2.6407, grad_norm: 5.9080 2021-02-03 16:04:27,641 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 8:43:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6758, loss_cls: 2.5335, loss: 2.5335, grad_norm: 5.6068 2021-02-03 16:04:37,617 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 8:42:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6430, loss_cls: 2.6781, loss: 2.6781, grad_norm: 5.7958 2021-02-03 16:04:47,593 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 8:42:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6594, loss_cls: 2.5922, loss: 2.5922, grad_norm: 5.7584 2021-02-03 16:04:57,569 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 8:42:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6445, loss_cls: 2.7016, loss: 2.7016, grad_norm: 5.6749 2021-02-03 16:05:07,544 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 8:42:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6672, loss_cls: 2.5878, loss: 2.5878, grad_norm: 6.0571 2021-02-03 16:05:17,513 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 8:41:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6641, loss_cls: 2.6106, loss: 2.6106, grad_norm: 6.0698 2021-02-03 16:05:27,483 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 8:41:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6398, loss_cls: 2.6866, loss: 2.6866, grad_norm: 5.7575 2021-02-03 16:05:37,459 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 8:41:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6516, loss_cls: 2.6176, loss: 2.6176, grad_norm: 5.7646 2021-02-03 16:05:47,441 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 8:41:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.6437, loss: 2.6437, grad_norm: 5.6572 2021-02-03 16:05:57,415 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 8:40:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6484, loss_cls: 2.6899, loss: 2.6899, grad_norm: 6.0644 2021-02-03 16:06:07,379 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 8:40:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6602, loss_cls: 2.6278, loss: 2.6278, grad_norm: 5.7494 2021-02-03 16:06:17,346 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 8:40:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6492, loss_cls: 2.6247, loss: 2.6247, grad_norm: 5.7683 2021-02-03 16:06:27,323 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 8:40:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6508, loss_cls: 2.6021, loss: 2.6021, grad_norm: 6.1718 2021-02-03 16:06:37,312 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 8:40:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6727, loss_cls: 2.5679, loss: 2.5679, grad_norm: 5.6708 2021-02-03 16:06:47,289 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 8:39:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6578, loss_cls: 2.6011, loss: 2.6011, grad_norm: 5.9824 2021-02-03 16:06:57,263 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 8:39:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6625, loss_cls: 2.6111, loss: 2.6111, grad_norm: 5.6461 2021-02-03 16:07:07,230 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 8:39:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6453, loss_cls: 2.6065, loss: 2.6065, grad_norm: 5.8327 2021-02-03 16:07:17,205 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 8:39:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6516, loss_cls: 2.5528, loss: 2.5528, grad_norm: 5.7780 2021-02-03 16:07:27,179 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 8:38:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6750, loss_cls: 2.5739, loss: 2.5739, grad_norm: 5.9953 2021-02-03 16:07:37,152 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 8:38:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6430, loss_cls: 2.6488, loss: 2.6488, grad_norm: 5.8496 2021-02-03 16:07:47,128 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 8:38:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6539, loss_cls: 2.6313, loss: 2.6313, grad_norm: 5.8595 2021-02-03 16:07:57,095 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 8:38:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6625, loss_cls: 2.5770, loss: 2.5770, grad_norm: 5.7999 2021-02-03 16:08:07,073 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 8:37:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6586, loss_cls: 2.5626, loss: 2.5626, grad_norm: 5.9111 2021-02-03 16:08:17,045 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 8:37:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6562, loss_cls: 2.6281, loss: 2.6281, grad_norm: 5.9327 2021-02-03 16:08:27,022 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 8:37:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6609, loss_cls: 2.5937, loss: 2.5937, grad_norm: 5.8584 2021-02-03 16:08:37,006 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 8:37:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6875, loss_cls: 2.5332, loss: 2.5332, grad_norm: 5.9004 2021-02-03 16:08:46,983 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 8:36:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.6732, loss: 2.6732, grad_norm: 5.8244 2021-02-03 16:08:56,958 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 8:36:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6422, loss_cls: 2.6848, loss: 2.6848, grad_norm: 5.5467 2021-02-03 16:09:06,921 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 8:36:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6773, loss_cls: 2.5368, loss: 2.5368, grad_norm: 5.7041 2021-02-03 16:09:16,902 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 8:36:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6570, loss_cls: 2.6370, loss: 2.6370, grad_norm: 5.9352 2021-02-03 16:09:26,863 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 8:36:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6727, loss_cls: 2.5878, loss: 2.5878, grad_norm: 5.6465 2021-02-03 16:09:36,837 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 8:35:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6805, loss_cls: 2.5671, loss: 2.5671, grad_norm: 5.8858 2021-02-03 16:09:46,813 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 8:35:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6539, loss_cls: 2.5515, loss: 2.5515, grad_norm: 5.8450 2021-02-03 16:09:56,782 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 8:35:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6445, loss_cls: 2.7072, loss: 2.7072, grad_norm: 5.5727 2021-02-03 16:10:06,758 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 8:35:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6922, loss_cls: 2.5122, loss: 2.5122, grad_norm: 5.6935 2021-02-03 16:10:16,730 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 8:34:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6742, loss_cls: 2.6080, loss: 2.6080, grad_norm: 6.0574 2021-02-03 16:10:26,731 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 8:34:39, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6578, loss_cls: 2.6057, loss: 2.6057, grad_norm: 5.8502 2021-02-03 16:10:36,716 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 8:34:26, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6555, loss_cls: 2.5909, loss: 2.5909, grad_norm: 5.9784 2021-02-03 16:10:39,391 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-02-03 16:11:12,845 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 16:11:12,998 - mmaction - INFO - top1_acc 0.2703 top5_acc 0.5538 2021-02-03 16:11:12,998 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 16:11:13,008 - mmaction - INFO - mean_acc 0.2402 2021-02-03 16:11:13,010 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2703, top5_acc: 0.5538, mean_class_accuracy: 0.2402 2021-02-03 16:11:40,030 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 8:35:55, time: 1.351, data_time: 0.845, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6641, loss_cls: 2.5261, loss: 2.5261, grad_norm: 5.7528 2021-02-03 16:11:49,978 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 8:35:41, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6633, loss_cls: 2.6865, loss: 2.6865, grad_norm: 5.8794 2021-02-03 16:11:59,922 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 8:35:26, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6781, loss_cls: 2.4778, loss: 2.4778, grad_norm: 6.0647 2021-02-03 16:12:09,883 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 8:35:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6852, loss_cls: 2.5074, loss: 2.5074, grad_norm: 5.9732 2021-02-03 16:12:19,841 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 8:34:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6922, loss_cls: 2.4830, loss: 2.4830, grad_norm: 5.9314 2021-02-03 16:12:29,817 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 8:34:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6992, loss_cls: 2.4185, loss: 2.4185, grad_norm: 5.9566 2021-02-03 16:12:39,782 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 8:34:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6742, loss_cls: 2.5606, loss: 2.5606, grad_norm: 5.9298 2021-02-03 16:12:49,740 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 8:34:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6922, loss_cls: 2.4852, loss: 2.4852, grad_norm: 5.7979 2021-02-03 16:12:59,709 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 8:34:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6859, loss_cls: 2.5282, loss: 2.5282, grad_norm: 6.1570 2021-02-03 16:13:09,684 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 8:33:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6641, loss_cls: 2.5205, loss: 2.5205, grad_norm: 6.0055 2021-02-03 16:13:19,651 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 8:33:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6594, loss_cls: 2.6249, loss: 2.6249, grad_norm: 6.0540 2021-02-03 16:13:29,619 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 8:33:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6797, loss_cls: 2.5166, loss: 2.5166, grad_norm: 5.9299 2021-02-03 16:13:39,579 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 8:33:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6633, loss_cls: 2.5394, loss: 2.5394, grad_norm: 5.6525 2021-02-03 16:13:49,545 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 8:32:53, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6859, loss_cls: 2.4589, loss: 2.4589, grad_norm: 5.7266 2021-02-03 16:13:59,523 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 8:32:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6805, loss_cls: 2.4378, loss: 2.4378, grad_norm: 5.8067 2021-02-03 16:14:09,494 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 8:32:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6844, loss_cls: 2.4406, loss: 2.4406, grad_norm: 5.7848 2021-02-03 16:14:19,469 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 8:32:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.7039, loss_cls: 2.4107, loss: 2.4107, grad_norm: 5.8898 2021-02-03 16:14:29,431 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 8:31:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6695, loss_cls: 2.5443, loss: 2.5443, grad_norm: 5.8530 2021-02-03 16:14:39,415 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 8:31:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6852, loss_cls: 2.4975, loss: 2.4975, grad_norm: 6.0490 2021-02-03 16:14:49,384 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 8:31:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6789, loss_cls: 2.4944, loss: 2.4944, grad_norm: 6.1083 2021-02-03 16:14:59,360 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 8:31:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6828, loss_cls: 2.4972, loss: 2.4972, grad_norm: 5.9687 2021-02-03 16:15:09,341 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 8:31:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6594, loss_cls: 2.5757, loss: 2.5757, grad_norm: 5.8422 2021-02-03 16:15:19,326 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 8:30:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6687, loss_cls: 2.5460, loss: 2.5460, grad_norm: 5.6529 2021-02-03 16:15:29,287 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 8:30:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6594, loss_cls: 2.5205, loss: 2.5205, grad_norm: 6.0656 2021-02-03 16:15:39,275 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 8:30:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.5034, loss: 2.5034, grad_norm: 5.8533 2021-02-03 16:15:49,243 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 8:30:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6828, loss_cls: 2.5324, loss: 2.5324, grad_norm: 6.1096 2021-02-03 16:15:59,240 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 8:29:55, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6648, loss_cls: 2.5459, loss: 2.5459, grad_norm: 5.9144 2021-02-03 16:16:09,204 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 8:29:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.7031, loss_cls: 2.4412, loss: 2.4412, grad_norm: 5.9975 2021-02-03 16:16:19,185 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 8:29:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6758, loss_cls: 2.5724, loss: 2.5724, grad_norm: 6.0225 2021-02-03 16:16:29,149 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 8:29:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.7047, loss_cls: 2.4550, loss: 2.4550, grad_norm: 5.7978 2021-02-03 16:16:39,118 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 8:29:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6766, loss_cls: 2.5613, loss: 2.5613, grad_norm: 5.9848 2021-02-03 16:16:49,081 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 8:28:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6664, loss_cls: 2.5255, loss: 2.5255, grad_norm: 5.9399 2021-02-03 16:16:59,056 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 8:28:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6727, loss_cls: 2.5150, loss: 2.5150, grad_norm: 5.8843 2021-02-03 16:17:09,029 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 8:28:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6695, loss_cls: 2.5705, loss: 2.5705, grad_norm: 6.0732 2021-02-03 16:17:19,004 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 8:28:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6750, loss_cls: 2.5621, loss: 2.5621, grad_norm: 5.8612 2021-02-03 16:17:28,984 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 8:27:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6547, loss_cls: 2.5640, loss: 2.5640, grad_norm: 5.7310 2021-02-03 16:17:38,965 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 8:27:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6578, loss_cls: 2.5098, loss: 2.5098, grad_norm: 5.8985 2021-02-03 16:17:48,940 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 8:27:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6859, loss_cls: 2.4648, loss: 2.4648, grad_norm: 6.1093 2021-02-03 16:17:58,911 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 8:27:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6766, loss_cls: 2.4866, loss: 2.4866, grad_norm: 5.8053 2021-02-03 16:18:08,878 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 8:27:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6492, loss_cls: 2.5887, loss: 2.5887, grad_norm: 5.6696 2021-02-03 16:18:18,862 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 8:26:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6867, loss_cls: 2.5000, loss: 2.5000, grad_norm: 5.9471 2021-02-03 16:18:28,828 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 8:26:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6523, loss_cls: 2.5440, loss: 2.5440, grad_norm: 5.8590 2021-02-03 16:18:38,814 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 8:26:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6578, loss_cls: 2.5819, loss: 2.5819, grad_norm: 5.8061 2021-02-03 16:18:48,776 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 8:26:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6656, loss_cls: 2.5745, loss: 2.5745, grad_norm: 5.7538 2021-02-03 16:18:58,746 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 8:25:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.6315, loss: 2.6315, grad_norm: 5.9301 2021-02-03 16:19:08,713 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 8:25:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6758, loss_cls: 2.5246, loss: 2.5246, grad_norm: 5.6631 2021-02-03 16:19:18,692 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 8:25:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6961, loss_cls: 2.4557, loss: 2.4557, grad_norm: 6.0605 2021-02-03 16:19:28,668 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 8:25:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6648, loss_cls: 2.5355, loss: 2.5355, grad_norm: 5.9027 2021-02-03 16:19:38,636 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 8:25:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6570, loss_cls: 2.6246, loss: 2.6246, grad_norm: 5.6880 2021-02-03 16:19:48,606 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 8:24:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6820, loss_cls: 2.4799, loss: 2.4799, grad_norm: 5.8701 2021-02-03 16:19:58,575 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 8:24:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6523, loss_cls: 2.5844, loss: 2.5844, grad_norm: 6.1027 2021-02-03 16:20:08,539 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 8:24:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6703, loss_cls: 2.5505, loss: 2.5505, grad_norm: 5.9848 2021-02-03 16:20:18,508 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 8:24:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6758, loss_cls: 2.5316, loss: 2.5316, grad_norm: 5.6976 2021-02-03 16:20:28,483 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 8:23:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.4789, loss: 2.4789, grad_norm: 6.0135 2021-02-03 16:20:38,448 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 8:23:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6758, loss_cls: 2.4770, loss: 2.4770, grad_norm: 6.2135 2021-02-03 16:20:48,418 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 8:23:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6922, loss_cls: 2.4091, loss: 2.4091, grad_norm: 5.8454 2021-02-03 16:20:58,379 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 8:23:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6672, loss_cls: 2.5211, loss: 2.5211, grad_norm: 6.0208 2021-02-03 16:21:08,358 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 8:23:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6828, loss_cls: 2.4385, loss: 2.4385, grad_norm: 5.9160 2021-02-03 16:21:18,326 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 8:22:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6680, loss_cls: 2.5512, loss: 2.5512, grad_norm: 5.8642 2021-02-03 16:21:28,311 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 8:22:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6852, loss_cls: 2.4757, loss: 2.4757, grad_norm: 5.8714 2021-02-03 16:21:38,275 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 8:22:22, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6836, loss_cls: 2.5088, loss: 2.5088, grad_norm: 5.9757 2021-02-03 16:21:48,255 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 8:22:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6727, loss_cls: 2.5230, loss: 2.5230, grad_norm: 5.8085 2021-02-03 16:21:58,232 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 8:21:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6898, loss_cls: 2.4631, loss: 2.4631, grad_norm: 5.8350 2021-02-03 16:22:08,207 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 8:21:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6852, loss_cls: 2.4936, loss: 2.4936, grad_norm: 5.8565 2021-02-03 16:22:18,177 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 8:21:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6375, loss_cls: 2.6259, loss: 2.6259, grad_norm: 5.6065 2021-02-03 16:22:28,151 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 8:21:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6586, loss_cls: 2.5870, loss: 2.5870, grad_norm: 5.6941 2021-02-03 16:22:38,123 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 8:21:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6719, loss_cls: 2.5120, loss: 2.5120, grad_norm: 5.8514 2021-02-03 16:22:41,166 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-02-03 16:23:05,458 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 8:21:43, time: 1.077, data_time: 0.579, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6992, loss_cls: 2.4819, loss: 2.4819, grad_norm: 5.6489 2021-02-03 16:23:15,474 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 8:21:30, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6867, loss_cls: 2.4974, loss: 2.4974, grad_norm: 5.9806 2021-02-03 16:23:25,440 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 8:21:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6992, loss_cls: 2.3067, loss: 2.3067, grad_norm: 6.0190 2021-02-03 16:23:35,400 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 8:21:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6844, loss_cls: 2.4675, loss: 2.4675, grad_norm: 6.1215 2021-02-03 16:23:45,356 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 8:20:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6969, loss_cls: 2.4565, loss: 2.4565, grad_norm: 6.1014 2021-02-03 16:23:55,334 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 8:20:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7055, loss_cls: 2.3675, loss: 2.3675, grad_norm: 5.9075 2021-02-03 16:24:05,296 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 8:20:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6937, loss_cls: 2.4484, loss: 2.4484, grad_norm: 6.0145 2021-02-03 16:24:15,262 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 8:20:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6898, loss_cls: 2.4871, loss: 2.4871, grad_norm: 6.2500 2021-02-03 16:24:25,220 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 8:19:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6922, loss_cls: 2.4379, loss: 2.4379, grad_norm: 5.8448 2021-02-03 16:24:35,189 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 8:19:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6922, loss_cls: 2.4341, loss: 2.4341, grad_norm: 5.8677 2021-02-03 16:24:45,148 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 8:19:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6977, loss_cls: 2.4693, loss: 2.4693, grad_norm: 5.8123 2021-02-03 16:24:55,115 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 8:19:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6914, loss_cls: 2.4096, loss: 2.4096, grad_norm: 6.0396 2021-02-03 16:25:05,086 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 8:19:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6664, loss_cls: 2.5600, loss: 2.5600, grad_norm: 5.8244 2021-02-03 16:25:15,049 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 8:18:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.7125, loss_cls: 2.3904, loss: 2.3904, grad_norm: 5.9326 2021-02-03 16:25:25,005 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 8:18:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.7086, loss_cls: 2.3849, loss: 2.3849, grad_norm: 5.9864 2021-02-03 16:25:34,956 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 8:18:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.7086, loss_cls: 2.4385, loss: 2.4385, grad_norm: 6.2624 2021-02-03 16:25:44,933 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 8:18:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.7047, loss_cls: 2.4114, loss: 2.4114, grad_norm: 5.8578 2021-02-03 16:25:54,887 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 8:18:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6727, loss_cls: 2.4655, loss: 2.4655, grad_norm: 5.9265 2021-02-03 16:26:04,842 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 8:17:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7234, loss_cls: 2.2996, loss: 2.2996, grad_norm: 5.8369 2021-02-03 16:26:14,807 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 8:17:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4172, top5_acc: 0.7023, loss_cls: 2.4041, loss: 2.4041, grad_norm: 6.1473 2021-02-03 16:26:24,765 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 8:17:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6727, loss_cls: 2.5442, loss: 2.5442, grad_norm: 6.0591 2021-02-03 16:26:34,736 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 8:17:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6789, loss_cls: 2.4516, loss: 2.4516, grad_norm: 5.9629 2021-02-03 16:26:44,701 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 8:16:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6937, loss_cls: 2.4933, loss: 2.4933, grad_norm: 5.9738 2021-02-03 16:26:54,672 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 8:16:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6828, loss_cls: 2.4848, loss: 2.4848, grad_norm: 6.0167 2021-02-03 16:27:04,635 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 8:16:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6781, loss_cls: 2.4900, loss: 2.4900, grad_norm: 6.0103 2021-02-03 16:27:14,620 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 8:16:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6945, loss_cls: 2.5254, loss: 2.5254, grad_norm: 5.8577 2021-02-03 16:27:24,586 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 8:16:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6844, loss_cls: 2.4865, loss: 2.4865, grad_norm: 6.0731 2021-02-03 16:27:34,568 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 8:15:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6922, loss_cls: 2.4452, loss: 2.4452, grad_norm: 5.8038 2021-02-03 16:27:44,538 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 8:15:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6562, loss_cls: 2.5504, loss: 2.5504, grad_norm: 6.0046 2021-02-03 16:27:54,508 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 8:15:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6719, loss_cls: 2.5047, loss: 2.5047, grad_norm: 5.7376 2021-02-03 16:28:04,485 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 8:15:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6953, loss_cls: 2.4294, loss: 2.4294, grad_norm: 5.9733 2021-02-03 16:28:14,465 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 8:15:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6711, loss_cls: 2.4822, loss: 2.4822, grad_norm: 5.9670 2021-02-03 16:28:24,430 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 8:14:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4164, top5_acc: 0.7086, loss_cls: 2.3655, loss: 2.3655, grad_norm: 6.0355 2021-02-03 16:28:34,386 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 8:14:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6828, loss_cls: 2.4823, loss: 2.4823, grad_norm: 6.0946 2021-02-03 16:28:44,353 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 8:14:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6883, loss_cls: 2.4718, loss: 2.4718, grad_norm: 6.0751 2021-02-03 16:28:54,319 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 8:14:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6750, loss_cls: 2.4983, loss: 2.4983, grad_norm: 6.1057 2021-02-03 16:29:04,281 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 8:13:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5827, loss: 2.5827, grad_norm: 5.7341 2021-02-03 16:29:14,250 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 8:13:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6797, loss_cls: 2.4483, loss: 2.4483, grad_norm: 5.8109 2021-02-03 16:29:24,218 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 8:13:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6969, loss_cls: 2.4444, loss: 2.4444, grad_norm: 5.7267 2021-02-03 16:29:34,187 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 8:13:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.7000, loss_cls: 2.4347, loss: 2.4347, grad_norm: 5.7998 2021-02-03 16:29:44,158 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 8:13:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.7000, loss_cls: 2.4276, loss: 2.4276, grad_norm: 6.0958 2021-02-03 16:29:54,118 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 8:12:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6891, loss_cls: 2.5705, loss: 2.5705, grad_norm: 6.1525 2021-02-03 16:30:04,081 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 8:12:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6836, loss_cls: 2.4331, loss: 2.4331, grad_norm: 5.7119 2021-02-03 16:30:14,047 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 8:12:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7281, loss_cls: 2.2933, loss: 2.2933, grad_norm: 5.7935 2021-02-03 16:30:24,015 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 8:12:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6930, loss_cls: 2.4720, loss: 2.4720, grad_norm: 6.0012 2021-02-03 16:30:33,984 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 8:12:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7086, loss_cls: 2.3727, loss: 2.3727, grad_norm: 5.9565 2021-02-03 16:30:43,939 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 8:11:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.7016, loss_cls: 2.4693, loss: 2.4693, grad_norm: 6.3003 2021-02-03 16:30:53,904 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 8:11:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6945, loss_cls: 2.4776, loss: 2.4776, grad_norm: 5.8629 2021-02-03 16:31:03,870 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 8:11:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7047, loss_cls: 2.3774, loss: 2.3774, grad_norm: 5.8711 2021-02-03 16:31:13,853 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 8:11:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 2.4635, loss: 2.4635, grad_norm: 5.9697 2021-02-03 16:31:23,824 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 8:11:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6875, loss_cls: 2.3631, loss: 2.3631, grad_norm: 6.0724 2021-02-03 16:31:33,791 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 8:10:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6586, loss_cls: 2.5603, loss: 2.5603, grad_norm: 5.7661 2021-02-03 16:31:43,758 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 8:10:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6820, loss_cls: 2.4401, loss: 2.4401, grad_norm: 5.8997 2021-02-03 16:31:53,737 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 8:10:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6789, loss_cls: 2.3973, loss: 2.3973, grad_norm: 5.8674 2021-02-03 16:32:03,702 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 8:10:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6898, loss_cls: 2.4280, loss: 2.4280, grad_norm: 5.9011 2021-02-03 16:32:13,675 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 8:09:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6828, loss_cls: 2.4613, loss: 2.4613, grad_norm: 5.7115 2021-02-03 16:32:23,645 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 8:09:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7117, loss_cls: 2.3730, loss: 2.3730, grad_norm: 5.9580 2021-02-03 16:32:33,614 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 8:09:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6805, loss_cls: 2.4556, loss: 2.4556, grad_norm: 5.7611 2021-02-03 16:32:43,587 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 8:09:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6922, loss_cls: 2.4498, loss: 2.4498, grad_norm: 5.8652 2021-02-03 16:32:53,552 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 8:09:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7125, loss_cls: 2.3355, loss: 2.3355, grad_norm: 5.9123 2021-02-03 16:33:03,516 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 8:08:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6891, loss_cls: 2.4441, loss: 2.4441, grad_norm: 5.9168 2021-02-03 16:33:13,492 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 8:08:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6742, loss_cls: 2.4899, loss: 2.4899, grad_norm: 5.9338 2021-02-03 16:33:23,452 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 8:08:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6883, loss_cls: 2.4902, loss: 2.4902, grad_norm: 5.8278 2021-02-03 16:33:33,412 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 8:08:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6984, loss_cls: 2.4147, loss: 2.4147, grad_norm: 6.0405 2021-02-03 16:33:43,377 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 8:08:06, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.7023, loss_cls: 2.4594, loss: 2.4594, grad_norm: 6.1869 2021-02-03 16:33:53,343 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 8:07:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5191, loss: 2.5191, grad_norm: 6.0152 2021-02-03 16:34:03,303 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 8:07:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.7039, loss_cls: 2.4055, loss: 2.4055, grad_norm: 5.6659 2021-02-03 16:34:05,873 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-03 16:34:41,091 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 16:34:41,245 - mmaction - INFO - top1_acc 0.3119 top5_acc 0.6062 2021-02-03 16:34:41,245 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 16:34:41,254 - mmaction - INFO - mean_acc 0.2863 2021-02-03 16:34:41,256 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.3119, top5_acc: 0.6062, mean_class_accuracy: 0.2863 2021-02-03 16:35:12,967 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 8:09:06, time: 1.585, data_time: 1.037, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6750, loss_cls: 2.5020, loss: 2.5020, grad_norm: 5.6682 2021-02-03 16:35:22,956 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 8:08:54, time: 0.499, data_time: 0.003, memory: 7066, top1_acc: 0.3992, top5_acc: 0.7023, loss_cls: 2.4260, loss: 2.4260, grad_norm: 6.4026 2021-02-03 16:35:32,923 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 8:08:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6781, loss_cls: 2.4736, loss: 2.4736, grad_norm: 6.0301 2021-02-03 16:35:42,881 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 8:08:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6953, loss_cls: 2.3829, loss: 2.3829, grad_norm: 5.9814 2021-02-03 16:35:52,835 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 8:08:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7164, loss_cls: 2.3042, loss: 2.3042, grad_norm: 5.8501 2021-02-03 16:36:02,791 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 8:08:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6898, loss_cls: 2.4622, loss: 2.4622, grad_norm: 5.9276 2021-02-03 16:36:12,758 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 8:07:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7109, loss_cls: 2.3223, loss: 2.3223, grad_norm: 6.0146 2021-02-03 16:36:22,723 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 8:07:38, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7266, loss_cls: 2.2837, loss: 2.2837, grad_norm: 6.0318 2021-02-03 16:36:32,680 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 8:07:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6891, loss_cls: 2.4411, loss: 2.4411, grad_norm: 5.9995 2021-02-03 16:36:42,640 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 8:07:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7086, loss_cls: 2.3364, loss: 2.3364, grad_norm: 5.8678 2021-02-03 16:36:52,597 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 8:07:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6984, loss_cls: 2.4042, loss: 2.4042, grad_norm: 5.8314 2021-02-03 16:37:02,550 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 8:06:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6984, loss_cls: 2.3496, loss: 2.3496, grad_norm: 5.8448 2021-02-03 16:37:12,519 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 8:06:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7133, loss_cls: 2.3371, loss: 2.3371, grad_norm: 6.1536 2021-02-03 16:37:22,486 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 8:06:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.7055, loss_cls: 2.3772, loss: 2.3772, grad_norm: 5.7231 2021-02-03 16:37:32,457 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 8:06:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7180, loss_cls: 2.3416, loss: 2.3416, grad_norm: 6.3164 2021-02-03 16:37:42,431 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 8:05:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7297, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.0882 2021-02-03 16:37:52,398 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 8:05:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6891, loss_cls: 2.3609, loss: 2.3609, grad_norm: 6.0167 2021-02-03 16:38:02,363 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 8:05:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6898, loss_cls: 2.4446, loss: 2.4446, grad_norm: 6.0797 2021-02-03 16:38:12,330 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 8:05:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.7016, loss_cls: 2.3744, loss: 2.3744, grad_norm: 5.7037 2021-02-03 16:38:22,302 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 8:05:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.7016, loss_cls: 2.3871, loss: 2.3871, grad_norm: 6.1420 2021-02-03 16:38:32,275 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 8:04:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6984, loss_cls: 2.4206, loss: 2.4206, grad_norm: 6.1938 2021-02-03 16:38:42,247 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 8:04:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6695, loss_cls: 2.4440, loss: 2.4440, grad_norm: 5.9842 2021-02-03 16:38:52,215 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 8:04:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6953, loss_cls: 2.4084, loss: 2.4084, grad_norm: 6.0364 2021-02-03 16:39:02,184 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 8:04:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6992, loss_cls: 2.3843, loss: 2.3843, grad_norm: 5.8616 2021-02-03 16:39:12,140 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 8:04:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7125, loss_cls: 2.3166, loss: 2.3166, grad_norm: 6.2010 2021-02-03 16:39:22,109 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 8:03:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.7023, loss_cls: 2.4146, loss: 2.4146, grad_norm: 6.0120 2021-02-03 16:39:32,072 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 8:03:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7023, loss_cls: 2.3778, loss: 2.3778, grad_norm: 5.9292 2021-02-03 16:39:42,033 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 8:03:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.7211, loss_cls: 2.3887, loss: 2.3887, grad_norm: 6.2851 2021-02-03 16:39:52,001 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 8:03:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6828, loss_cls: 2.4837, loss: 2.4837, grad_norm: 6.0954 2021-02-03 16:40:01,970 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 8:03:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7109, loss_cls: 2.3920, loss: 2.3920, grad_norm: 6.1493 2021-02-03 16:40:11,939 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 8:02:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6914, loss_cls: 2.3839, loss: 2.3839, grad_norm: 5.9210 2021-02-03 16:40:21,913 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 8:02:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4172, top5_acc: 0.7117, loss_cls: 2.3706, loss: 2.3706, grad_norm: 5.9319 2021-02-03 16:40:31,882 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 8:02:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7250, loss_cls: 2.2722, loss: 2.2722, grad_norm: 5.8733 2021-02-03 16:40:41,849 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 8:02:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7203, loss_cls: 2.2801, loss: 2.2801, grad_norm: 6.2025 2021-02-03 16:40:51,808 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 8:02:02, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6898, loss_cls: 2.4788, loss: 2.4788, grad_norm: 6.2580 2021-02-03 16:41:01,788 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 8:01:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6883, loss_cls: 2.4208, loss: 2.4208, grad_norm: 5.6354 2021-02-03 16:41:11,754 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 8:01:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3502, loss: 2.3502, grad_norm: 6.0785 2021-02-03 16:41:21,719 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 8:01:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7180, loss_cls: 2.2661, loss: 2.2661, grad_norm: 5.7707 2021-02-03 16:41:31,694 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 8:01:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7266, loss_cls: 2.2672, loss: 2.2672, grad_norm: 6.1551 2021-02-03 16:41:41,668 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 8:01:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7125, loss_cls: 2.3197, loss: 2.3197, grad_norm: 6.0728 2021-02-03 16:41:51,639 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 8:00:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6875, loss_cls: 2.4130, loss: 2.4130, grad_norm: 6.1193 2021-02-03 16:42:01,610 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 8:00:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.4166, loss: 2.4166, grad_norm: 6.0813 2021-02-03 16:42:11,584 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 8:00:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7219, loss_cls: 2.3067, loss: 2.3067, grad_norm: 6.1426 2021-02-03 16:42:21,547 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 8:00:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6891, loss_cls: 2.4313, loss: 2.4313, grad_norm: 5.8247 2021-02-03 16:42:31,515 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 8:00:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7031, loss_cls: 2.3573, loss: 2.3573, grad_norm: 5.8039 2021-02-03 16:42:41,491 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 7:59:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.7172, loss_cls: 2.3241, loss: 2.3241, grad_norm: 5.6965 2021-02-03 16:42:51,468 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 7:59:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7102, loss_cls: 2.3252, loss: 2.3252, grad_norm: 5.8379 2021-02-03 16:43:01,437 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 7:59:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6883, loss_cls: 2.4391, loss: 2.4391, grad_norm: 6.0087 2021-02-03 16:43:11,409 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 7:59:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7242, loss_cls: 2.3603, loss: 2.3603, grad_norm: 6.0373 2021-02-03 16:43:21,386 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 7:58:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7016, loss_cls: 2.3334, loss: 2.3334, grad_norm: 6.0210 2021-02-03 16:43:31,364 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 7:58:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6867, loss_cls: 2.4017, loss: 2.4017, grad_norm: 5.8300 2021-02-03 16:43:41,330 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 7:58:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6852, loss_cls: 2.4568, loss: 2.4568, grad_norm: 5.9011 2021-02-03 16:43:51,303 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 7:58:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7000, loss_cls: 2.3578, loss: 2.3578, grad_norm: 5.8707 2021-02-03 16:44:01,276 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 7:58:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7055, loss_cls: 2.3125, loss: 2.3125, grad_norm: 5.9966 2021-02-03 16:44:11,239 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 7:57:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6953, loss_cls: 2.4168, loss: 2.4168, grad_norm: 6.0658 2021-02-03 16:44:21,207 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 7:57:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6906, loss_cls: 2.4317, loss: 2.4317, grad_norm: 5.7801 2021-02-03 16:44:31,183 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 7:57:33, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7266, loss_cls: 2.2933, loss: 2.2933, grad_norm: 5.7772 2021-02-03 16:44:41,159 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 7:57:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6820, loss_cls: 2.4289, loss: 2.4289, grad_norm: 5.8640 2021-02-03 16:44:51,128 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 7:57:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7023, loss_cls: 2.3781, loss: 2.3781, grad_norm: 6.0351 2021-02-03 16:45:01,096 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 7:56:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6797, loss_cls: 2.4454, loss: 2.4454, grad_norm: 5.8491 2021-02-03 16:45:11,066 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 7:56:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6984, loss_cls: 2.3942, loss: 2.3942, grad_norm: 5.9703 2021-02-03 16:45:21,034 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 7:56:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7086, loss_cls: 2.3701, loss: 2.3701, grad_norm: 5.8996 2021-02-03 16:45:31,005 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 7:56:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.4020, loss: 2.4020, grad_norm: 5.9273 2021-02-03 16:45:40,970 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 7:56:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7055, loss_cls: 2.3815, loss: 2.3815, grad_norm: 6.1410 2021-02-03 16:45:50,942 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 7:55:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7086, loss_cls: 2.3716, loss: 2.3716, grad_norm: 6.0623 2021-02-03 16:46:00,911 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 7:55:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7234, loss_cls: 2.2953, loss: 2.2953, grad_norm: 5.9480 2021-02-03 16:46:10,877 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 7:55:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7063, loss_cls: 2.3664, loss: 2.3664, grad_norm: 6.2063 2021-02-03 16:46:13,533 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-02-03 16:46:38,020 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 7:56:06, time: 1.157, data_time: 0.659, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6906, loss_cls: 2.3779, loss: 2.3779, grad_norm: 5.7253 2021-02-03 16:46:47,973 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 7:55:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7188, loss_cls: 2.3073, loss: 2.3073, grad_norm: 6.0563 2021-02-03 16:46:57,937 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 7:55:42, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.3114, loss: 2.3114, grad_norm: 6.1498 2021-02-03 16:47:07,891 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 7:55:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.7023, loss_cls: 2.3704, loss: 2.3704, grad_norm: 6.2766 2021-02-03 16:47:17,847 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 7:55:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7289, loss_cls: 2.2807, loss: 2.2807, grad_norm: 5.8691 2021-02-03 16:47:27,806 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 7:55:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7172, loss_cls: 2.2828, loss: 2.2828, grad_norm: 6.0988 2021-02-03 16:47:37,768 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 7:54:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6984, loss_cls: 2.3341, loss: 2.3341, grad_norm: 6.0782 2021-02-03 16:47:47,737 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 7:54:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7359, loss_cls: 2.2659, loss: 2.2659, grad_norm: 5.9533 2021-02-03 16:47:57,701 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 7:54:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.2939, loss: 2.2939, grad_norm: 5.9206 2021-02-03 16:48:07,675 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 7:54:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7141, loss_cls: 2.3311, loss: 2.3311, grad_norm: 5.7839 2021-02-03 16:48:17,641 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 7:54:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7188, loss_cls: 2.3048, loss: 2.3048, grad_norm: 5.7118 2021-02-03 16:48:27,617 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 7:53:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7219, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.1270 2021-02-03 16:48:37,586 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 7:53:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.2579, loss: 2.2579, grad_norm: 5.8210 2021-02-03 16:48:47,554 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 7:53:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7188, loss_cls: 2.2764, loss: 2.2764, grad_norm: 6.0664 2021-02-03 16:48:57,520 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 7:53:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6906, loss_cls: 2.4909, loss: 2.4909, grad_norm: 6.1814 2021-02-03 16:49:07,504 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 7:53:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7078, loss_cls: 2.3507, loss: 2.3507, grad_norm: 5.9790 2021-02-03 16:49:17,480 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 7:52:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7148, loss_cls: 2.3047, loss: 2.3047, grad_norm: 6.0442 2021-02-03 16:49:27,452 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 7:52:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6969, loss_cls: 2.3875, loss: 2.3875, grad_norm: 6.1186 2021-02-03 16:49:37,421 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 7:52:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7281, loss_cls: 2.2231, loss: 2.2231, grad_norm: 5.8824 2021-02-03 16:49:47,396 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 7:52:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7063, loss_cls: 2.3015, loss: 2.3015, grad_norm: 6.1062 2021-02-03 16:49:57,365 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 7:52:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7148, loss_cls: 2.2955, loss: 2.2955, grad_norm: 6.1787 2021-02-03 16:50:07,346 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 7:51:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7328, loss_cls: 2.2408, loss: 2.2408, grad_norm: 6.0475 2021-02-03 16:50:17,315 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 7:51:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4156, top5_acc: 0.7164, loss_cls: 2.3673, loss: 2.3673, grad_norm: 6.1426 2021-02-03 16:50:27,285 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 7:51:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6813, loss_cls: 2.4503, loss: 2.4503, grad_norm: 6.3023 2021-02-03 16:50:37,253 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 7:51:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7102, loss_cls: 2.2728, loss: 2.2728, grad_norm: 6.0542 2021-02-03 16:50:47,235 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 7:51:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.7055, loss_cls: 2.4496, loss: 2.4496, grad_norm: 6.1944 2021-02-03 16:50:57,216 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 7:50:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6984, loss_cls: 2.3953, loss: 2.3953, grad_norm: 6.0121 2021-02-03 16:51:07,196 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 7:50:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.3945, top5_acc: 0.7023, loss_cls: 2.4338, loss: 2.4338, grad_norm: 6.1586 2021-02-03 16:51:17,173 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 7:50:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6930, loss_cls: 2.4022, loss: 2.4022, grad_norm: 6.1831 2021-02-03 16:51:27,147 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 7:50:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7266, loss_cls: 2.2814, loss: 2.2814, grad_norm: 5.9541 2021-02-03 16:51:37,130 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 7:50:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7164, loss_cls: 2.4043, loss: 2.4043, grad_norm: 6.1563 2021-02-03 16:51:47,102 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 7:49:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7125, loss_cls: 2.3412, loss: 2.3412, grad_norm: 6.1748 2021-02-03 16:51:57,074 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 7:49:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7047, loss_cls: 2.3732, loss: 2.3732, grad_norm: 6.1700 2021-02-03 16:52:07,057 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 7:49:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7188, loss_cls: 2.2875, loss: 2.2875, grad_norm: 6.1445 2021-02-03 16:52:17,034 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 7:49:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7164, loss_cls: 2.3600, loss: 2.3600, grad_norm: 6.1137 2021-02-03 16:52:27,003 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 7:49:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4078, top5_acc: 0.7102, loss_cls: 2.3851, loss: 2.3851, grad_norm: 5.8141 2021-02-03 16:52:36,987 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 7:48:53, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6867, loss_cls: 2.4308, loss: 2.4308, grad_norm: 5.9508 2021-02-03 16:52:46,962 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 7:48:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7258, loss_cls: 2.3122, loss: 2.3122, grad_norm: 5.9151 2021-02-03 16:52:56,936 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 7:48:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6805, loss_cls: 2.4737, loss: 2.4737, grad_norm: 6.0992 2021-02-03 16:53:06,908 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 7:48:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6891, loss_cls: 2.3445, loss: 2.3445, grad_norm: 5.9255 2021-02-03 16:53:16,892 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 7:48:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7008, loss_cls: 2.3474, loss: 2.3474, grad_norm: 5.8647 2021-02-03 16:53:26,866 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 7:47:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.3641, loss: 2.3641, grad_norm: 5.6450 2021-02-03 16:53:36,837 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 7:47:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7164, loss_cls: 2.2616, loss: 2.2616, grad_norm: 6.0412 2021-02-03 16:53:46,803 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 7:47:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7023, loss_cls: 2.3538, loss: 2.3538, grad_norm: 6.0127 2021-02-03 16:53:56,775 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 7:47:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7008, loss_cls: 2.3103, loss: 2.3103, grad_norm: 6.0284 2021-02-03 16:54:06,759 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 7:47:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7055, loss_cls: 2.3312, loss: 2.3312, grad_norm: 5.8064 2021-02-03 16:54:16,729 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 7:46:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7312, loss_cls: 2.2400, loss: 2.2400, grad_norm: 5.8944 2021-02-03 16:54:26,700 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 7:46:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7063, loss_cls: 2.3516, loss: 2.3516, grad_norm: 6.1454 2021-02-03 16:54:36,678 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 7:46:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7297, loss_cls: 2.1750, loss: 2.1750, grad_norm: 6.0290 2021-02-03 16:54:46,644 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 7:46:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7172, loss_cls: 2.2793, loss: 2.2793, grad_norm: 5.8797 2021-02-03 16:54:56,614 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 7:46:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.2947, loss: 2.2947, grad_norm: 6.0242 2021-02-03 16:55:06,587 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 7:45:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3718, loss: 2.3718, grad_norm: 5.9154 2021-02-03 16:55:16,551 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 7:45:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7219, loss_cls: 2.2725, loss: 2.2725, grad_norm: 6.1810 2021-02-03 16:55:26,520 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 7:45:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6922, loss_cls: 2.4141, loss: 2.4141, grad_norm: 6.1589 2021-02-03 16:55:36,489 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 7:45:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7164, loss_cls: 2.3381, loss: 2.3381, grad_norm: 6.0672 2021-02-03 16:55:46,458 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 7:45:08, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7258, loss_cls: 2.2630, loss: 2.2630, grad_norm: 5.6877 2021-02-03 16:55:56,425 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 7:44:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6891, loss_cls: 2.4187, loss: 2.4187, grad_norm: 6.0869 2021-02-03 16:56:06,397 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 7:44:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7008, loss_cls: 2.3554, loss: 2.3554, grad_norm: 6.1708 2021-02-03 16:56:16,367 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 7:44:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7188, loss_cls: 2.2737, loss: 2.2737, grad_norm: 5.8978 2021-02-03 16:56:26,337 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 7:44:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7180, loss_cls: 2.2628, loss: 2.2628, grad_norm: 6.1986 2021-02-03 16:56:36,315 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 7:44:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7266, loss_cls: 2.2619, loss: 2.2619, grad_norm: 6.0579 2021-02-03 16:56:46,291 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 7:43:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7102, loss_cls: 2.2845, loss: 2.2845, grad_norm: 5.7996 2021-02-03 16:56:56,259 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 7:43:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7289, loss_cls: 2.2482, loss: 2.2482, grad_norm: 6.1549 2021-02-03 16:57:06,226 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 7:43:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6945, loss_cls: 2.4072, loss: 2.4072, grad_norm: 6.2043 2021-02-03 16:57:16,203 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 7:43:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7156, loss_cls: 2.2930, loss: 2.2930, grad_norm: 5.9580 2021-02-03 16:57:26,182 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 7:43:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7164, loss_cls: 2.2658, loss: 2.2658, grad_norm: 5.9988 2021-02-03 16:57:36,154 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 7:42:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7141, loss_cls: 2.3238, loss: 2.3238, grad_norm: 6.1218 2021-02-03 16:57:38,666 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-02-03 16:58:13,031 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 16:58:13,185 - mmaction - INFO - top1_acc 0.3364 top5_acc 0.6341 2021-02-03 16:58:13,185 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 16:58:13,194 - mmaction - INFO - mean_acc 0.2994 2021-02-03 16:58:13,196 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.3364, top5_acc: 0.6341, mean_class_accuracy: 0.2994 2021-02-03 16:58:38,719 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 7:43:36, time: 1.276, data_time: 0.773, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7008, loss_cls: 2.3441, loss: 2.3441, grad_norm: 6.0186 2021-02-03 16:58:48,712 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 7:43:24, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7094, loss_cls: 2.3363, loss: 2.3363, grad_norm: 5.9558 2021-02-03 16:58:58,689 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 7:43:12, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7047, loss_cls: 2.3860, loss: 2.3860, grad_norm: 6.1500 2021-02-03 16:59:08,642 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 7:43:00, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7180, loss_cls: 2.2347, loss: 2.2347, grad_norm: 6.3359 2021-02-03 16:59:18,612 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 7:42:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7172, loss_cls: 2.2885, loss: 2.2885, grad_norm: 6.1065 2021-02-03 16:59:28,574 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 7:42:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7086, loss_cls: 2.3752, loss: 2.3752, grad_norm: 6.0222 2021-02-03 16:59:38,547 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 7:42:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7344, loss_cls: 2.1913, loss: 2.1913, grad_norm: 5.8997 2021-02-03 16:59:48,512 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 7:42:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7234, loss_cls: 2.2487, loss: 2.2487, grad_norm: 6.1235 2021-02-03 16:59:58,477 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 7:42:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7359, loss_cls: 2.2031, loss: 2.2031, grad_norm: 6.0945 2021-02-03 17:00:08,445 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 7:41:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7500, loss_cls: 2.1800, loss: 2.1800, grad_norm: 6.3267 2021-02-03 17:00:18,398 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 7:41:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7484, loss_cls: 2.1933, loss: 2.1933, grad_norm: 6.1685 2021-02-03 17:00:28,344 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 7:41:26, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7258, loss_cls: 2.2909, loss: 2.2909, grad_norm: 6.0489 2021-02-03 17:00:38,300 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 7:41:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7164, loss_cls: 2.2770, loss: 2.2770, grad_norm: 6.1448 2021-02-03 17:00:48,260 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 7:41:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.2994, loss: 2.2994, grad_norm: 6.0105 2021-02-03 17:00:58,232 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 7:40:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7078, loss_cls: 2.4143, loss: 2.4143, grad_norm: 6.1326 2021-02-03 17:01:08,203 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 7:40:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7188, loss_cls: 2.3070, loss: 2.3070, grad_norm: 6.1245 2021-02-03 17:01:18,175 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 7:40:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7180, loss_cls: 2.3230, loss: 2.3230, grad_norm: 6.1914 2021-02-03 17:01:28,143 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 7:40:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7352, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.2058 2021-02-03 17:01:38,117 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 7:40:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7523, loss_cls: 2.1236, loss: 2.1236, grad_norm: 6.0460 2021-02-03 17:01:48,084 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 7:39:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7195, loss_cls: 2.2509, loss: 2.2509, grad_norm: 5.9765 2021-02-03 17:01:58,057 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 7:39:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7156, loss_cls: 2.2755, loss: 2.2755, grad_norm: 6.1786 2021-02-03 17:02:08,025 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 7:39:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7391, loss_cls: 2.2128, loss: 2.2128, grad_norm: 5.9524 2021-02-03 17:02:17,995 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 7:39:16, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7195, loss_cls: 2.2726, loss: 2.2726, grad_norm: 6.0950 2021-02-03 17:02:27,956 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 7:39:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7312, loss_cls: 2.2006, loss: 2.2006, grad_norm: 6.2243 2021-02-03 17:02:37,943 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 7:38:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7336, loss_cls: 2.2337, loss: 2.2337, grad_norm: 5.8487 2021-02-03 17:02:47,909 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 7:38:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7234, loss_cls: 2.2714, loss: 2.2714, grad_norm: 5.8817 2021-02-03 17:02:57,885 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 7:38:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1852, loss: 2.1852, grad_norm: 5.7701 2021-02-03 17:03:07,860 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 7:38:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7195, loss_cls: 2.2860, loss: 2.2860, grad_norm: 6.2663 2021-02-03 17:03:17,834 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 7:38:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.3041, loss: 2.3041, grad_norm: 5.9771 2021-02-03 17:03:27,801 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 7:37:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7109, loss_cls: 2.2770, loss: 2.2770, grad_norm: 6.1220 2021-02-03 17:03:37,775 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 7:37:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.3070, loss: 2.3070, grad_norm: 5.9858 2021-02-03 17:03:47,752 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 7:37:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.7070, loss_cls: 2.3616, loss: 2.3616, grad_norm: 6.3441 2021-02-03 17:03:57,736 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 7:37:19, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7250, loss_cls: 2.2274, loss: 2.2274, grad_norm: 6.0292 2021-02-03 17:04:07,701 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 7:37:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7234, loss_cls: 2.2920, loss: 2.2920, grad_norm: 6.0640 2021-02-03 17:04:17,686 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 7:36:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7141, loss_cls: 2.2616, loss: 2.2616, grad_norm: 6.2481 2021-02-03 17:04:27,671 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 7:36:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7367, loss_cls: 2.2860, loss: 2.2860, grad_norm: 6.0478 2021-02-03 17:04:37,643 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 7:36:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7273, loss_cls: 2.2830, loss: 2.2830, grad_norm: 6.0387 2021-02-03 17:04:47,619 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 7:36:21, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7070, loss_cls: 2.2946, loss: 2.2946, grad_norm: 6.4712 2021-02-03 17:04:57,601 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 7:36:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7266, loss_cls: 2.2457, loss: 2.2457, grad_norm: 6.0168 2021-02-03 17:05:07,576 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 7:35:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.3695, loss: 2.3695, grad_norm: 6.0859 2021-02-03 17:05:17,541 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 7:35:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7195, loss_cls: 2.2595, loss: 2.2595, grad_norm: 5.9723 2021-02-03 17:05:27,511 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 7:35:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7266, loss_cls: 2.2740, loss: 2.2740, grad_norm: 6.1443 2021-02-03 17:05:37,478 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 7:35:23, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7164, loss_cls: 2.3280, loss: 2.3280, grad_norm: 6.0258 2021-02-03 17:05:47,457 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 7:35:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7055, loss_cls: 2.2978, loss: 2.2978, grad_norm: 5.9389 2021-02-03 17:05:57,438 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 7:35:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7141, loss_cls: 2.3291, loss: 2.3291, grad_norm: 6.0629 2021-02-03 17:06:07,417 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 7:34:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7070, loss_cls: 2.3055, loss: 2.3055, grad_norm: 5.8374 2021-02-03 17:06:17,410 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 7:34:37, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7219, loss_cls: 2.2634, loss: 2.2634, grad_norm: 6.0105 2021-02-03 17:06:27,383 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 7:34:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7266, loss_cls: 2.2330, loss: 2.2330, grad_norm: 6.0713 2021-02-03 17:06:37,354 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 7:34:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.2897, loss: 2.2897, grad_norm: 6.0872 2021-02-03 17:06:47,325 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 7:34:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7055, loss_cls: 2.3033, loss: 2.3033, grad_norm: 6.0046 2021-02-03 17:06:57,303 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 7:33:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.6937, loss_cls: 2.3902, loss: 2.3902, grad_norm: 5.9437 2021-02-03 17:07:07,278 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 7:33:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7367, loss_cls: 2.1905, loss: 2.1905, grad_norm: 6.0765 2021-02-03 17:07:17,264 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 7:33:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7195, loss_cls: 2.2746, loss: 2.2746, grad_norm: 6.1398 2021-02-03 17:07:27,248 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 7:33:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7336, loss_cls: 2.2115, loss: 2.2115, grad_norm: 6.0239 2021-02-03 17:07:37,218 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 7:33:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7352, loss_cls: 2.2577, loss: 2.2577, grad_norm: 5.9240 2021-02-03 17:07:47,209 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 7:32:53, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7320, loss_cls: 2.2008, loss: 2.2008, grad_norm: 6.2967 2021-02-03 17:07:57,189 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 7:32:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7063, loss_cls: 2.2830, loss: 2.2830, grad_norm: 6.1209 2021-02-03 17:08:07,157 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 7:32:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7273, loss_cls: 2.2568, loss: 2.2568, grad_norm: 6.1780 2021-02-03 17:08:17,138 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 7:32:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7352, loss_cls: 2.2735, loss: 2.2735, grad_norm: 6.0602 2021-02-03 17:08:27,119 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 7:32:07, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7094, loss_cls: 2.3605, loss: 2.3605, grad_norm: 6.3718 2021-02-03 17:08:37,092 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 7:31:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3803, loss: 2.3803, grad_norm: 6.1264 2021-02-03 17:08:47,076 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 7:31:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7203, loss_cls: 2.2669, loss: 2.2669, grad_norm: 5.9401 2021-02-03 17:08:57,048 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 7:31:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.7109, loss_cls: 2.4132, loss: 2.4132, grad_norm: 5.9700 2021-02-03 17:09:07,033 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 7:31:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7156, loss_cls: 2.3666, loss: 2.3666, grad_norm: 6.0334 2021-02-03 17:09:17,007 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 7:31:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7195, loss_cls: 2.2760, loss: 2.2760, grad_norm: 6.1264 2021-02-03 17:09:26,985 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 7:30:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7227, loss_cls: 2.3039, loss: 2.3039, grad_norm: 5.8742 2021-02-03 17:09:36,962 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 7:30:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7305, loss_cls: 2.3129, loss: 2.3129, grad_norm: 5.9549 2021-02-03 17:09:39,544 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-02-03 17:10:03,401 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 7:31:11, time: 1.179, data_time: 0.676, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7266, loss_cls: 2.2348, loss: 2.2348, grad_norm: 5.8913 2021-02-03 17:10:13,389 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 7:30:59, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7516, loss_cls: 2.1263, loss: 2.1263, grad_norm: 6.0211 2021-02-03 17:10:23,347 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 7:30:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.1996, loss: 2.1996, grad_norm: 6.0011 2021-02-03 17:10:33,304 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 7:30:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2086, loss: 2.2086, grad_norm: 6.1080 2021-02-03 17:10:43,270 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 7:30:25, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7414, loss_cls: 2.1346, loss: 2.1346, grad_norm: 5.6623 2021-02-03 17:10:53,233 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 7:30:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7211, loss_cls: 2.2721, loss: 2.2721, grad_norm: 6.2621 2021-02-03 17:11:03,219 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 7:30:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7094, loss_cls: 2.3030, loss: 2.3030, grad_norm: 6.2508 2021-02-03 17:11:13,197 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 7:29:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.2375, loss: 2.2375, grad_norm: 6.1325 2021-02-03 17:11:23,162 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 7:29:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7359, loss_cls: 2.1516, loss: 2.1516, grad_norm: 5.9623 2021-02-03 17:11:33,139 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 7:29:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7289, loss_cls: 2.2594, loss: 2.2594, grad_norm: 6.1077 2021-02-03 17:11:43,118 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 7:29:15, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7281, loss_cls: 2.2327, loss: 2.2327, grad_norm: 6.2209 2021-02-03 17:11:53,088 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 7:29:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7383, loss_cls: 2.1843, loss: 2.1843, grad_norm: 5.8634 2021-02-03 17:12:03,068 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 7:28:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7391, loss_cls: 2.1753, loss: 2.1753, grad_norm: 6.1172 2021-02-03 17:12:13,037 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 7:28:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7625, loss_cls: 2.1605, loss: 2.1605, grad_norm: 5.9883 2021-02-03 17:12:23,001 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 7:28:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4453, top5_acc: 0.7086, loss_cls: 2.2423, loss: 2.2423, grad_norm: 6.3233 2021-02-03 17:12:32,976 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 7:28:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7344, loss_cls: 2.2216, loss: 2.2216, grad_norm: 5.9296 2021-02-03 17:12:42,958 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 7:28:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7445, loss_cls: 2.1654, loss: 2.1654, grad_norm: 6.2942 2021-02-03 17:12:52,940 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 7:27:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7336, loss_cls: 2.2097, loss: 2.2097, grad_norm: 5.9719 2021-02-03 17:13:02,915 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 7:27:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7367, loss_cls: 2.2029, loss: 2.2029, grad_norm: 6.1939 2021-02-03 17:13:12,890 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 7:27:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7422, loss_cls: 2.1883, loss: 2.1883, grad_norm: 6.0375 2021-02-03 17:13:22,853 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 7:27:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7195, loss_cls: 2.2093, loss: 2.2093, grad_norm: 5.9641 2021-02-03 17:13:32,830 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 7:27:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.7273, loss_cls: 2.3313, loss: 2.3313, grad_norm: 6.2606 2021-02-03 17:13:42,797 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 7:26:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7234, loss_cls: 2.2972, loss: 2.2972, grad_norm: 5.9807 2021-02-03 17:13:52,775 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 7:26:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7477, loss_cls: 2.1162, loss: 2.1162, grad_norm: 5.9030 2021-02-03 17:14:02,754 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 7:26:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7109, loss_cls: 2.2829, loss: 2.2829, grad_norm: 6.1597 2021-02-03 17:14:12,731 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 7:26:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7297, loss_cls: 2.2012, loss: 2.2012, grad_norm: 6.0673 2021-02-03 17:14:22,702 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 7:26:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7367, loss_cls: 2.1746, loss: 2.1746, grad_norm: 6.3028 2021-02-03 17:14:32,672 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 7:26:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.7125, loss_cls: 2.3398, loss: 2.3398, grad_norm: 6.2109 2021-02-03 17:14:42,647 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 7:25:49, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.2187, loss: 2.2187, grad_norm: 6.0963 2021-02-03 17:14:52,628 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 7:25:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7359, loss_cls: 2.2233, loss: 2.2233, grad_norm: 6.0671 2021-02-03 17:15:02,610 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 7:25:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7281, loss_cls: 2.2393, loss: 2.2393, grad_norm: 6.0556 2021-02-03 17:15:12,592 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 7:25:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6945, loss_cls: 2.4028, loss: 2.4028, grad_norm: 6.0028 2021-02-03 17:15:22,567 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 7:25:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7289, loss_cls: 2.2569, loss: 2.2569, grad_norm: 5.9608 2021-02-03 17:15:32,539 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 7:24:51, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7414, loss_cls: 2.1486, loss: 2.1486, grad_norm: 6.0366 2021-02-03 17:15:42,515 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 7:24:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.1256, loss: 2.1256, grad_norm: 6.2360 2021-02-03 17:15:52,477 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 7:24:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4562, top5_acc: 0.7094, loss_cls: 2.2702, loss: 2.2702, grad_norm: 6.2180 2021-02-03 17:16:02,442 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 7:24:17, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7188, loss_cls: 2.2838, loss: 2.2838, grad_norm: 6.0680 2021-02-03 17:16:12,420 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 7:24:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.3249, loss: 2.3249, grad_norm: 6.2090 2021-02-03 17:16:22,388 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 7:23:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7320, loss_cls: 2.2957, loss: 2.2957, grad_norm: 5.9310 2021-02-03 17:16:32,368 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 7:23:43, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7234, loss_cls: 2.2478, loss: 2.2478, grad_norm: 5.9600 2021-02-03 17:16:42,318 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 7:23:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7031, loss_cls: 2.3317, loss: 2.3317, grad_norm: 6.2396 2021-02-03 17:16:52,293 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 7:23:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7234, loss_cls: 2.2603, loss: 2.2603, grad_norm: 6.2263 2021-02-03 17:17:02,261 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 7:23:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7039, loss_cls: 2.3544, loss: 2.3544, grad_norm: 6.3727 2021-02-03 17:17:12,242 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 7:22:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7203, loss_cls: 2.2414, loss: 2.2414, grad_norm: 6.1516 2021-02-03 17:17:22,224 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 7:22:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7219, loss_cls: 2.2867, loss: 2.2867, grad_norm: 6.1072 2021-02-03 17:17:32,201 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 7:22:34, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7422, loss_cls: 2.2178, loss: 2.2178, grad_norm: 6.0051 2021-02-03 17:17:42,183 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 7:22:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7125, loss_cls: 2.3659, loss: 2.3659, grad_norm: 6.3810 2021-02-03 17:17:52,153 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 7:22:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7258, loss_cls: 2.2439, loss: 2.2439, grad_norm: 6.3252 2021-02-03 17:18:02,117 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 7:22:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7438, loss_cls: 2.1606, loss: 2.1606, grad_norm: 6.0246 2021-02-03 17:18:12,092 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 7:21:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.3203, loss: 2.3203, grad_norm: 6.1905 2021-02-03 17:18:22,054 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 7:21:37, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.2357, loss: 2.2357, grad_norm: 6.0407 2021-02-03 17:18:32,030 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 7:21:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7195, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.1236 2021-02-03 17:18:42,005 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 7:21:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7211, loss_cls: 2.2187, loss: 2.2187, grad_norm: 5.8202 2021-02-03 17:18:51,976 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 7:21:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7266, loss_cls: 2.2802, loss: 2.2802, grad_norm: 6.1354 2021-02-03 17:19:01,948 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 7:20:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7383, loss_cls: 2.2692, loss: 2.2692, grad_norm: 6.1889 2021-02-03 17:19:11,926 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 7:20:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7312, loss_cls: 2.2555, loss: 2.2555, grad_norm: 6.1669 2021-02-03 17:19:21,884 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 7:20:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7445, loss_cls: 2.1705, loss: 2.1705, grad_norm: 5.8310 2021-02-03 17:19:31,843 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 7:20:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7305, loss_cls: 2.2556, loss: 2.2556, grad_norm: 6.2112 2021-02-03 17:19:41,813 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 7:20:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7203, loss_cls: 2.3124, loss: 2.3124, grad_norm: 6.0627 2021-02-03 17:19:51,775 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 7:19:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7461, loss_cls: 2.1484, loss: 2.1484, grad_norm: 6.0119 2021-02-03 17:20:01,747 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 7:19:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7383, loss_cls: 2.2359, loss: 2.2359, grad_norm: 6.1927 2021-02-03 17:20:11,718 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 7:19:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7289, loss_cls: 2.2690, loss: 2.2690, grad_norm: 5.9391 2021-02-03 17:20:21,695 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 7:19:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7219, loss_cls: 2.3015, loss: 2.3015, grad_norm: 6.1364 2021-02-03 17:20:31,664 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 7:19:10, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7430, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.1159 2021-02-03 17:20:41,657 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 7:18:58, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7266, loss_cls: 2.2318, loss: 2.2318, grad_norm: 6.1772 2021-02-03 17:20:51,627 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 7:18:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7102, loss_cls: 2.3339, loss: 2.3339, grad_norm: 6.2934 2021-02-03 17:21:01,610 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 7:18:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7234, loss_cls: 2.2949, loss: 2.2949, grad_norm: 6.0764 2021-02-03 17:21:04,183 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-03 17:21:37,410 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 17:21:37,565 - mmaction - INFO - top1_acc 0.3476 top5_acc 0.6422 2021-02-03 17:21:37,565 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 17:21:37,574 - mmaction - INFO - mean_acc 0.3064 2021-02-03 17:21:37,577 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.3476, top5_acc: 0.6422, mean_class_accuracy: 0.3064 2021-02-03 17:22:09,264 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 7:19:22, time: 1.584, data_time: 1.079, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7430, loss_cls: 2.1400, loss: 2.1400, grad_norm: 5.7008 2021-02-03 17:22:19,279 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 7:19:11, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7266, loss_cls: 2.1910, loss: 2.1910, grad_norm: 6.1248 2021-02-03 17:22:29,240 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 7:19:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7289, loss_cls: 2.2378, loss: 2.2378, grad_norm: 6.3150 2021-02-03 17:22:39,201 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 7:18:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7359, loss_cls: 2.1660, loss: 2.1660, grad_norm: 6.1022 2021-02-03 17:22:49,163 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 7:18:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7523, loss_cls: 2.1143, loss: 2.1143, grad_norm: 6.0168 2021-02-03 17:22:59,123 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 7:18:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7312, loss_cls: 2.1936, loss: 2.1936, grad_norm: 6.1428 2021-02-03 17:23:09,098 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 7:18:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7453, loss_cls: 2.1575, loss: 2.1575, grad_norm: 6.2225 2021-02-03 17:23:19,077 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 7:18:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7492, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.0816 2021-02-03 17:23:29,050 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 7:17:51, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7656, loss_cls: 2.1060, loss: 2.1060, grad_norm: 6.3275 2021-02-03 17:23:39,008 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 7:17:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4516, top5_acc: 0.7367, loss_cls: 2.2188, loss: 2.2188, grad_norm: 6.2473 2021-02-03 17:23:48,983 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 7:17:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7492, loss_cls: 2.1509, loss: 2.1509, grad_norm: 6.0435 2021-02-03 17:23:58,952 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 7:17:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7336, loss_cls: 2.2035, loss: 2.2035, grad_norm: 6.3550 2021-02-03 17:24:08,912 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 7:17:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7477, loss_cls: 2.1728, loss: 2.1728, grad_norm: 6.1178 2021-02-03 17:24:18,879 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 7:16:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7594, loss_cls: 2.0772, loss: 2.0772, grad_norm: 6.0463 2021-02-03 17:24:28,844 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 7:16:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7086, loss_cls: 2.2614, loss: 2.2614, grad_norm: 6.1254 2021-02-03 17:24:38,809 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 7:16:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7562, loss_cls: 2.0596, loss: 2.0596, grad_norm: 6.0244 2021-02-03 17:24:48,771 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 7:16:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7203, loss_cls: 2.2601, loss: 2.2601, grad_norm: 6.3062 2021-02-03 17:24:58,746 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 7:16:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7375, loss_cls: 2.2069, loss: 2.2069, grad_norm: 6.1004 2021-02-03 17:25:08,719 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 7:15:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7438, loss_cls: 2.1608, loss: 2.1608, grad_norm: 6.0053 2021-02-03 17:25:18,682 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 7:15:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7422, loss_cls: 2.1800, loss: 2.1800, grad_norm: 6.4950 2021-02-03 17:25:28,657 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 7:15:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7266, loss_cls: 2.2232, loss: 2.2232, grad_norm: 6.1160 2021-02-03 17:25:38,637 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 7:15:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4570, top5_acc: 0.7273, loss_cls: 2.2171, loss: 2.2171, grad_norm: 6.1937 2021-02-03 17:25:48,607 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 7:15:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7266, loss_cls: 2.2669, loss: 2.2669, grad_norm: 6.0230 2021-02-03 17:25:58,581 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 7:15:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7461, loss_cls: 2.1562, loss: 2.1562, grad_norm: 6.1522 2021-02-03 17:26:08,555 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 7:14:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7406, loss_cls: 2.1508, loss: 2.1508, grad_norm: 5.9124 2021-02-03 17:26:18,531 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 7:14:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7555, loss_cls: 2.1018, loss: 2.1018, grad_norm: 6.2211 2021-02-03 17:26:28,497 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 7:14:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7516, loss_cls: 2.1891, loss: 2.1891, grad_norm: 5.9262 2021-02-03 17:26:38,465 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 7:14:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7250, loss_cls: 2.2398, loss: 2.2398, grad_norm: 6.1866 2021-02-03 17:26:48,436 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 7:14:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7297, loss_cls: 2.1978, loss: 2.1978, grad_norm: 6.1106 2021-02-03 17:26:58,414 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 7:13:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7570, loss_cls: 2.1321, loss: 2.1321, grad_norm: 6.2916 2021-02-03 17:27:08,392 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 7:13:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7219, loss_cls: 2.1986, loss: 2.1986, grad_norm: 6.1965 2021-02-03 17:27:18,359 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 7:13:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7000, loss_cls: 2.3282, loss: 2.3282, grad_norm: 6.0420 2021-02-03 17:27:28,337 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 7:13:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7438, loss_cls: 2.2328, loss: 2.2328, grad_norm: 6.0832 2021-02-03 17:27:38,303 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 7:13:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7266, loss_cls: 2.2199, loss: 2.2199, grad_norm: 6.1086 2021-02-03 17:27:48,291 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 7:12:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7281, loss_cls: 2.2218, loss: 2.2218, grad_norm: 5.8973 2021-02-03 17:27:58,261 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 7:12:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7273, loss_cls: 2.2148, loss: 2.2148, grad_norm: 6.0870 2021-02-03 17:28:08,237 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 7:12:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7219, loss_cls: 2.2954, loss: 2.2954, grad_norm: 6.2156 2021-02-03 17:28:18,200 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 7:12:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7328, loss_cls: 2.2127, loss: 2.2127, grad_norm: 6.1952 2021-02-03 17:28:28,175 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 7:12:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7094, loss_cls: 2.3150, loss: 2.3150, grad_norm: 5.9330 2021-02-03 17:28:38,151 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 7:11:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7320, loss_cls: 2.1856, loss: 2.1856, grad_norm: 6.0622 2021-02-03 17:28:48,132 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 7:11:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7266, loss_cls: 2.2396, loss: 2.2396, grad_norm: 6.0892 2021-02-03 17:28:58,099 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 7:11:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7250, loss_cls: 2.2822, loss: 2.2822, grad_norm: 6.0863 2021-02-03 17:29:08,064 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 7:11:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4477, top5_acc: 0.7117, loss_cls: 2.3033, loss: 2.3033, grad_norm: 5.9041 2021-02-03 17:29:18,040 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 7:11:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7273, loss_cls: 2.1495, loss: 2.1495, grad_norm: 6.0314 2021-02-03 17:29:28,011 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 7:11:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7375, loss_cls: 2.2494, loss: 2.2494, grad_norm: 5.9987 2021-02-03 17:29:37,982 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 7:10:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7211, loss_cls: 2.2468, loss: 2.2468, grad_norm: 6.1618 2021-02-03 17:29:47,953 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 7:10:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7172, loss_cls: 2.2584, loss: 2.2584, grad_norm: 5.8939 2021-02-03 17:29:57,928 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 7:10:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7227, loss_cls: 2.2165, loss: 2.2165, grad_norm: 6.2716 2021-02-03 17:30:07,908 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 7:10:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7516, loss_cls: 2.1260, loss: 2.1260, grad_norm: 6.2507 2021-02-03 17:30:17,889 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 7:10:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7383, loss_cls: 2.2143, loss: 2.2143, grad_norm: 6.5041 2021-02-03 17:30:27,843 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 7:09:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7391, loss_cls: 2.2061, loss: 2.2061, grad_norm: 6.3568 2021-02-03 17:30:37,803 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 7:09:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7305, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.0047 2021-02-03 17:30:47,787 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 7:09:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7289, loss_cls: 2.1942, loss: 2.1942, grad_norm: 5.8627 2021-02-03 17:30:57,748 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 7:09:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7484, loss_cls: 2.1303, loss: 2.1303, grad_norm: 6.2248 2021-02-03 17:31:07,718 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 7:09:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7211, loss_cls: 2.2745, loss: 2.2745, grad_norm: 6.2416 2021-02-03 17:31:17,689 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 7:08:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7453, loss_cls: 2.1797, loss: 2.1797, grad_norm: 6.1767 2021-02-03 17:31:27,672 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 7:08:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7336, loss_cls: 2.2197, loss: 2.2197, grad_norm: 6.0991 2021-02-03 17:31:37,649 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 7:08:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7273, loss_cls: 2.2037, loss: 2.2037, grad_norm: 6.1423 2021-02-03 17:31:47,623 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 7:08:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7281, loss_cls: 2.2807, loss: 2.2807, grad_norm: 6.2064 2021-02-03 17:31:57,592 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 7:08:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7195, loss_cls: 2.2761, loss: 2.2761, grad_norm: 6.2833 2021-02-03 17:32:07,561 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 7:08:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7344, loss_cls: 2.2419, loss: 2.2419, grad_norm: 6.3523 2021-02-03 17:32:17,539 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 7:07:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7328, loss_cls: 2.1718, loss: 2.1718, grad_norm: 6.2310 2021-02-03 17:32:27,525 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 7:07:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7305, loss_cls: 2.2398, loss: 2.2398, grad_norm: 6.2358 2021-02-03 17:32:37,500 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 7:07:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7383, loss_cls: 2.1778, loss: 2.1778, grad_norm: 6.2910 2021-02-03 17:32:47,469 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 7:07:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7203, loss_cls: 2.2612, loss: 2.2612, grad_norm: 6.2171 2021-02-03 17:32:57,431 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 7:07:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7273, loss_cls: 2.2319, loss: 2.2319, grad_norm: 6.1129 2021-02-03 17:33:07,407 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 7:06:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2576, loss: 2.2576, grad_norm: 6.0017 2021-02-03 17:33:10,203 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-02-03 17:33:35,823 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 7:07:17, time: 1.237, data_time: 0.732, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7305, loss_cls: 2.1847, loss: 2.1847, grad_norm: 6.0002 2021-02-03 17:33:45,827 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 7:07:05, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.0354 2021-02-03 17:33:55,800 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 7:06:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7594, loss_cls: 2.0859, loss: 2.0859, grad_norm: 6.1438 2021-02-03 17:34:05,764 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 7:06:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7289, loss_cls: 2.1935, loss: 2.1935, grad_norm: 6.4701 2021-02-03 17:34:15,742 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 7:06:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7469, loss_cls: 2.1695, loss: 2.1695, grad_norm: 6.2946 2021-02-03 17:34:25,710 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 7:06:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7500, loss_cls: 2.1713, loss: 2.1713, grad_norm: 6.0767 2021-02-03 17:34:35,677 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 7:06:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7398, loss_cls: 2.2034, loss: 2.2034, grad_norm: 6.1229 2021-02-03 17:34:45,644 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 7:05:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7398, loss_cls: 2.2323, loss: 2.2323, grad_norm: 6.1309 2021-02-03 17:34:55,616 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 7:05:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.1335, loss: 2.1335, grad_norm: 6.2487 2021-02-03 17:35:05,606 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 7:05:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5070, top5_acc: 0.7516, loss_cls: 2.0878, loss: 2.0878, grad_norm: 6.4265 2021-02-03 17:35:15,598 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 7:05:24, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7367, loss_cls: 2.1620, loss: 2.1620, grad_norm: 6.3111 2021-02-03 17:35:25,570 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 7:05:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7453, loss_cls: 2.1518, loss: 2.1518, grad_norm: 6.1814 2021-02-03 17:35:35,550 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 7:05:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7453, loss_cls: 2.1596, loss: 2.1596, grad_norm: 6.3271 2021-02-03 17:35:45,529 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 7:04:51, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.7203, loss_cls: 2.2600, loss: 2.2600, grad_norm: 6.1774 2021-02-03 17:35:55,500 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 7:04:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7445, loss_cls: 2.1736, loss: 2.1736, grad_norm: 6.1753 2021-02-03 17:36:05,484 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 7:04:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7320, loss_cls: 2.1958, loss: 2.1958, grad_norm: 5.9699 2021-02-03 17:36:15,461 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 7:04:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7539, loss_cls: 2.1282, loss: 2.1282, grad_norm: 6.3196 2021-02-03 17:36:25,438 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 7:04:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7445, loss_cls: 2.1379, loss: 2.1379, grad_norm: 6.4287 2021-02-03 17:36:35,414 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 7:03:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7344, loss_cls: 2.2091, loss: 2.2091, grad_norm: 6.2539 2021-02-03 17:36:45,397 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 7:03:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7180, loss_cls: 2.2372, loss: 2.2372, grad_norm: 6.0977 2021-02-03 17:36:55,383 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 7:03:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7383, loss_cls: 2.2028, loss: 2.2028, grad_norm: 6.2884 2021-02-03 17:37:05,358 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 7:03:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7414, loss_cls: 2.2041, loss: 2.2041, grad_norm: 6.3444 2021-02-03 17:37:15,344 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 7:03:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7562, loss_cls: 2.0958, loss: 2.0958, grad_norm: 6.1186 2021-02-03 17:37:25,323 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 7:02:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7492, loss_cls: 2.1038, loss: 2.1038, grad_norm: 6.2091 2021-02-03 17:37:35,297 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 7:02:48, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7328, loss_cls: 2.1981, loss: 2.1981, grad_norm: 6.1203 2021-02-03 17:37:45,279 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 7:02:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7328, loss_cls: 2.1969, loss: 2.1969, grad_norm: 6.0253 2021-02-03 17:37:55,261 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 7:02:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7352, loss_cls: 2.2099, loss: 2.2099, grad_norm: 6.3938 2021-02-03 17:38:05,226 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 7:02:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7398, loss_cls: 2.2264, loss: 2.2264, grad_norm: 6.2591 2021-02-03 17:38:15,212 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 7:02:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7250, loss_cls: 2.2397, loss: 2.2397, grad_norm: 6.2309 2021-02-03 17:38:25,185 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 7:01:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7375, loss_cls: 2.1880, loss: 2.1880, grad_norm: 6.3255 2021-02-03 17:38:35,152 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 7:01:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7539, loss_cls: 2.1690, loss: 2.1690, grad_norm: 6.3206 2021-02-03 17:38:45,121 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 7:01:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7445, loss_cls: 2.2165, loss: 2.2165, grad_norm: 6.2649 2021-02-03 17:38:55,082 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 7:01:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7281, loss_cls: 2.2121, loss: 2.2121, grad_norm: 6.1781 2021-02-03 17:39:05,054 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 7:01:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.1041, loss: 2.1041, grad_norm: 6.0732 2021-02-03 17:39:15,026 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 7:00:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7391, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.2632 2021-02-03 17:39:25,004 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 7:00:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7562, loss_cls: 2.1153, loss: 2.1153, grad_norm: 6.3131 2021-02-03 17:39:34,975 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 7:00:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7234, loss_cls: 2.2566, loss: 2.2566, grad_norm: 6.1678 2021-02-03 17:39:44,956 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 7:00:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7430, loss_cls: 2.1248, loss: 2.1248, grad_norm: 6.0917 2021-02-03 17:39:54,924 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 7:00:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7391, loss_cls: 2.2046, loss: 2.2046, grad_norm: 6.2721 2021-02-03 17:40:04,904 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 7:00:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7367, loss_cls: 2.1460, loss: 2.1460, grad_norm: 6.1422 2021-02-03 17:40:14,870 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 6:59:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7359, loss_cls: 2.1987, loss: 2.1987, grad_norm: 6.1314 2021-02-03 17:40:24,845 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 6:59:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7516, loss_cls: 2.1237, loss: 2.1237, grad_norm: 6.1676 2021-02-03 17:40:34,812 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 6:59:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7305, loss_cls: 2.2245, loss: 2.2245, grad_norm: 6.3482 2021-02-03 17:40:44,789 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 6:59:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2419, loss: 2.2419, grad_norm: 6.3297 2021-02-03 17:40:54,768 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 6:59:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7305, loss_cls: 2.2043, loss: 2.2043, grad_norm: 6.1333 2021-02-03 17:41:04,736 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 6:58:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.1560, loss: 2.1560, grad_norm: 6.0403 2021-02-03 17:41:14,705 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 6:58:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.3291, loss: 2.3291, grad_norm: 6.0545 2021-02-03 17:41:24,672 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 6:58:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7609, loss_cls: 2.0668, loss: 2.0668, grad_norm: 6.0148 2021-02-03 17:41:34,645 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 6:58:20, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7625, loss_cls: 2.0590, loss: 2.0590, grad_norm: 6.0903 2021-02-03 17:41:44,617 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 6:58:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7297, loss_cls: 2.2310, loss: 2.2310, grad_norm: 6.2453 2021-02-03 17:41:54,584 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 6:57:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7320, loss_cls: 2.2344, loss: 2.2344, grad_norm: 6.3806 2021-02-03 17:42:04,558 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 6:57:46, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7258, loss_cls: 2.2285, loss: 2.2285, grad_norm: 5.9652 2021-02-03 17:42:14,523 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 6:57:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4492, top5_acc: 0.7305, loss_cls: 2.2178, loss: 2.2178, grad_norm: 6.0518 2021-02-03 17:42:24,505 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 6:57:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7336, loss_cls: 2.2094, loss: 2.2094, grad_norm: 6.1880 2021-02-03 17:42:34,472 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 6:57:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4539, top5_acc: 0.7477, loss_cls: 2.1967, loss: 2.1967, grad_norm: 6.5006 2021-02-03 17:42:44,444 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 6:57:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7328, loss_cls: 2.1869, loss: 2.1869, grad_norm: 6.1330 2021-02-03 17:42:54,411 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 6:56:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4344, top5_acc: 0.7266, loss_cls: 2.2669, loss: 2.2669, grad_norm: 6.1204 2021-02-03 17:43:04,389 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 6:56:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7242, loss_cls: 2.2390, loss: 2.2390, grad_norm: 6.0581 2021-02-03 17:43:14,366 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 6:56:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4414, top5_acc: 0.7250, loss_cls: 2.2320, loss: 2.2320, grad_norm: 6.0566 2021-02-03 17:43:24,333 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 6:56:17, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7398, loss_cls: 2.1525, loss: 2.1525, grad_norm: 6.2695 2021-02-03 17:43:34,296 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 6:56:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7242, loss_cls: 2.2644, loss: 2.2644, grad_norm: 6.0705 2021-02-03 17:43:44,267 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 6:55:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7375, loss_cls: 2.1924, loss: 2.1924, grad_norm: 6.3501 2021-02-03 17:43:54,244 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 6:55:44, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7453, loss_cls: 2.1660, loss: 2.1660, grad_norm: 5.9631 2021-02-03 17:44:04,210 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 6:55:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7508, loss_cls: 2.1103, loss: 2.1103, grad_norm: 6.0379 2021-02-03 17:44:14,193 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 6:55:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7453, loss_cls: 2.1397, loss: 2.1397, grad_norm: 6.2229 2021-02-03 17:44:24,163 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 6:55:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7219, loss_cls: 2.2343, loss: 2.2343, grad_norm: 6.1441 2021-02-03 17:44:34,147 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 6:55:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7359, loss_cls: 2.1685, loss: 2.1685, grad_norm: 6.0221 2021-02-03 17:44:36,734 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-02-03 17:45:10,320 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 17:45:10,485 - mmaction - INFO - top1_acc 0.3480 top5_acc 0.6442 2021-02-03 17:45:10,485 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 17:45:10,496 - mmaction - INFO - mean_acc 0.3070 2021-02-03 17:45:10,498 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3480, top5_acc: 0.6442, mean_class_accuracy: 0.3070 2021-02-03 17:45:38,719 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 6:55:26, time: 1.411, data_time: 0.898, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7789, loss_cls: 2.0398, loss: 2.0398, grad_norm: 6.0197 2021-02-03 17:45:48,713 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 6:55:15, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7477, loss_cls: 2.1456, loss: 2.1456, grad_norm: 6.2878 2021-02-03 17:45:58,659 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 6:55:04, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7727, loss_cls: 2.0347, loss: 2.0347, grad_norm: 6.1875 2021-02-03 17:46:08,617 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 6:54:53, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1585, loss: 2.1585, grad_norm: 6.2988 2021-02-03 17:46:18,563 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 6:54:42, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7477, loss_cls: 2.0972, loss: 2.0972, grad_norm: 6.1012 2021-02-03 17:46:28,522 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 6:54:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7719, loss_cls: 2.0281, loss: 2.0281, grad_norm: 6.0327 2021-02-03 17:46:38,484 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 6:54:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7367, loss_cls: 2.1509, loss: 2.1509, grad_norm: 6.1057 2021-02-03 17:46:48,460 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 6:54:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7539, loss_cls: 2.0060, loss: 2.0060, grad_norm: 6.0571 2021-02-03 17:46:58,421 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 6:53:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4625, top5_acc: 0.7547, loss_cls: 2.1438, loss: 2.1438, grad_norm: 6.3511 2021-02-03 17:47:08,395 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 6:53:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7422, loss_cls: 2.1746, loss: 2.1746, grad_norm: 6.3523 2021-02-03 17:47:18,363 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 6:53:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4461, top5_acc: 0.7406, loss_cls: 2.2295, loss: 2.2295, grad_norm: 6.4704 2021-02-03 17:47:28,328 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 6:53:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7641, loss_cls: 2.0210, loss: 2.0210, grad_norm: 6.3191 2021-02-03 17:47:38,293 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 6:53:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7469, loss_cls: 2.1551, loss: 2.1551, grad_norm: 6.3285 2021-02-03 17:47:48,254 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 6:53:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7391, loss_cls: 2.1841, loss: 2.1841, grad_norm: 6.0977 2021-02-03 17:47:58,230 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 6:52:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7344, loss_cls: 2.1807, loss: 2.1807, grad_norm: 6.2106 2021-02-03 17:48:08,196 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 6:52:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7477, loss_cls: 2.0501, loss: 2.0501, grad_norm: 6.2835 2021-02-03 17:48:18,169 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 6:52:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7594, loss_cls: 2.0753, loss: 2.0753, grad_norm: 6.1457 2021-02-03 17:48:28,130 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 6:52:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7305, loss_cls: 2.1884, loss: 2.1884, grad_norm: 6.0535 2021-02-03 17:48:38,099 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 6:52:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7477, loss_cls: 2.1550, loss: 2.1550, grad_norm: 6.1153 2021-02-03 17:48:48,076 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 6:51:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.1372, loss: 2.1372, grad_norm: 6.2808 2021-02-03 17:48:58,053 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 6:51:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4602, top5_acc: 0.7281, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.2300 2021-02-03 17:49:08,024 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 6:51:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7305, loss_cls: 2.1621, loss: 2.1621, grad_norm: 6.1347 2021-02-03 17:49:18,004 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 6:51:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7359, loss_cls: 2.1559, loss: 2.1559, grad_norm: 6.2263 2021-02-03 17:49:27,978 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 6:51:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7570, loss_cls: 2.1048, loss: 2.1048, grad_norm: 6.1107 2021-02-03 17:49:37,951 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 6:50:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.1390, loss: 2.1390, grad_norm: 6.3027 2021-02-03 17:49:47,916 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 6:50:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7438, loss_cls: 2.1339, loss: 2.1339, grad_norm: 6.4347 2021-02-03 17:49:57,884 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 6:50:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7164, loss_cls: 2.2776, loss: 2.2776, grad_norm: 6.1894 2021-02-03 17:50:07,861 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 6:50:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7375, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.2051 2021-02-03 17:50:17,833 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 6:50:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7359, loss_cls: 2.1810, loss: 2.1810, grad_norm: 6.0841 2021-02-03 17:50:27,801 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 6:50:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.0994, loss: 2.0994, grad_norm: 6.3106 2021-02-03 17:50:37,763 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 6:49:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0665, loss: 2.0665, grad_norm: 6.2676 2021-02-03 17:50:47,741 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 6:49:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2911, loss: 2.2911, grad_norm: 6.1752 2021-02-03 17:50:57,709 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 6:49:31, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.0919, loss: 2.0919, grad_norm: 6.2580 2021-02-03 17:51:07,674 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 6:49:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7414, loss_cls: 2.2292, loss: 2.2292, grad_norm: 6.2663 2021-02-03 17:51:17,645 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 6:49:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4437, top5_acc: 0.7305, loss_cls: 2.2355, loss: 2.2355, grad_norm: 6.1796 2021-02-03 17:51:27,613 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 6:48:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7719, loss_cls: 2.0497, loss: 2.0497, grad_norm: 6.1069 2021-02-03 17:51:37,576 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 6:48:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7227, loss_cls: 2.1716, loss: 2.1716, grad_norm: 6.3148 2021-02-03 17:51:47,557 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 6:48:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7383, loss_cls: 2.1819, loss: 2.1819, grad_norm: 6.2551 2021-02-03 17:51:57,521 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 6:48:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7258, loss_cls: 2.1276, loss: 2.1276, grad_norm: 6.3898 2021-02-03 17:52:07,488 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 6:48:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7336, loss_cls: 2.2065, loss: 2.2065, grad_norm: 6.1543 2021-02-03 17:52:17,470 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 6:48:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7391, loss_cls: 2.1762, loss: 2.1762, grad_norm: 6.2381 2021-02-03 17:52:27,442 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 6:47:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7461, loss_cls: 2.1057, loss: 2.1057, grad_norm: 6.2732 2021-02-03 17:52:37,412 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 6:47:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7414, loss_cls: 2.1653, loss: 2.1653, grad_norm: 6.1065 2021-02-03 17:52:47,383 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 6:47:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7508, loss_cls: 2.1499, loss: 2.1499, grad_norm: 6.1465 2021-02-03 17:52:57,342 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 6:47:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.2231 2021-02-03 17:53:07,317 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 6:47:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7094, loss_cls: 2.2966, loss: 2.2966, grad_norm: 6.5010 2021-02-03 17:53:17,283 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 6:46:56, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7508, loss_cls: 2.0822, loss: 2.0822, grad_norm: 6.0255 2021-02-03 17:53:27,246 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 6:46:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7281, loss_cls: 2.1896, loss: 2.1896, grad_norm: 6.0933 2021-02-03 17:53:37,220 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 6:46:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7367, loss_cls: 2.1460, loss: 2.1460, grad_norm: 6.2206 2021-02-03 17:53:47,192 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 6:46:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7414, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.2270 2021-02-03 17:53:57,176 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 6:46:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.1365, loss: 2.1365, grad_norm: 5.9772 2021-02-03 17:54:07,146 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 6:46:01, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4406, top5_acc: 0.7273, loss_cls: 2.2569, loss: 2.2569, grad_norm: 6.1677 2021-02-03 17:54:17,112 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 6:45:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7406, loss_cls: 2.1159, loss: 2.1159, grad_norm: 6.1183 2021-02-03 17:54:27,083 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 6:45:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.1864, loss: 2.1864, grad_norm: 6.3732 2021-02-03 17:54:37,058 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 6:45:28, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7391, loss_cls: 2.1458, loss: 2.1458, grad_norm: 6.1692 2021-02-03 17:54:47,025 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 6:45:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7305, loss_cls: 2.1934, loss: 2.1934, grad_norm: 6.3185 2021-02-03 17:54:57,009 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 6:45:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7406, loss_cls: 2.1018, loss: 2.1018, grad_norm: 6.3255 2021-02-03 17:55:06,983 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 6:44:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7594, loss_cls: 2.1014, loss: 2.1014, grad_norm: 6.1271 2021-02-03 17:55:16,964 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 6:44:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7414, loss_cls: 2.1345, loss: 2.1345, grad_norm: 6.1859 2021-02-03 17:55:26,933 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 6:44:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7578, loss_cls: 2.0372, loss: 2.0372, grad_norm: 6.1608 2021-02-03 17:55:36,904 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 6:44:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7320, loss_cls: 2.2076, loss: 2.2076, grad_norm: 6.2416 2021-02-03 17:55:46,878 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 6:44:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7430, loss_cls: 2.1687, loss: 2.1687, grad_norm: 6.2030 2021-02-03 17:55:56,853 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 6:44:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7461, loss_cls: 2.1682, loss: 2.1682, grad_norm: 6.3352 2021-02-03 17:56:06,830 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 6:43:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7383, loss_cls: 2.1241, loss: 2.1241, grad_norm: 6.3029 2021-02-03 17:56:16,797 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 6:43:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7492, loss_cls: 2.1667, loss: 2.1667, grad_norm: 6.2858 2021-02-03 17:56:26,759 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 6:43:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7289, loss_cls: 2.2592, loss: 2.2592, grad_norm: 6.2453 2021-02-03 17:56:36,724 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 6:43:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7539, loss_cls: 2.1497, loss: 2.1497, grad_norm: 6.2758 2021-02-03 17:56:39,387 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-02-03 17:57:03,284 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 6:43:28, time: 1.180, data_time: 0.675, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7742, loss_cls: 2.0356, loss: 2.0356, grad_norm: 6.2335 2021-02-03 17:57:13,299 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 6:43:17, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7508, loss_cls: 2.0963, loss: 2.0963, grad_norm: 6.1460 2021-02-03 17:57:23,261 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 6:43:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7320, loss_cls: 2.1680, loss: 2.1680, grad_norm: 6.4009 2021-02-03 17:57:33,222 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 6:42:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.1462, loss: 2.1462, grad_norm: 6.2486 2021-02-03 17:57:43,182 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 6:42:44, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7391, loss_cls: 2.0882, loss: 2.0882, grad_norm: 6.2456 2021-02-03 17:57:53,135 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 6:42:33, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7570, loss_cls: 2.1316, loss: 2.1316, grad_norm: 6.1335 2021-02-03 17:58:03,097 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 6:42:22, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7711, loss_cls: 2.0067, loss: 2.0067, grad_norm: 6.0631 2021-02-03 17:58:13,067 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 6:42:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7641, loss_cls: 2.0103, loss: 2.0103, grad_norm: 6.2980 2021-02-03 17:58:23,031 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 6:42:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7539, loss_cls: 2.0549, loss: 2.0549, grad_norm: 6.5711 2021-02-03 17:58:32,993 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 6:41:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7484, loss_cls: 2.1002, loss: 2.1002, grad_norm: 6.2054 2021-02-03 17:58:42,957 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 6:41:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7539, loss_cls: 2.0826, loss: 2.0826, grad_norm: 6.3687 2021-02-03 17:58:52,922 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 6:41:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7656, loss_cls: 2.0429, loss: 2.0429, grad_norm: 6.5032 2021-02-03 17:59:02,897 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 6:41:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7406, loss_cls: 2.1158, loss: 2.1158, grad_norm: 6.4163 2021-02-03 17:59:12,862 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 6:41:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7547, loss_cls: 2.0952, loss: 2.0952, grad_norm: 6.4580 2021-02-03 17:59:22,828 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 6:40:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7211, loss_cls: 2.1600, loss: 2.1600, grad_norm: 6.0708 2021-02-03 17:59:32,797 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 6:40:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.1039, loss: 2.1039, grad_norm: 6.4483 2021-02-03 17:59:42,760 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 6:40:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7453, loss_cls: 2.0732, loss: 2.0732, grad_norm: 6.0945 2021-02-03 17:59:52,735 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 6:40:20, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7500, loss_cls: 2.1425, loss: 2.1425, grad_norm: 6.3604 2021-02-03 18:00:02,696 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 6:40:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.0688, loss: 2.0688, grad_norm: 6.2239 2021-02-03 18:00:12,654 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 6:39:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7617, loss_cls: 2.0508, loss: 2.0508, grad_norm: 6.2929 2021-02-03 18:00:22,618 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 6:39:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4578, top5_acc: 0.7625, loss_cls: 2.1068, loss: 2.1068, grad_norm: 6.2516 2021-02-03 18:00:32,579 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 6:39:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.0927, loss: 2.0927, grad_norm: 6.2457 2021-02-03 18:00:42,546 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 6:39:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.2441 2021-02-03 18:00:53,137 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 6:39:15, time: 0.520, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.0489, loss: 2.0489, grad_norm: 6.2057 2021-02-03 18:01:03,148 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 6:39:05, time: 0.508, data_time: 0.010, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7617, loss_cls: 2.0368, loss: 2.0368, grad_norm: 6.1211 2021-02-03 18:01:15,865 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 6:39:00, time: 0.638, data_time: 0.002, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7492, loss_cls: 2.1386, loss: 2.1386, grad_norm: 6.4924 2021-02-03 18:01:25,877 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 6:38:49, time: 0.501, data_time: 0.002, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7359, loss_cls: 2.1897, loss: 2.1897, grad_norm: 6.4109 2021-02-03 18:01:35,848 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 6:38:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.1283, loss: 2.1283, grad_norm: 6.1798 2021-02-03 18:01:46,907 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 6:38:30, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.1118, loss: 2.1118, grad_norm: 6.0854 2021-02-03 18:01:56,875 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 6:38:19, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7352, loss_cls: 2.1504, loss: 2.1504, grad_norm: 6.2821 2021-02-03 18:02:06,849 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 6:38:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7469, loss_cls: 2.1673, loss: 2.1673, grad_norm: 6.1273 2021-02-03 18:02:16,820 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 6:37:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.1924, loss: 2.1924, grad_norm: 6.2932 2021-02-03 18:02:26,780 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 6:37:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7555, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.2806 2021-02-03 18:02:36,740 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 6:37:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7469, loss_cls: 2.1842, loss: 2.1842, grad_norm: 6.2410 2021-02-03 18:02:46,707 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 6:37:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7578, loss_cls: 2.1191, loss: 2.1191, grad_norm: 6.3101 2021-02-03 18:02:56,677 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 6:37:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7445, loss_cls: 2.1614, loss: 2.1614, grad_norm: 6.1482 2021-02-03 18:03:06,646 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 6:37:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7539, loss_cls: 2.1419, loss: 2.1419, grad_norm: 6.2621 2021-02-03 18:03:16,610 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 6:36:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7688, loss_cls: 2.0503, loss: 2.0503, grad_norm: 6.2847 2021-02-03 18:03:26,576 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 6:36:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7500, loss_cls: 2.2001, loss: 2.2001, grad_norm: 6.4711 2021-02-03 18:03:36,544 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 6:36:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7453, loss_cls: 2.2397, loss: 2.2397, grad_norm: 6.3380 2021-02-03 18:03:46,513 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 6:36:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 2.0436, loss: 2.0436, grad_norm: 5.8725 2021-02-03 18:03:56,486 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 6:36:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7570, loss_cls: 2.0824, loss: 2.0824, grad_norm: 6.1486 2021-02-03 18:04:06,454 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 6:35:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7328, loss_cls: 2.1497, loss: 2.1497, grad_norm: 6.3397 2021-02-03 18:04:16,418 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 6:35:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 2.0457, loss: 2.0457, grad_norm: 6.0314 2021-02-03 18:04:26,379 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 6:35:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7227, loss_cls: 2.1759, loss: 2.1759, grad_norm: 6.2586 2021-02-03 18:04:36,339 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 6:35:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7570, loss_cls: 2.0659, loss: 2.0659, grad_norm: 6.3756 2021-02-03 18:04:46,303 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 6:35:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7633, loss_cls: 2.1378, loss: 2.1378, grad_norm: 6.4112 2021-02-03 18:04:56,266 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 6:35:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7547, loss_cls: 2.1057, loss: 2.1057, grad_norm: 6.2961 2021-02-03 18:05:06,242 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 6:34:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 2.0192, loss: 2.0192, grad_norm: 6.1319 2021-02-03 18:05:16,215 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 6:34:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7594, loss_cls: 2.1234, loss: 2.1234, grad_norm: 6.2837 2021-02-03 18:05:26,179 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 6:34:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7500, loss_cls: 2.1724, loss: 2.1724, grad_norm: 6.3326 2021-02-03 18:05:36,147 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 6:34:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7586, loss_cls: 2.1527, loss: 2.1527, grad_norm: 6.3375 2021-02-03 18:05:46,114 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 6:34:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7398, loss_cls: 2.1566, loss: 2.1566, grad_norm: 6.3699 2021-02-03 18:05:56,086 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 6:33:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.1809, loss: 2.1809, grad_norm: 6.1604 2021-02-03 18:06:06,054 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 6:33:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4594, top5_acc: 0.7352, loss_cls: 2.2091, loss: 2.2091, grad_norm: 6.2470 2021-02-03 18:06:16,026 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 6:33:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0697, loss: 2.0697, grad_norm: 6.0571 2021-02-03 18:06:25,993 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 6:33:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.1153, loss: 2.1153, grad_norm: 6.0715 2021-02-03 18:06:35,969 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 6:33:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.1002, loss: 2.1002, grad_norm: 6.2209 2021-02-03 18:06:45,945 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 6:33:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7414, loss_cls: 2.1950, loss: 2.1950, grad_norm: 6.3355 2021-02-03 18:06:55,909 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 6:32:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7453, loss_cls: 2.0949, loss: 2.0949, grad_norm: 6.1390 2021-02-03 18:07:05,883 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 6:32:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7633, loss_cls: 2.0678, loss: 2.0678, grad_norm: 6.0267 2021-02-03 18:07:15,857 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 6:32:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4711, top5_acc: 0.7562, loss_cls: 2.1088, loss: 2.1088, grad_norm: 6.3375 2021-02-03 18:07:25,830 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 6:32:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4633, top5_acc: 0.7406, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.1881 2021-02-03 18:07:35,810 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 6:32:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7578, loss_cls: 2.1161, loss: 2.1161, grad_norm: 6.0670 2021-02-03 18:07:45,777 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 6:31:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7430, loss_cls: 2.1657, loss: 2.1657, grad_norm: 6.1212 2021-02-03 18:07:55,746 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 6:31:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7500, loss_cls: 2.0935, loss: 2.0935, grad_norm: 6.1237 2021-02-03 18:08:05,718 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 6:31:33, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7484, loss_cls: 2.1063, loss: 2.1063, grad_norm: 6.2172 2021-02-03 18:08:08,917 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-03 18:08:47,386 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 18:08:47,538 - mmaction - INFO - top1_acc 0.3272 top5_acc 0.6389 2021-02-03 18:08:47,538 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 18:08:47,550 - mmaction - INFO - mean_acc 0.2992 2021-02-03 18:08:47,552 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3272, top5_acc: 0.6389, mean_class_accuracy: 0.2992 2021-02-03 18:09:11,522 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 6:31:44, time: 1.198, data_time: 0.698, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7617, loss_cls: 2.0604, loss: 2.0604, grad_norm: 5.9471 2021-02-03 18:09:21,527 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 6:31:33, time: 0.500, data_time: 0.004, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7391, loss_cls: 2.1376, loss: 2.1376, grad_norm: 6.3190 2021-02-03 18:09:31,480 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 6:31:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.0860, loss: 2.0860, grad_norm: 6.3457 2021-02-03 18:09:41,422 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 6:31:11, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7445, loss_cls: 2.1331, loss: 2.1331, grad_norm: 6.0073 2021-02-03 18:09:51,369 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 6:31:00, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7789, loss_cls: 1.9697, loss: 1.9697, grad_norm: 6.1421 2021-02-03 18:10:01,336 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 6:30:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7656, loss_cls: 2.0757, loss: 2.0757, grad_norm: 6.1750 2021-02-03 18:10:11,299 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 6:30:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5039, top5_acc: 0.7711, loss_cls: 1.9996, loss: 1.9996, grad_norm: 6.0873 2021-02-03 18:10:21,265 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 6:30:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7648, loss_cls: 2.0434, loss: 2.0434, grad_norm: 6.1650 2021-02-03 18:10:31,227 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 6:30:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 2.0329, loss: 2.0329, grad_norm: 6.2799 2021-02-03 18:10:41,177 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 6:30:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7711, loss_cls: 2.0028, loss: 2.0028, grad_norm: 6.0767 2021-02-03 18:10:51,145 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 6:29:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7570, loss_cls: 2.0373, loss: 2.0373, grad_norm: 6.4498 2021-02-03 18:11:01,107 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 6:29:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.1346, loss: 2.1346, grad_norm: 6.2779 2021-02-03 18:11:11,077 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 6:29:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7562, loss_cls: 2.1383, loss: 2.1383, grad_norm: 6.3238 2021-02-03 18:11:21,035 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 6:29:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7672, loss_cls: 2.0163, loss: 2.0163, grad_norm: 6.2202 2021-02-03 18:11:31,003 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 6:29:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7562, loss_cls: 2.0830, loss: 2.0830, grad_norm: 6.1935 2021-02-03 18:11:40,964 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 6:29:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7531, loss_cls: 2.1057, loss: 2.1057, grad_norm: 6.2716 2021-02-03 18:11:50,929 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 6:28:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7719, loss_cls: 2.0352, loss: 2.0352, grad_norm: 6.1491 2021-02-03 18:12:00,891 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 6:28:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7375, loss_cls: 2.1666, loss: 2.1666, grad_norm: 6.1998 2021-02-03 18:12:10,847 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 6:28:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7641, loss_cls: 2.0634, loss: 2.0634, grad_norm: 6.2706 2021-02-03 18:12:20,809 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 6:28:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7617, loss_cls: 2.0459, loss: 2.0459, grad_norm: 6.1840 2021-02-03 18:12:30,767 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 6:28:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7461, loss_cls: 2.0627, loss: 2.0627, grad_norm: 6.4679 2021-02-03 18:12:40,734 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 6:27:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7477, loss_cls: 2.1542, loss: 2.1542, grad_norm: 6.1974 2021-02-03 18:12:50,696 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 6:27:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.0993, loss: 2.0993, grad_norm: 6.2134 2021-02-03 18:13:00,661 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 6:27:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7742, loss_cls: 1.9845, loss: 1.9845, grad_norm: 6.2223 2021-02-03 18:13:10,623 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 6:27:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7523, loss_cls: 2.1029, loss: 2.1029, grad_norm: 6.3863 2021-02-03 18:13:20,590 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 6:27:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7758, loss_cls: 2.0317, loss: 2.0317, grad_norm: 6.2814 2021-02-03 18:13:30,556 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 6:27:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4586, top5_acc: 0.7297, loss_cls: 2.1458, loss: 2.1458, grad_norm: 6.3839 2021-02-03 18:13:40,515 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 6:26:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7445, loss_cls: 2.1283, loss: 2.1283, grad_norm: 6.3419 2021-02-03 18:13:50,483 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 6:26:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7500, loss_cls: 2.0870, loss: 2.0870, grad_norm: 6.0822 2021-02-03 18:14:00,450 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 6:26:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7539, loss_cls: 2.0752, loss: 2.0752, grad_norm: 6.2708 2021-02-03 18:14:10,420 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 6:26:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7828, loss_cls: 2.0097, loss: 2.0097, grad_norm: 6.2050 2021-02-03 18:14:20,389 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 6:26:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7531, loss_cls: 2.0332, loss: 2.0332, grad_norm: 5.9860 2021-02-03 18:14:30,356 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 6:25:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4898, top5_acc: 0.7586, loss_cls: 2.0263, loss: 2.0263, grad_norm: 5.8634 2021-02-03 18:14:40,325 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 6:25:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7453, loss_cls: 2.0857, loss: 2.0857, grad_norm: 6.1080 2021-02-03 18:14:50,291 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 6:25:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7344, loss_cls: 2.1745, loss: 2.1745, grad_norm: 6.1303 2021-02-03 18:15:00,262 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 6:25:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7383, loss_cls: 2.1604, loss: 2.1604, grad_norm: 6.1687 2021-02-03 18:15:10,213 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 6:25:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7625, loss_cls: 2.1009, loss: 2.1009, grad_norm: 6.1998 2021-02-03 18:15:20,174 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 6:25:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1341, loss: 2.1341, grad_norm: 6.3657 2021-02-03 18:15:30,155 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 6:24:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7586, loss_cls: 2.0651, loss: 2.0651, grad_norm: 6.1510 2021-02-03 18:15:40,126 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 6:24:38, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7578, loss_cls: 2.0941, loss: 2.0941, grad_norm: 6.3855 2021-02-03 18:15:50,086 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 6:24:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4703, top5_acc: 0.7500, loss_cls: 2.1408, loss: 2.1408, grad_norm: 6.3991 2021-02-03 18:16:00,059 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 6:24:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4531, top5_acc: 0.7469, loss_cls: 2.1755, loss: 2.1755, grad_norm: 6.5229 2021-02-03 18:16:10,039 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 6:24:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7500, loss_cls: 2.1173, loss: 2.1173, grad_norm: 6.0673 2021-02-03 18:16:20,013 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 6:23:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7391, loss_cls: 2.1475, loss: 2.1475, grad_norm: 6.2971 2021-02-03 18:16:29,986 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 6:23:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7398, loss_cls: 2.1200, loss: 2.1200, grad_norm: 6.1822 2021-02-03 18:16:39,952 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 6:23:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.1067, loss: 2.1067, grad_norm: 6.2132 2021-02-03 18:16:49,909 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 6:23:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7422, loss_cls: 2.0840, loss: 2.0840, grad_norm: 6.1704 2021-02-03 18:16:59,868 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 6:23:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7586, loss_cls: 2.0217, loss: 2.0217, grad_norm: 6.2218 2021-02-03 18:17:09,848 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 6:23:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7453, loss_cls: 2.1420, loss: 2.1420, grad_norm: 6.2306 2021-02-03 18:17:19,803 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 6:22:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7641, loss_cls: 2.0712, loss: 2.0712, grad_norm: 6.2446 2021-02-03 18:17:29,786 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 6:22:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0891, loss: 2.0891, grad_norm: 6.1748 2021-02-03 18:17:39,749 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 6:22:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7711, loss_cls: 1.9875, loss: 1.9875, grad_norm: 6.2805 2021-02-03 18:17:49,722 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 6:22:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7398, loss_cls: 2.1310, loss: 2.1310, grad_norm: 6.1773 2021-02-03 18:17:59,686 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 6:22:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7422, loss_cls: 2.1278, loss: 2.1278, grad_norm: 6.2536 2021-02-03 18:18:09,648 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 6:21:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7641, loss_cls: 2.0391, loss: 2.0391, grad_norm: 6.2627 2021-02-03 18:18:19,624 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 6:21:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.4453 2021-02-03 18:18:29,585 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 6:21:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0749, loss: 2.0749, grad_norm: 6.3575 2021-02-03 18:18:39,555 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 6:21:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7445, loss_cls: 2.1250, loss: 2.1250, grad_norm: 6.0911 2021-02-03 18:18:49,520 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 6:21:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7438, loss_cls: 2.1285, loss: 2.1285, grad_norm: 6.2770 2021-02-03 18:18:59,479 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 6:21:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7461, loss_cls: 2.1284, loss: 2.1284, grad_norm: 6.3210 2021-02-03 18:19:09,437 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 6:20:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7398, loss_cls: 2.1239, loss: 2.1239, grad_norm: 6.3762 2021-02-03 18:19:19,402 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 6:20:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7531, loss_cls: 2.1270, loss: 2.1270, grad_norm: 5.8485 2021-02-03 18:19:29,367 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 6:20:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7422, loss_cls: 2.1256, loss: 2.1256, grad_norm: 6.2647 2021-02-03 18:19:39,329 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 6:20:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7492, loss_cls: 2.1379, loss: 2.1379, grad_norm: 6.1861 2021-02-03 18:19:49,300 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 6:20:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7500, loss_cls: 2.1348, loss: 2.1348, grad_norm: 6.3860 2021-02-03 18:19:59,266 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 6:19:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4617, top5_acc: 0.7258, loss_cls: 2.2473, loss: 2.2473, grad_norm: 6.4005 2021-02-03 18:20:09,234 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 6:19:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7398, loss_cls: 2.1423, loss: 2.1423, grad_norm: 6.1117 2021-02-03 18:20:11,822 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-02-03 18:20:35,784 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 6:19:50, time: 1.122, data_time: 0.620, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7594, loss_cls: 2.0478, loss: 2.0478, grad_norm: 5.9477 2021-02-03 18:20:45,813 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 6:19:39, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.5086, top5_acc: 0.7727, loss_cls: 1.9878, loss: 1.9878, grad_norm: 6.0639 2021-02-03 18:20:55,790 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 6:19:29, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4727, top5_acc: 0.7562, loss_cls: 2.0522, loss: 2.0522, grad_norm: 6.3330 2021-02-03 18:21:05,747 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 6:19:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7766, loss_cls: 1.9836, loss: 1.9836, grad_norm: 6.1220 2021-02-03 18:21:15,713 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 6:19:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7758, loss_cls: 1.9750, loss: 1.9750, grad_norm: 6.1160 2021-02-03 18:21:25,673 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 6:18:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7672, loss_cls: 2.0548, loss: 2.0548, grad_norm: 6.4734 2021-02-03 18:21:35,634 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 6:18:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 1.9860, loss: 1.9860, grad_norm: 6.3451 2021-02-03 18:21:45,585 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 6:18:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7727, loss_cls: 2.0094, loss: 2.0094, grad_norm: 6.6122 2021-02-03 18:21:55,538 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 6:18:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.0849, loss: 2.0849, grad_norm: 6.2660 2021-02-03 18:22:05,497 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 6:18:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7516, loss_cls: 2.0839, loss: 2.0839, grad_norm: 6.2623 2021-02-03 18:22:15,463 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 6:18:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1038, loss: 2.1038, grad_norm: 6.2935 2021-02-03 18:22:25,430 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 6:17:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.1170, loss: 2.1170, grad_norm: 6.3743 2021-02-03 18:22:35,395 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 6:17:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.0679, loss: 2.0679, grad_norm: 6.2406 2021-02-03 18:22:45,355 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 6:17:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7680, loss_cls: 2.0143, loss: 2.0143, grad_norm: 6.4824 2021-02-03 18:22:55,318 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 6:17:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7383, loss_cls: 2.1234, loss: 2.1234, grad_norm: 6.0798 2021-02-03 18:23:05,279 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 6:17:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7836, loss_cls: 1.9971, loss: 1.9971, grad_norm: 6.2824 2021-02-03 18:23:15,247 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 6:16:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7508, loss_cls: 2.0734, loss: 2.0734, grad_norm: 6.1972 2021-02-03 18:23:25,211 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 6:16:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7562, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.4551 2021-02-03 18:23:35,175 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 6:16:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7734, loss_cls: 2.0216, loss: 2.0216, grad_norm: 6.0995 2021-02-03 18:23:45,153 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 6:16:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.0801, loss: 2.0801, grad_norm: 6.2151 2021-02-03 18:23:55,125 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 6:16:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7625, loss_cls: 2.0031, loss: 2.0031, grad_norm: 6.3496 2021-02-03 18:24:05,091 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 6:16:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.1220, loss: 2.1220, grad_norm: 6.2250 2021-02-03 18:24:15,052 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 6:15:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7914, loss_cls: 2.0265, loss: 2.0265, grad_norm: 6.4026 2021-02-03 18:24:25,014 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 6:15:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7492, loss_cls: 2.1063, loss: 2.1063, grad_norm: 6.0977 2021-02-03 18:24:34,972 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 6:15:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7695, loss_cls: 2.0483, loss: 2.0483, grad_norm: 6.2929 2021-02-03 18:24:44,941 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 6:15:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 2.0178, loss: 2.0178, grad_norm: 6.2805 2021-02-03 18:24:54,902 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 6:15:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 2.0520, loss: 2.0520, grad_norm: 6.3456 2021-02-03 18:25:04,875 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 6:14:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7594, loss_cls: 2.0622, loss: 2.0622, grad_norm: 6.3898 2021-02-03 18:25:14,844 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 6:14:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7586, loss_cls: 2.1189, loss: 2.1189, grad_norm: 6.2076 2021-02-03 18:25:24,816 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 6:14:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7594, loss_cls: 2.1147, loss: 2.1147, grad_norm: 6.1018 2021-02-03 18:25:34,785 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 6:14:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7625, loss_cls: 2.0521, loss: 2.0521, grad_norm: 6.4091 2021-02-03 18:25:44,743 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 6:14:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7672, loss_cls: 2.0127, loss: 2.0127, grad_norm: 6.2376 2021-02-03 18:25:54,726 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 6:14:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7633, loss_cls: 1.9764, loss: 1.9764, grad_norm: 6.3212 2021-02-03 18:26:04,689 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 6:13:52, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7305, loss_cls: 2.1404, loss: 2.1404, grad_norm: 6.3917 2021-02-03 18:26:14,663 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 6:13:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.0523, loss: 2.0523, grad_norm: 6.3064 2021-02-03 18:26:24,624 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 6:13:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.0974, loss: 2.0974, grad_norm: 6.2073 2021-02-03 18:26:34,583 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 6:13:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7234, loss_cls: 2.2001, loss: 2.2001, grad_norm: 6.2873 2021-02-03 18:26:44,552 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 6:13:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4977, top5_acc: 0.7469, loss_cls: 2.1214, loss: 2.1214, grad_norm: 6.0701 2021-02-03 18:26:54,524 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 6:12:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 2.0371, loss: 2.0371, grad_norm: 6.3533 2021-02-03 18:27:04,500 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 6:12:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7711, loss_cls: 2.0267, loss: 2.0267, grad_norm: 6.2996 2021-02-03 18:27:14,478 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 6:12:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7953, loss_cls: 1.9584, loss: 1.9584, grad_norm: 6.1385 2021-02-03 18:27:24,542 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 6:12:26, time: 0.503, data_time: 0.005, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7508, loss_cls: 2.1057, loss: 2.1057, grad_norm: 6.2683 2021-02-03 18:27:34,510 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 6:12:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7547, loss_cls: 2.0120, loss: 2.0120, grad_norm: 6.1655 2021-02-03 18:27:44,476 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 6:12:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7570, loss_cls: 2.0260, loss: 2.0260, grad_norm: 6.3225 2021-02-03 18:27:54,441 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 6:11:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7383, loss_cls: 2.1151, loss: 2.1151, grad_norm: 6.4268 2021-02-03 18:28:04,404 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 6:11:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0599, loss: 2.0599, grad_norm: 6.1091 2021-02-03 18:28:14,374 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 6:11:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7461, loss_cls: 2.1199, loss: 2.1199, grad_norm: 6.2214 2021-02-03 18:28:24,350 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 6:11:21, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7562, loss_cls: 2.1411, loss: 2.1411, grad_norm: 6.4265 2021-02-03 18:28:34,323 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 6:11:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7617, loss_cls: 2.0649, loss: 2.0649, grad_norm: 6.0428 2021-02-03 18:28:44,294 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 6:11:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7531, loss_cls: 2.0593, loss: 2.0593, grad_norm: 6.2570 2021-02-03 18:28:54,268 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 6:10:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7586, loss_cls: 2.0517, loss: 2.0517, grad_norm: 6.1468 2021-02-03 18:29:04,227 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 6:10:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7359, loss_cls: 2.1669, loss: 2.1669, grad_norm: 6.1143 2021-02-03 18:29:14,199 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 6:10:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7766, loss_cls: 2.0667, loss: 2.0667, grad_norm: 6.2645 2021-02-03 18:29:24,163 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 6:10:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7461, loss_cls: 2.0927, loss: 2.0927, grad_norm: 6.4474 2021-02-03 18:29:34,128 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 6:10:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7586, loss_cls: 2.0712, loss: 2.0712, grad_norm: 6.1549 2021-02-03 18:29:44,107 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 6:09:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5188, top5_acc: 0.7492, loss_cls: 2.0652, loss: 2.0652, grad_norm: 6.5267 2021-02-03 18:29:54,074 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 6:09:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7742, loss_cls: 2.0850, loss: 2.0850, grad_norm: 7.2386 2021-02-03 18:30:04,048 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 6:09:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4609, top5_acc: 0.7305, loss_cls: 2.1889, loss: 2.1889, grad_norm: 6.3860 2021-02-03 18:30:14,022 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 6:09:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7508, loss_cls: 2.0942, loss: 2.0942, grad_norm: 6.2236 2021-02-03 18:30:23,987 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 6:09:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4648, top5_acc: 0.7422, loss_cls: 2.1953, loss: 2.1953, grad_norm: 6.4312 2021-02-03 18:30:33,956 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 6:09:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.1796, loss: 2.1796, grad_norm: 6.4090 2021-02-03 18:30:43,921 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 6:08:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7586, loss_cls: 2.0836, loss: 2.0836, grad_norm: 6.4297 2021-02-03 18:30:53,875 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 6:08:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0963, loss: 2.0963, grad_norm: 6.3545 2021-02-03 18:31:03,838 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 6:08:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7523, loss_cls: 2.1116, loss: 2.1116, grad_norm: 6.4684 2021-02-03 18:31:13,800 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 6:08:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7539, loss_cls: 2.1004, loss: 2.1004, grad_norm: 6.2220 2021-02-03 18:31:23,761 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 6:08:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7492, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.3893 2021-02-03 18:31:33,721 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 6:07:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7500, loss_cls: 2.1299, loss: 2.1299, grad_norm: 6.4909 2021-02-03 18:31:36,302 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-02-03 18:32:08,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 18:32:08,215 - mmaction - INFO - top1_acc 0.3617 top5_acc 0.6532 2021-02-03 18:32:08,215 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 18:32:08,224 - mmaction - INFO - mean_acc 0.3206 2021-02-03 18:32:08,226 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3617, top5_acc: 0.6532, mean_class_accuracy: 0.3206 2021-02-03 18:32:34,682 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 6:08:08, time: 1.322, data_time: 0.778, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7664, loss_cls: 2.0184, loss: 2.0184, grad_norm: 6.4916 2021-02-03 18:32:44,701 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 6:07:57, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7430, loss_cls: 2.1519, loss: 2.1519, grad_norm: 6.5156 2021-02-03 18:32:54,655 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 6:07:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7609, loss_cls: 2.0454, loss: 2.0454, grad_norm: 6.2945 2021-02-03 18:33:04,616 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 6:07:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7531, loss_cls: 2.0518, loss: 2.0518, grad_norm: 6.2877 2021-02-03 18:33:14,571 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 6:07:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7695, loss_cls: 1.9558, loss: 1.9558, grad_norm: 6.2312 2021-02-03 18:33:24,546 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 6:07:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7664, loss_cls: 2.0596, loss: 2.0596, grad_norm: 6.3070 2021-02-03 18:33:34,503 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 6:07:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7664, loss_cls: 2.0517, loss: 2.0517, grad_norm: 6.3998 2021-02-03 18:33:44,468 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 6:06:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5016, top5_acc: 0.7680, loss_cls: 1.9864, loss: 1.9864, grad_norm: 6.0736 2021-02-03 18:33:54,427 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 6:06:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0589, loss: 2.0589, grad_norm: 6.5128 2021-02-03 18:34:04,398 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 6:06:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7586, loss_cls: 2.0432, loss: 2.0432, grad_norm: 6.4514 2021-02-03 18:34:14,373 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 6:06:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7734, loss_cls: 1.9827, loss: 1.9827, grad_norm: 6.2577 2021-02-03 18:34:24,359 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 6:06:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4867, top5_acc: 0.7438, loss_cls: 2.1132, loss: 2.1132, grad_norm: 6.5269 2021-02-03 18:34:34,325 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 6:05:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7664, loss_cls: 2.0228, loss: 2.0228, grad_norm: 6.3262 2021-02-03 18:34:44,292 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 6:05:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7641, loss_cls: 2.0081, loss: 2.0081, grad_norm: 6.3907 2021-02-03 18:34:54,258 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 6:05:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4875, top5_acc: 0.7602, loss_cls: 2.0729, loss: 2.0729, grad_norm: 6.3946 2021-02-03 18:35:04,224 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 6:05:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 2.0388, loss: 2.0388, grad_norm: 6.1939 2021-02-03 18:35:14,196 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 6:05:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7500, loss_cls: 2.0877, loss: 2.0877, grad_norm: 6.1662 2021-02-03 18:35:24,168 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 6:05:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.1053, loss: 2.1053, grad_norm: 6.3808 2021-02-03 18:35:34,139 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 6:04:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7656, loss_cls: 2.0640, loss: 2.0640, grad_norm: 6.3186 2021-02-03 18:35:44,107 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 6:04:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7766, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.3496 2021-02-03 18:35:54,078 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 6:04:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7578, loss_cls: 2.0669, loss: 2.0669, grad_norm: 6.2627 2021-02-03 18:36:04,048 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 6:04:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7609, loss_cls: 2.0543, loss: 2.0543, grad_norm: 6.2574 2021-02-03 18:36:14,017 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 6:04:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7664, loss_cls: 2.0906, loss: 2.0906, grad_norm: 6.4462 2021-02-03 18:36:23,982 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 6:04:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7586, loss_cls: 2.0396, loss: 2.0396, grad_norm: 6.3770 2021-02-03 18:36:33,950 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 6:03:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 2.0213, loss: 2.0213, grad_norm: 6.3948 2021-02-03 18:36:43,923 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 6:03:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7633, loss_cls: 2.0062, loss: 2.0062, grad_norm: 6.0730 2021-02-03 18:36:53,886 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 6:03:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4977, top5_acc: 0.7320, loss_cls: 2.0892, loss: 2.0892, grad_norm: 6.4207 2021-02-03 18:37:03,851 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 6:03:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7672, loss_cls: 2.0469, loss: 2.0469, grad_norm: 6.2542 2021-02-03 18:37:13,821 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 6:03:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7633, loss_cls: 2.0575, loss: 2.0575, grad_norm: 6.3763 2021-02-03 18:37:23,797 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 6:02:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7539, loss_cls: 2.0867, loss: 2.0867, grad_norm: 6.3696 2021-02-03 18:37:33,762 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 6:02:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7641, loss_cls: 1.9815, loss: 1.9815, grad_norm: 6.1956 2021-02-03 18:37:43,745 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 6:02:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7523, loss_cls: 2.0661, loss: 2.0661, grad_norm: 6.2071 2021-02-03 18:37:53,710 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 6:02:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7742, loss_cls: 2.0005, loss: 2.0005, grad_norm: 6.3700 2021-02-03 18:38:03,677 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 6:02:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4641, top5_acc: 0.7578, loss_cls: 2.0924, loss: 2.0924, grad_norm: 6.2967 2021-02-03 18:38:13,646 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 6:02:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7695, loss_cls: 2.0798, loss: 2.0798, grad_norm: 6.5291 2021-02-03 18:38:23,613 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 6:01:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7734, loss_cls: 2.0085, loss: 2.0085, grad_norm: 6.0990 2021-02-03 18:38:33,579 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 6:01:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4750, top5_acc: 0.7383, loss_cls: 2.1456, loss: 2.1456, grad_norm: 6.2987 2021-02-03 18:38:43,537 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 6:01:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7500, loss_cls: 2.0731, loss: 2.0731, grad_norm: 6.1197 2021-02-03 18:38:53,499 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 6:01:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7570, loss_cls: 2.0254, loss: 2.0254, grad_norm: 6.0702 2021-02-03 18:39:03,461 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 6:01:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 2.0283, loss: 2.0283, grad_norm: 6.2351 2021-02-03 18:39:13,426 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 6:00:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4664, top5_acc: 0.7445, loss_cls: 2.1500, loss: 2.1500, grad_norm: 6.4959 2021-02-03 18:39:23,384 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 6:00:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7625, loss_cls: 2.0752, loss: 2.0752, grad_norm: 6.1612 2021-02-03 18:39:33,388 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 6:00:35, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.4680, top5_acc: 0.7430, loss_cls: 2.1644, loss: 2.1644, grad_norm: 6.3624 2021-02-03 18:39:43,351 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 6:00:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0541, loss: 2.0541, grad_norm: 6.2778 2021-02-03 18:39:53,325 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 6:00:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5008, top5_acc: 0.7812, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.1162 2021-02-03 18:40:03,284 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 6:00:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.4764 2021-02-03 18:40:13,257 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 5:59:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7758, loss_cls: 1.9939, loss: 1.9939, grad_norm: 6.2195 2021-02-03 18:40:23,227 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 5:59:41, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0480, loss: 2.0480, grad_norm: 6.2043 2021-02-03 18:40:33,192 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 5:59:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7773, loss_cls: 1.9149, loss: 1.9149, grad_norm: 6.2291 2021-02-03 18:40:43,164 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 5:59:20, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7820, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.4502 2021-02-03 18:40:53,127 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 5:59:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4844, top5_acc: 0.7570, loss_cls: 2.0812, loss: 2.0812, grad_norm: 6.2775 2021-02-03 18:41:03,091 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 5:58:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7461, loss_cls: 2.1200, loss: 2.1200, grad_norm: 6.5659 2021-02-03 18:41:13,056 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 5:58:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7820, loss_cls: 1.9676, loss: 1.9676, grad_norm: 6.3999 2021-02-03 18:41:23,023 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 5:58:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7562, loss_cls: 2.0581, loss: 2.0581, grad_norm: 6.2412 2021-02-03 18:41:32,986 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 5:58:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7617, loss_cls: 2.0444, loss: 2.0444, grad_norm: 6.2500 2021-02-03 18:41:42,954 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 5:58:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1179, loss: 2.1179, grad_norm: 6.0728 2021-02-03 18:41:52,919 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 5:58:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7750, loss_cls: 1.9956, loss: 1.9956, grad_norm: 6.2340 2021-02-03 18:42:02,881 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 5:57:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.6297 2021-02-03 18:42:12,862 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 5:57:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7516, loss_cls: 2.1461, loss: 2.1461, grad_norm: 6.3269 2021-02-03 18:42:22,825 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 5:57:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4719, top5_acc: 0.7570, loss_cls: 2.1307, loss: 2.1307, grad_norm: 6.4155 2021-02-03 18:42:32,789 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 5:57:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.0834, loss: 2.0834, grad_norm: 6.0950 2021-02-03 18:42:42,755 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 5:57:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7508, loss_cls: 2.1098, loss: 2.1098, grad_norm: 6.2251 2021-02-03 18:42:52,719 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 5:57:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7664, loss_cls: 2.0809, loss: 2.0809, grad_norm: 6.4006 2021-02-03 18:43:02,687 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 5:56:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 1.9754, loss: 1.9754, grad_norm: 6.0971 2021-02-03 18:43:12,663 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 5:56:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 2.0463, loss: 2.0463, grad_norm: 6.4771 2021-02-03 18:43:22,631 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 5:56:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5016, top5_acc: 0.7664, loss_cls: 1.9756, loss: 1.9756, grad_norm: 6.3043 2021-02-03 18:43:32,610 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 5:56:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.4742, top5_acc: 0.7703, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.3045 2021-02-03 18:43:35,194 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-02-03 18:44:00,677 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 5:56:25, time: 1.249, data_time: 0.743, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 2.0478, loss: 2.0478, grad_norm: 6.0065 2021-02-03 18:44:10,683 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 5:56:14, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.5086, top5_acc: 0.8016, loss_cls: 1.8856, loss: 1.8856, grad_norm: 6.3231 2021-02-03 18:44:20,636 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 5:56:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7992, loss_cls: 1.8806, loss: 1.8806, grad_norm: 6.0861 2021-02-03 18:44:30,592 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 5:55:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7680, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.4055 2021-02-03 18:44:40,552 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 5:55:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5078, top5_acc: 0.7844, loss_cls: 1.9400, loss: 1.9400, grad_norm: 6.2356 2021-02-03 18:44:50,512 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 5:55:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4977, top5_acc: 0.7852, loss_cls: 1.9370, loss: 1.9370, grad_norm: 6.1776 2021-02-03 18:45:00,468 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 5:55:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7758, loss_cls: 1.9784, loss: 1.9784, grad_norm: 6.2923 2021-02-03 18:45:10,435 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 5:55:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5273, top5_acc: 0.7875, loss_cls: 1.9370, loss: 1.9370, grad_norm: 6.3185 2021-02-03 18:45:20,404 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 5:54:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7844, loss_cls: 1.8841, loss: 1.8841, grad_norm: 6.2576 2021-02-03 18:45:30,371 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 5:54:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4891, top5_acc: 0.7484, loss_cls: 2.0762, loss: 2.0762, grad_norm: 6.3767 2021-02-03 18:45:40,336 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 5:54:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7875, loss_cls: 1.9372, loss: 1.9372, grad_norm: 6.1657 2021-02-03 18:45:50,298 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 5:54:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5086, top5_acc: 0.7734, loss_cls: 1.9548, loss: 1.9548, grad_norm: 6.4342 2021-02-03 18:46:00,263 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 5:54:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4961, top5_acc: 0.7484, loss_cls: 2.0761, loss: 2.0761, grad_norm: 6.2967 2021-02-03 18:46:10,229 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 5:54:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7523, loss_cls: 2.0089, loss: 2.0089, grad_norm: 6.1786 2021-02-03 18:46:20,206 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 5:53:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5211, top5_acc: 0.7805, loss_cls: 1.9678, loss: 1.9678, grad_norm: 6.2480 2021-02-03 18:46:30,173 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 5:53:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7906, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.1321 2021-02-03 18:46:40,128 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 5:53:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7875, loss_cls: 1.9438, loss: 1.9438, grad_norm: 6.3753 2021-02-03 18:46:50,095 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 5:53:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7555, loss_cls: 2.1079, loss: 2.1079, grad_norm: 6.3785 2021-02-03 18:47:00,060 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 5:53:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 2.0466, loss: 2.0466, grad_norm: 6.3408 2021-02-03 18:47:10,028 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 5:53:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7859, loss_cls: 1.9758, loss: 1.9758, grad_norm: 6.2256 2021-02-03 18:47:20,002 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 5:52:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4977, top5_acc: 0.7508, loss_cls: 2.0919, loss: 2.0919, grad_norm: 6.4240 2021-02-03 18:47:30,016 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 5:52:39, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7594, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.3615 2021-02-03 18:47:39,990 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 5:52:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7289, loss_cls: 2.1569, loss: 2.1569, grad_norm: 6.2902 2021-02-03 18:47:49,949 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 5:52:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7602, loss_cls: 2.1408, loss: 2.1408, grad_norm: 6.4232 2021-02-03 18:47:59,923 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 5:52:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7633, loss_cls: 2.0797, loss: 2.0797, grad_norm: 6.2242 2021-02-03 18:48:09,890 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 5:51:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4734, top5_acc: 0.7570, loss_cls: 2.1124, loss: 2.1124, grad_norm: 6.3565 2021-02-03 18:48:19,860 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 5:51:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7766, loss_cls: 1.9655, loss: 1.9655, grad_norm: 6.1422 2021-02-03 18:48:29,828 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 5:51:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7539, loss_cls: 2.0937, loss: 2.0937, grad_norm: 6.2375 2021-02-03 18:48:39,786 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 5:51:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7562, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.1975 2021-02-03 18:48:49,760 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 5:51:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4836, top5_acc: 0.7430, loss_cls: 2.0991, loss: 2.0991, grad_norm: 6.2854 2021-02-03 18:48:59,735 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 5:51:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5062, top5_acc: 0.7750, loss_cls: 2.0069, loss: 2.0069, grad_norm: 6.1770 2021-02-03 18:49:09,706 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 5:50:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7641, loss_cls: 2.0091, loss: 2.0091, grad_norm: 6.2776 2021-02-03 18:49:19,672 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 5:50:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7539, loss_cls: 2.0687, loss: 2.0687, grad_norm: 6.6416 2021-02-03 18:49:29,632 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 5:50:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7664, loss_cls: 1.9971, loss: 1.9971, grad_norm: 6.1615 2021-02-03 18:49:39,607 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 5:50:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7766, loss_cls: 1.9910, loss: 1.9910, grad_norm: 6.4866 2021-02-03 18:49:49,578 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 5:50:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4852, top5_acc: 0.7547, loss_cls: 2.0888, loss: 2.0888, grad_norm: 6.2896 2021-02-03 18:49:59,552 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 5:49:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7688, loss_cls: 2.0209, loss: 2.0209, grad_norm: 6.3423 2021-02-03 18:50:09,528 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 5:49:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 2.0089, loss: 2.0089, grad_norm: 6.3688 2021-02-03 18:50:19,499 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 5:49:37, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7641, loss_cls: 1.9902, loss: 1.9902, grad_norm: 6.3356 2021-02-03 18:50:29,471 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 5:49:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0179, loss: 2.0179, grad_norm: 6.2396 2021-02-03 18:50:39,447 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 5:49:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4922, top5_acc: 0.7602, loss_cls: 2.0587, loss: 2.0587, grad_norm: 6.2708 2021-02-03 18:50:49,422 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 5:49:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7727, loss_cls: 1.9567, loss: 1.9567, grad_norm: 6.4555 2021-02-03 18:50:59,396 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 5:48:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7773, loss_cls: 1.9916, loss: 1.9916, grad_norm: 6.2232 2021-02-03 18:51:09,372 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 5:48:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4969, top5_acc: 0.7578, loss_cls: 1.9975, loss: 1.9975, grad_norm: 6.2659 2021-02-03 18:51:19,351 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 5:48:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7742, loss_cls: 1.9532, loss: 1.9532, grad_norm: 6.2083 2021-02-03 18:51:29,318 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 5:48:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4797, top5_acc: 0.7633, loss_cls: 2.0994, loss: 2.0994, grad_norm: 6.5351 2021-02-03 18:51:39,306 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 5:48:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.1008, loss: 2.1008, grad_norm: 6.3246 2021-02-03 18:51:49,292 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 5:48:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7805, loss_cls: 1.9235, loss: 1.9235, grad_norm: 6.0597 2021-02-03 18:51:59,278 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 5:47:50, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7609, loss_cls: 2.0395, loss: 2.0395, grad_norm: 6.4717 2021-02-03 18:52:09,246 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 5:47:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 2.1017, loss: 2.1017, grad_norm: 6.3832 2021-02-03 18:52:19,211 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 5:47:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4781, top5_acc: 0.7531, loss_cls: 2.1112, loss: 2.1112, grad_norm: 6.2096 2021-02-03 18:52:29,176 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 5:47:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7578, loss_cls: 2.0367, loss: 2.0367, grad_norm: 6.4502 2021-02-03 18:52:39,157 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 5:47:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7820, loss_cls: 1.9706, loss: 1.9706, grad_norm: 6.3437 2021-02-03 18:52:49,135 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 5:46:57, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7750, loss_cls: 2.0350, loss: 2.0350, grad_norm: 6.3789 2021-02-03 18:52:59,110 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 5:46:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7734, loss_cls: 1.9940, loss: 1.9940, grad_norm: 6.2085 2021-02-03 18:53:09,098 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 5:46:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4898, top5_acc: 0.7555, loss_cls: 2.0781, loss: 2.0781, grad_norm: 6.4844 2021-02-03 18:53:19,070 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 5:46:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7914, loss_cls: 1.8896, loss: 1.8896, grad_norm: 6.2207 2021-02-03 18:53:29,035 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 5:46:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7516, loss_cls: 2.0354, loss: 2.0354, grad_norm: 6.2554 2021-02-03 18:53:39,000 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 5:46:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4898, top5_acc: 0.7477, loss_cls: 2.1155, loss: 2.1155, grad_norm: 6.2306 2021-02-03 18:53:48,971 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 5:45:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7523, loss_cls: 2.0382, loss: 2.0382, grad_norm: 6.2060 2021-02-03 18:53:58,946 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 5:45:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5117, top5_acc: 0.7875, loss_cls: 1.9903, loss: 1.9903, grad_norm: 6.3345 2021-02-03 18:54:08,916 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 5:45:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7602, loss_cls: 2.0773, loss: 2.0773, grad_norm: 6.3206 2021-02-03 18:54:18,907 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 5:45:21, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.4898, top5_acc: 0.7344, loss_cls: 2.1504, loss: 2.1504, grad_norm: 6.4326 2021-02-03 18:54:28,871 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 5:45:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7609, loss_cls: 2.0923, loss: 2.0923, grad_norm: 6.2121 2021-02-03 18:54:38,833 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 5:45:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7711, loss_cls: 2.0516, loss: 2.0516, grad_norm: 6.3292 2021-02-03 18:54:48,802 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 5:44:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7617, loss_cls: 2.0962, loss: 2.0962, grad_norm: 6.2872 2021-02-03 18:54:58,770 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 5:44:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5000, top5_acc: 0.7820, loss_cls: 1.9711, loss: 1.9711, grad_norm: 6.1089 2021-02-03 18:55:01,291 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-03 18:55:37,146 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 18:55:37,298 - mmaction - INFO - top1_acc 0.3656 top5_acc 0.6647 2021-02-03 18:55:37,298 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 18:55:37,307 - mmaction - INFO - mean_acc 0.3344 2021-02-03 18:55:37,309 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3656, top5_acc: 0.6647, mean_class_accuracy: 0.3344 2021-02-03 18:56:16,482 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 5:45:05, time: 1.958, data_time: 1.439, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.9474, loss: 1.9474, grad_norm: 6.1624 2021-02-03 18:56:26,478 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 5:44:54, time: 0.500, data_time: 0.004, memory: 7066, top1_acc: 0.5359, top5_acc: 0.8039, loss_cls: 1.8015, loss: 1.8015, grad_norm: 5.8539 2021-02-03 18:56:36,443 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 5:44:44, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.8109, loss_cls: 1.7869, loss: 1.7869, grad_norm: 5.7459 2021-02-03 18:56:46,383 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 5:44:33, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8047, loss_cls: 1.7859, loss: 1.7859, grad_norm: 5.9386 2021-02-03 18:56:56,346 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 5:44:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8313, loss_cls: 1.6757, loss: 1.6757, grad_norm: 5.7082 2021-02-03 18:57:06,302 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 5:44:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8258, loss_cls: 1.6629, loss: 1.6629, grad_norm: 5.7513 2021-02-03 18:57:16,248 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 5:44:01, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.7992, loss_cls: 1.7553, loss: 1.7553, grad_norm: 5.8743 2021-02-03 18:57:26,205 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 5:43:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8180, loss_cls: 1.7075, loss: 1.7075, grad_norm: 5.8190 2021-02-03 18:57:36,161 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 5:43:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8313, loss_cls: 1.6221, loss: 1.6221, grad_norm: 5.6113 2021-02-03 18:57:46,123 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 5:43:28, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.7992, loss_cls: 1.7555, loss: 1.7555, grad_norm: 5.8296 2021-02-03 18:57:56,084 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 5:43:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8234, loss_cls: 1.6483, loss: 1.6483, grad_norm: 5.7683 2021-02-03 18:58:06,053 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 5:43:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8180, loss_cls: 1.7054, loss: 1.7054, grad_norm: 5.9621 2021-02-03 18:58:16,016 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 5:42:56, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8305, loss_cls: 1.5846, loss: 1.5846, grad_norm: 5.7365 2021-02-03 18:58:25,980 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 5:42:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8367, loss_cls: 1.6203, loss: 1.6203, grad_norm: 6.0785 2021-02-03 18:58:35,944 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 5:42:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8250, loss_cls: 1.5846, loss: 1.5846, grad_norm: 5.8832 2021-02-03 18:58:45,911 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 5:42:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8102, loss_cls: 1.6526, loss: 1.6526, grad_norm: 5.7881 2021-02-03 18:58:55,869 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 5:42:13, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8375, loss_cls: 1.5939, loss: 1.5939, grad_norm: 5.7392 2021-02-03 18:59:05,831 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 5:42:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8172, loss_cls: 1.6463, loss: 1.6463, grad_norm: 5.8827 2021-02-03 18:59:15,794 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 5:41:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8398, loss_cls: 1.5511, loss: 1.5511, grad_norm: 5.7906 2021-02-03 18:59:25,761 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 5:41:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8273, loss_cls: 1.6245, loss: 1.6245, grad_norm: 6.0560 2021-02-03 18:59:35,724 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 5:41:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8227, loss_cls: 1.6984, loss: 1.6984, grad_norm: 6.0727 2021-02-03 18:59:45,691 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 5:41:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8023, loss_cls: 1.7127, loss: 1.7127, grad_norm: 5.9153 2021-02-03 18:59:55,664 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 5:41:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8227, loss_cls: 1.6070, loss: 1.6070, grad_norm: 6.0170 2021-02-03 19:00:05,627 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 5:40:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8242, loss_cls: 1.6474, loss: 1.6474, grad_norm: 5.9757 2021-02-03 19:00:15,583 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 5:40:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8344, loss_cls: 1.5422, loss: 1.5422, grad_norm: 5.7554 2021-02-03 19:00:29,011 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 5:40:42, time: 0.671, data_time: 0.158, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8172, loss_cls: 1.6584, loss: 1.6584, grad_norm: 5.9493 2021-02-03 19:00:38,973 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 5:40:31, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8281, loss_cls: 1.5152, loss: 1.5152, grad_norm: 5.7722 2021-02-03 19:00:48,935 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 5:40:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8289, loss_cls: 1.5784, loss: 1.5784, grad_norm: 5.8756 2021-02-03 19:00:58,895 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 5:40:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8250, loss_cls: 1.6770, loss: 1.6770, grad_norm: 5.9264 2021-02-03 19:01:08,851 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 5:39:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8211, loss_cls: 1.6589, loss: 1.6589, grad_norm: 6.1304 2021-02-03 19:01:19,557 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 5:39:50, time: 0.535, data_time: 0.038, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8227, loss_cls: 1.6223, loss: 1.6223, grad_norm: 6.2049 2021-02-03 19:01:29,537 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 5:39:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8141, loss_cls: 1.6994, loss: 1.6994, grad_norm: 6.1023 2021-02-03 19:01:39,502 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 5:39:28, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8430, loss_cls: 1.5296, loss: 1.5296, grad_norm: 5.9341 2021-02-03 19:01:49,472 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 5:39:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8500, loss_cls: 1.4963, loss: 1.4963, grad_norm: 5.8607 2021-02-03 19:01:59,441 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 5:39:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8250, loss_cls: 1.6363, loss: 1.6363, grad_norm: 6.0861 2021-02-03 19:02:09,407 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 5:38:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8375, loss_cls: 1.5317, loss: 1.5317, grad_norm: 5.7630 2021-02-03 19:02:19,375 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 5:38:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8430, loss_cls: 1.5686, loss: 1.5686, grad_norm: 5.8633 2021-02-03 19:02:29,337 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 5:38:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8367, loss_cls: 1.6152, loss: 1.6152, grad_norm: 6.0642 2021-02-03 19:02:39,298 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 5:38:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8375, loss_cls: 1.5222, loss: 1.5222, grad_norm: 5.8200 2021-02-03 19:02:49,261 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 5:38:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8438, loss_cls: 1.5592, loss: 1.5592, grad_norm: 6.1028 2021-02-03 19:02:59,257 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 5:38:03, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8430, loss_cls: 1.4992, loss: 1.4992, grad_norm: 5.8608 2021-02-03 19:03:09,234 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 5:37:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8344, loss_cls: 1.5460, loss: 1.5460, grad_norm: 6.0563 2021-02-03 19:03:19,202 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 5:37:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8523, loss_cls: 1.4698, loss: 1.4698, grad_norm: 5.9176 2021-02-03 19:03:29,172 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 5:37:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8313, loss_cls: 1.5576, loss: 1.5576, grad_norm: 5.9903 2021-02-03 19:03:39,132 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 5:37:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8398, loss_cls: 1.5226, loss: 1.5226, grad_norm: 5.9416 2021-02-03 19:03:49,098 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 5:37:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8359, loss_cls: 1.5709, loss: 1.5709, grad_norm: 6.1875 2021-02-03 19:03:59,066 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 5:36:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8336, loss_cls: 1.5116, loss: 1.5116, grad_norm: 6.0094 2021-02-03 19:04:09,033 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 5:36:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8367, loss_cls: 1.6747, loss: 1.6747, grad_norm: 6.4681 2021-02-03 19:04:19,006 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 5:36:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4577, loss: 1.4577, grad_norm: 5.8919 2021-02-03 19:04:28,985 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 5:36:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8398, loss_cls: 1.5870, loss: 1.5870, grad_norm: 6.0065 2021-02-03 19:04:38,959 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 5:36:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8367, loss_cls: 1.5234, loss: 1.5234, grad_norm: 5.9828 2021-02-03 19:04:48,929 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 5:36:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8383, loss_cls: 1.5343, loss: 1.5343, grad_norm: 5.8476 2021-02-03 19:04:58,893 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 5:35:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8445, loss_cls: 1.4996, loss: 1.4996, grad_norm: 6.0286 2021-02-03 19:05:08,861 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 5:35:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8484, loss_cls: 1.5140, loss: 1.5140, grad_norm: 5.9145 2021-02-03 19:05:18,849 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 5:35:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8320, loss_cls: 1.5589, loss: 1.5589, grad_norm: 6.0584 2021-02-03 19:05:28,815 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 5:35:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3930, loss: 1.3930, grad_norm: 5.9040 2021-02-03 19:05:38,796 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 5:35:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8305, loss_cls: 1.5178, loss: 1.5178, grad_norm: 5.9116 2021-02-03 19:05:48,763 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 5:35:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8500, loss_cls: 1.4953, loss: 1.4953, grad_norm: 5.9496 2021-02-03 19:05:58,742 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 5:34:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8391, loss_cls: 1.5309, loss: 1.5309, grad_norm: 6.0482 2021-02-03 19:06:08,710 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 5:34:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8438, loss_cls: 1.5404, loss: 1.5404, grad_norm: 5.9338 2021-02-03 19:06:18,672 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 5:34:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8227, loss_cls: 1.5845, loss: 1.5845, grad_norm: 6.2321 2021-02-03 19:06:28,639 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 5:34:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8211, loss_cls: 1.6318, loss: 1.6318, grad_norm: 6.2369 2021-02-03 19:06:38,608 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 5:34:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8281, loss_cls: 1.5508, loss: 1.5508, grad_norm: 6.0478 2021-02-03 19:06:48,576 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 5:33:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8508, loss_cls: 1.4821, loss: 1.4821, grad_norm: 6.0328 2021-02-03 19:06:58,596 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 5:33:47, time: 0.501, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8250, loss_cls: 1.5406, loss: 1.5406, grad_norm: 6.1567 2021-02-03 19:07:08,577 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 5:33:36, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8398, loss_cls: 1.5368, loss: 1.5368, grad_norm: 6.1460 2021-02-03 19:07:18,556 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 5:33:26, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8438, loss_cls: 1.5346, loss: 1.5346, grad_norm: 6.0284 2021-02-03 19:07:21,139 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-02-03 19:07:45,782 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 5:33:29, time: 1.216, data_time: 0.709, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4936, loss: 1.4936, grad_norm: 6.0196 2021-02-03 19:07:55,739 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 5:33:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8461, loss_cls: 1.4648, loss: 1.4648, grad_norm: 6.0414 2021-02-03 19:08:05,716 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 5:33:07, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8391, loss_cls: 1.5186, loss: 1.5186, grad_norm: 6.0152 2021-02-03 19:08:15,695 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 5:32:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8281, loss_cls: 1.5052, loss: 1.5052, grad_norm: 6.1088 2021-02-03 19:08:25,670 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 5:32:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8430, loss_cls: 1.4719, loss: 1.4719, grad_norm: 5.8333 2021-02-03 19:08:35,641 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 5:32:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8758, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.7022 2021-02-03 19:08:45,619 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 5:32:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8469, loss_cls: 1.5134, loss: 1.5134, grad_norm: 6.1351 2021-02-03 19:08:55,586 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 5:32:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8516, loss_cls: 1.4824, loss: 1.4824, grad_norm: 6.1439 2021-02-03 19:09:05,562 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 5:32:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8578, loss_cls: 1.4861, loss: 1.4861, grad_norm: 6.1205 2021-02-03 19:09:15,543 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 5:31:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8359, loss_cls: 1.5251, loss: 1.5251, grad_norm: 6.0651 2021-02-03 19:09:25,516 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 5:31:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8523, loss_cls: 1.4556, loss: 1.4556, grad_norm: 6.0332 2021-02-03 19:09:35,497 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 5:31:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8539, loss_cls: 1.4609, loss: 1.4609, grad_norm: 6.0472 2021-02-03 19:09:45,473 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 5:31:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8453, loss_cls: 1.4959, loss: 1.4959, grad_norm: 6.1695 2021-02-03 19:09:55,448 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 5:31:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8609, loss_cls: 1.4483, loss: 1.4483, grad_norm: 6.2068 2021-02-03 19:10:05,430 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 5:31:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4758, loss: 1.4758, grad_norm: 6.2136 2021-02-03 19:10:15,410 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 5:30:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8617, loss_cls: 1.3739, loss: 1.3739, grad_norm: 5.8594 2021-02-03 19:10:25,387 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 5:30:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8625, loss_cls: 1.4098, loss: 1.4098, grad_norm: 6.1654 2021-02-03 19:10:35,369 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 5:30:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8539, loss_cls: 1.4659, loss: 1.4659, grad_norm: 6.2902 2021-02-03 19:10:45,348 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 5:30:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8539, loss_cls: 1.4339, loss: 1.4339, grad_norm: 6.1759 2021-02-03 19:10:55,338 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 5:30:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8422, loss_cls: 1.5081, loss: 1.5081, grad_norm: 6.2769 2021-02-03 19:11:05,310 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 5:29:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8430, loss_cls: 1.5083, loss: 1.5083, grad_norm: 6.2471 2021-02-03 19:11:15,285 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 5:29:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.4671, loss: 1.4671, grad_norm: 5.9761 2021-02-03 19:11:25,260 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 5:29:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8555, loss_cls: 1.4441, loss: 1.4441, grad_norm: 6.1072 2021-02-03 19:11:35,245 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 5:29:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8313, loss_cls: 1.5632, loss: 1.5632, grad_norm: 6.3359 2021-02-03 19:11:45,213 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 5:29:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.3867, loss: 1.3867, grad_norm: 6.0741 2021-02-03 19:11:55,180 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 5:29:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.4751, loss: 1.4751, grad_norm: 6.2607 2021-02-03 19:12:05,160 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 5:28:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8359, loss_cls: 1.5579, loss: 1.5579, grad_norm: 6.2581 2021-02-03 19:12:15,129 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 5:28:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8547, loss_cls: 1.4733, loss: 1.4733, grad_norm: 6.3800 2021-02-03 19:12:25,099 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 5:28:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8180, loss_cls: 1.5661, loss: 1.5661, grad_norm: 6.4567 2021-02-03 19:12:35,079 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 5:28:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4684, loss: 1.4684, grad_norm: 6.0510 2021-02-03 19:12:45,057 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 5:28:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8391, loss_cls: 1.5091, loss: 1.5091, grad_norm: 6.1496 2021-02-03 19:12:55,027 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 5:27:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8523, loss_cls: 1.4803, loss: 1.4803, grad_norm: 6.1206 2021-02-03 19:13:05,002 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 5:27:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8516, loss_cls: 1.4943, loss: 1.4943, grad_norm: 6.1917 2021-02-03 19:13:14,975 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 5:27:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8797, loss_cls: 1.4025, loss: 1.4025, grad_norm: 6.2021 2021-02-03 19:13:24,952 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 5:27:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8492, loss_cls: 1.4928, loss: 1.4928, grad_norm: 6.2880 2021-02-03 19:13:34,932 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 5:27:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.4496, loss: 1.4496, grad_norm: 6.1970 2021-02-03 19:13:44,906 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 5:27:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8539, loss_cls: 1.4561, loss: 1.4561, grad_norm: 6.3372 2021-02-03 19:13:54,871 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 5:26:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8414, loss_cls: 1.5290, loss: 1.5290, grad_norm: 6.5155 2021-02-03 19:14:04,846 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 5:26:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8453, loss_cls: 1.5197, loss: 1.5197, grad_norm: 6.4395 2021-02-03 19:14:14,821 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 5:26:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8484, loss_cls: 1.4564, loss: 1.4564, grad_norm: 6.1002 2021-02-03 19:14:24,780 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 5:26:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8461, loss_cls: 1.4775, loss: 1.4775, grad_norm: 6.0581 2021-02-03 19:14:34,752 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 5:26:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8414, loss_cls: 1.4867, loss: 1.4867, grad_norm: 6.1900 2021-02-03 19:14:44,725 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 5:26:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.5777, loss: 1.5777, grad_norm: 6.4816 2021-02-03 19:14:54,688 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 5:25:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8523, loss_cls: 1.4639, loss: 1.4639, grad_norm: 6.2484 2021-02-03 19:15:04,664 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 5:25:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8578, loss_cls: 1.4626, loss: 1.4626, grad_norm: 6.0586 2021-02-03 19:15:14,648 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 5:25:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8297, loss_cls: 1.5704, loss: 1.5704, grad_norm: 6.3127 2021-02-03 19:15:24,629 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 5:25:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8492, loss_cls: 1.4853, loss: 1.4853, grad_norm: 6.2314 2021-02-03 19:15:34,608 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 5:25:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8375, loss_cls: 1.5616, loss: 1.5616, grad_norm: 6.4359 2021-02-03 19:15:44,581 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 5:24:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8555, loss_cls: 1.4328, loss: 1.4328, grad_norm: 6.1442 2021-02-03 19:15:54,570 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 5:24:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8609, loss_cls: 1.4143, loss: 1.4143, grad_norm: 6.1387 2021-02-03 19:16:04,538 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 5:24:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8398, loss_cls: 1.5088, loss: 1.5088, grad_norm: 6.3100 2021-02-03 19:16:14,506 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 5:24:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8375, loss_cls: 1.5363, loss: 1.5363, grad_norm: 6.2915 2021-02-03 19:16:24,471 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 5:24:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8328, loss_cls: 1.5064, loss: 1.5064, grad_norm: 6.3075 2021-02-03 19:16:34,439 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 5:24:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8578, loss_cls: 1.4530, loss: 1.4530, grad_norm: 6.2770 2021-02-03 19:16:44,415 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 5:23:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8594, loss_cls: 1.4123, loss: 1.4123, grad_norm: 6.1765 2021-02-03 19:16:54,392 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 5:23:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3686, loss: 1.3686, grad_norm: 6.1910 2021-02-03 19:17:04,362 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 5:23:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.3810, loss: 1.3810, grad_norm: 6.0504 2021-02-03 19:17:14,326 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 5:23:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8500, loss_cls: 1.4314, loss: 1.4314, grad_norm: 6.3168 2021-02-03 19:17:24,297 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 5:23:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.4489, loss: 1.4489, grad_norm: 6.4838 2021-02-03 19:17:34,268 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 5:23:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8445, loss_cls: 1.4423, loss: 1.4423, grad_norm: 6.3202 2021-02-03 19:17:44,232 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 5:22:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8328, loss_cls: 1.5052, loss: 1.5052, grad_norm: 6.3529 2021-02-03 19:17:54,209 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 5:22:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.4332, loss: 1.4332, grad_norm: 6.3188 2021-02-03 19:18:04,180 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 5:22:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8492, loss_cls: 1.4570, loss: 1.4570, grad_norm: 6.3887 2021-02-03 19:18:14,137 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 5:22:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8523, loss_cls: 1.4301, loss: 1.4301, grad_norm: 6.1863 2021-02-03 19:18:24,110 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 5:22:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8234, loss_cls: 1.5468, loss: 1.5468, grad_norm: 6.5441 2021-02-03 19:18:34,076 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 5:21:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8602, loss_cls: 1.4173, loss: 1.4173, grad_norm: 6.3477 2021-02-03 19:18:49,996 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 5:21:54, time: 0.796, data_time: 0.218, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8477, loss_cls: 1.4726, loss: 1.4726, grad_norm: 6.2218 2021-02-03 19:18:52,646 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-02-03 19:19:27,668 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 19:19:27,832 - mmaction - INFO - top1_acc 0.4501 top5_acc 0.7421 2021-02-03 19:19:27,832 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 19:19:27,842 - mmaction - INFO - mean_acc 0.4076 2021-02-03 19:19:27,844 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4501, top5_acc: 0.7421, mean_class_accuracy: 0.4076 2021-02-03 19:19:55,745 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 5:22:01, time: 1.395, data_time: 0.889, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.4121, loss: 1.4121, grad_norm: 6.0066 2021-02-03 19:20:05,766 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 5:21:50, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8570, loss_cls: 1.4400, loss: 1.4400, grad_norm: 6.2608 2021-02-03 19:20:15,720 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 5:21:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8617, loss_cls: 1.4118, loss: 1.4118, grad_norm: 6.2606 2021-02-03 19:20:25,666 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 5:21:29, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8523, loss_cls: 1.4614, loss: 1.4614, grad_norm: 6.4803 2021-02-03 19:20:35,615 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 5:21:18, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8727, loss_cls: 1.3646, loss: 1.3646, grad_norm: 6.2347 2021-02-03 19:20:45,573 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 5:21:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8516, loss_cls: 1.4418, loss: 1.4418, grad_norm: 6.3159 2021-02-03 19:20:55,536 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 5:20:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8492, loss_cls: 1.4911, loss: 1.4911, grad_norm: 6.4261 2021-02-03 19:21:05,495 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 5:20:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8750, loss_cls: 1.3653, loss: 1.3653, grad_norm: 6.2595 2021-02-03 19:21:15,453 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 5:20:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8648, loss_cls: 1.4234, loss: 1.4234, grad_norm: 6.2867 2021-02-03 19:21:25,420 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 5:20:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8383, loss_cls: 1.5285, loss: 1.5285, grad_norm: 6.4169 2021-02-03 19:21:35,378 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 5:20:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8633, loss_cls: 1.3989, loss: 1.3989, grad_norm: 6.3325 2021-02-03 19:21:45,352 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 5:20:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8453, loss_cls: 1.4814, loss: 1.4814, grad_norm: 6.4466 2021-02-03 19:21:55,304 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 5:19:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8625, loss_cls: 1.4385, loss: 1.4385, grad_norm: 6.3805 2021-02-03 19:22:05,274 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 5:19:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4593, loss: 1.4593, grad_norm: 6.2556 2021-02-03 19:22:15,249 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 5:19:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8492, loss_cls: 1.4290, loss: 1.4290, grad_norm: 6.3666 2021-02-03 19:22:25,223 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 5:19:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8602, loss_cls: 1.3985, loss: 1.3985, grad_norm: 6.2301 2021-02-03 19:22:35,189 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 5:19:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8617, loss_cls: 1.3923, loss: 1.3923, grad_norm: 6.1438 2021-02-03 19:22:45,153 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 5:19:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4257, loss: 1.4257, grad_norm: 6.5417 2021-02-03 19:22:55,112 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 5:18:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8695, loss_cls: 1.3502, loss: 1.3502, grad_norm: 6.2714 2021-02-03 19:23:05,080 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 5:18:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8586, loss_cls: 1.4077, loss: 1.4077, grad_norm: 6.2947 2021-02-03 19:23:18,434 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 5:18:32, time: 0.668, data_time: 0.147, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8391, loss_cls: 1.4610, loss: 1.4610, grad_norm: 6.5436 2021-02-03 19:23:28,393 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 5:18:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8711, loss_cls: 1.3420, loss: 1.3420, grad_norm: 6.2466 2021-02-03 19:23:38,365 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 5:18:11, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8445, loss_cls: 1.4395, loss: 1.4395, grad_norm: 6.3759 2021-02-03 19:23:48,330 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 5:18:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8516, loss_cls: 1.4516, loss: 1.4516, grad_norm: 6.4979 2021-02-03 19:23:58,303 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 5:17:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8617, loss_cls: 1.4236, loss: 1.4236, grad_norm: 6.3575 2021-02-03 19:24:08,270 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 5:17:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4546, loss: 1.4546, grad_norm: 6.3679 2021-02-03 19:24:18,258 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 5:17:28, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8641, loss_cls: 1.4215, loss: 1.4215, grad_norm: 6.5466 2021-02-03 19:24:28,220 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 5:17:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8711, loss_cls: 1.3967, loss: 1.3967, grad_norm: 6.3412 2021-02-03 19:24:38,194 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 5:17:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8648, loss_cls: 1.4214, loss: 1.4214, grad_norm: 6.3407 2021-02-03 19:24:48,156 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 5:16:56, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8594, loss_cls: 1.4272, loss: 1.4272, grad_norm: 6.4190 2021-02-03 19:24:58,121 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 5:16:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8438, loss_cls: 1.4563, loss: 1.4563, grad_norm: 6.3895 2021-02-03 19:25:08,078 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 5:16:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3822, loss: 1.3822, grad_norm: 6.2549 2021-02-03 19:25:18,046 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 5:16:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8578, loss_cls: 1.3732, loss: 1.3732, grad_norm: 6.1267 2021-02-03 19:25:28,008 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 5:16:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8414, loss_cls: 1.4698, loss: 1.4698, grad_norm: 6.4785 2021-02-03 19:25:37,989 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 5:16:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8617, loss_cls: 1.4029, loss: 1.4029, grad_norm: 6.3681 2021-02-03 19:25:47,951 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 5:15:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.4639, loss: 1.4639, grad_norm: 6.3308 2021-02-03 19:25:57,924 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 5:15:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8461, loss_cls: 1.4872, loss: 1.4872, grad_norm: 6.4689 2021-02-03 19:26:07,886 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 5:15:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8328, loss_cls: 1.4933, loss: 1.4933, grad_norm: 6.6384 2021-02-03 19:26:17,862 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 5:15:21, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8648, loss_cls: 1.4410, loss: 1.4410, grad_norm: 6.5269 2021-02-03 19:26:27,830 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 5:15:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.3804, loss: 1.3804, grad_norm: 6.2003 2021-02-03 19:26:37,789 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 5:15:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8562, loss_cls: 1.4287, loss: 1.4287, grad_norm: 6.5883 2021-02-03 19:26:47,762 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 5:14:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3960, loss: 1.3960, grad_norm: 6.3866 2021-02-03 19:26:57,728 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 5:14:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8477, loss_cls: 1.4420, loss: 1.4420, grad_norm: 6.4736 2021-02-03 19:27:07,711 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 5:14:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8586, loss_cls: 1.4550, loss: 1.4550, grad_norm: 6.6847 2021-02-03 19:27:17,672 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 5:14:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3731, loss: 1.3731, grad_norm: 6.3552 2021-02-03 19:27:27,720 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 5:14:07, time: 0.502, data_time: 0.005, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8531, loss_cls: 1.4900, loss: 1.4900, grad_norm: 6.6411 2021-02-03 19:27:37,704 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 5:13:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8633, loss_cls: 1.4111, loss: 1.4111, grad_norm: 6.4096 2021-02-03 19:27:47,669 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 5:13:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8531, loss_cls: 1.4364, loss: 1.4364, grad_norm: 6.4415 2021-02-03 19:27:57,651 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 5:13:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8633, loss_cls: 1.3994, loss: 1.3994, grad_norm: 6.4112 2021-02-03 19:28:07,616 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 5:13:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8484, loss_cls: 1.4400, loss: 1.4400, grad_norm: 6.5811 2021-02-03 19:28:17,580 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 5:13:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8539, loss_cls: 1.3968, loss: 1.3968, grad_norm: 6.4463 2021-02-03 19:28:27,552 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 5:13:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8531, loss_cls: 1.4119, loss: 1.4119, grad_norm: 6.4793 2021-02-03 19:28:37,530 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 5:12:52, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8539, loss_cls: 1.4044, loss: 1.4044, grad_norm: 6.4059 2021-02-03 19:28:47,492 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 5:12:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8438, loss_cls: 1.4090, loss: 1.4090, grad_norm: 6.3546 2021-02-03 19:28:57,471 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 5:12:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3669, loss: 1.3669, grad_norm: 6.4915 2021-02-03 19:29:07,443 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 5:12:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.4119, loss: 1.4119, grad_norm: 6.4762 2021-02-03 19:29:17,405 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 5:12:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.3915, loss: 1.3915, grad_norm: 6.3933 2021-02-03 19:29:27,373 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 5:11:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8633, loss_cls: 1.3767, loss: 1.3767, grad_norm: 6.2171 2021-02-03 19:29:37,331 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 5:11:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3712, loss: 1.3712, grad_norm: 6.3627 2021-02-03 19:29:47,298 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 5:11:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3613, loss: 1.3613, grad_norm: 6.4589 2021-02-03 19:29:57,265 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 5:11:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.4141, loss: 1.4141, grad_norm: 6.5903 2021-02-03 19:30:07,231 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 5:11:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8617, loss_cls: 1.3670, loss: 1.3670, grad_norm: 6.2626 2021-02-03 19:30:17,203 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 5:11:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.5001, loss: 1.5001, grad_norm: 6.7235 2021-02-03 19:30:27,170 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 5:10:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8523, loss_cls: 1.4078, loss: 1.4078, grad_norm: 6.4028 2021-02-03 19:30:37,136 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 5:10:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8469, loss_cls: 1.4610, loss: 1.4610, grad_norm: 6.5602 2021-02-03 19:30:47,109 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 5:10:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8570, loss_cls: 1.3808, loss: 1.3808, grad_norm: 6.4273 2021-02-03 19:30:57,086 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 5:10:24, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3701, loss: 1.3701, grad_norm: 6.4422 2021-02-03 19:30:59,743 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-02-03 19:31:33,392 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 5:10:35, time: 1.668, data_time: 1.123, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8586, loss_cls: 1.3798, loss: 1.3798, grad_norm: 6.4720 2021-02-03 19:31:43,348 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 5:10:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8625, loss_cls: 1.4061, loss: 1.4061, grad_norm: 6.5109 2021-02-03 19:31:53,321 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 5:10:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4565, loss: 1.4565, grad_norm: 6.5833 2021-02-03 19:32:03,296 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 5:10:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8625, loss_cls: 1.3811, loss: 1.3811, grad_norm: 6.4302 2021-02-03 19:32:13,251 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 5:09:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8695, loss_cls: 1.3346, loss: 1.3346, grad_norm: 6.2968 2021-02-03 19:32:23,211 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 5:09:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.3911, loss: 1.3911, grad_norm: 6.4874 2021-02-03 19:32:33,178 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 5:09:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.3627, loss: 1.3627, grad_norm: 6.5078 2021-02-03 19:32:43,135 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 5:09:21, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8516, loss_cls: 1.4340, loss: 1.4340, grad_norm: 6.6048 2021-02-03 19:32:53,114 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 5:09:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8664, loss_cls: 1.3618, loss: 1.3618, grad_norm: 6.5018 2021-02-03 19:33:03,080 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 5:09:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3739, loss: 1.3739, grad_norm: 6.3270 2021-02-03 19:33:13,049 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 5:08:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.3899, loss: 1.3899, grad_norm: 6.5275 2021-02-03 19:33:23,011 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 5:08:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8633, loss_cls: 1.4319, loss: 1.4319, grad_norm: 6.6621 2021-02-03 19:33:32,983 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 5:08:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8680, loss_cls: 1.3093, loss: 1.3093, grad_norm: 6.0858 2021-02-03 19:33:42,944 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 5:08:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8641, loss_cls: 1.3578, loss: 1.3578, grad_norm: 6.6523 2021-02-03 19:33:52,908 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 5:08:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.3966, loss: 1.3966, grad_norm: 6.5394 2021-02-03 19:34:02,881 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 5:07:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8703, loss_cls: 1.3122, loss: 1.3122, grad_norm: 6.4072 2021-02-03 19:34:12,855 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 5:07:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8531, loss_cls: 1.4086, loss: 1.4086, grad_norm: 6.5705 2021-02-03 19:34:22,827 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 5:07:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8500, loss_cls: 1.4806, loss: 1.4806, grad_norm: 6.7178 2021-02-03 19:34:32,794 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 5:07:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4400, loss: 1.4400, grad_norm: 6.4209 2021-02-03 19:34:42,764 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 5:07:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.3827, loss: 1.3827, grad_norm: 6.4637 2021-02-03 19:34:52,730 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 5:07:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8789, loss_cls: 1.3210, loss: 1.3210, grad_norm: 6.5874 2021-02-03 19:35:02,706 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 5:06:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8633, loss_cls: 1.3931, loss: 1.3931, grad_norm: 6.5599 2021-02-03 19:35:12,678 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 5:06:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8516, loss_cls: 1.4174, loss: 1.4174, grad_norm: 6.6381 2021-02-03 19:35:22,657 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 5:06:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8492, loss_cls: 1.3665, loss: 1.3665, grad_norm: 6.3204 2021-02-03 19:35:32,624 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 5:06:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 1.4031, loss: 1.4031, grad_norm: 6.6124 2021-02-03 19:35:43,132 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 5:06:11, time: 0.525, data_time: 0.025, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.3749, loss: 1.3749, grad_norm: 6.5314 2021-02-03 19:35:53,105 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 5:06:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8672, loss_cls: 1.4159, loss: 1.4159, grad_norm: 6.5590 2021-02-03 19:36:03,077 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 5:05:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2991, loss: 1.2991, grad_norm: 6.4820 2021-02-03 19:36:13,054 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 5:05:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.3852, loss: 1.3852, grad_norm: 6.5281 2021-02-03 19:36:23,035 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 5:05:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8477, loss_cls: 1.4327, loss: 1.4327, grad_norm: 6.6945 2021-02-03 19:36:33,012 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 5:05:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8469, loss_cls: 1.4421, loss: 1.4421, grad_norm: 6.7433 2021-02-03 19:36:42,981 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 5:05:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8617, loss_cls: 1.3934, loss: 1.3934, grad_norm: 6.6436 2021-02-03 19:36:57,400 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 5:05:01, time: 0.721, data_time: 0.221, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8586, loss_cls: 1.3920, loss: 1.3920, grad_norm: 6.5493 2021-02-03 19:37:07,368 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 5:04:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8680, loss_cls: 1.3442, loss: 1.3442, grad_norm: 6.4958 2021-02-03 19:37:17,335 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 5:04:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8641, loss_cls: 1.3438, loss: 1.3438, grad_norm: 6.7246 2021-02-03 19:37:27,304 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 5:04:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.3990, loss: 1.3990, grad_norm: 6.5802 2021-02-03 19:37:37,267 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 5:04:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8469, loss_cls: 1.4364, loss: 1.4364, grad_norm: 6.7742 2021-02-03 19:37:47,239 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 5:04:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8727, loss_cls: 1.3691, loss: 1.3691, grad_norm: 6.6023 2021-02-03 19:37:57,204 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 5:03:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8594, loss_cls: 1.4243, loss: 1.4243, grad_norm: 6.8405 2021-02-03 19:38:07,176 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 5:03:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4277, loss: 1.4277, grad_norm: 6.5768 2021-02-03 19:38:17,144 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 5:03:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.3938, loss: 1.3938, grad_norm: 6.7118 2021-02-03 19:38:27,119 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 5:03:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8641, loss_cls: 1.3683, loss: 1.3683, grad_norm: 6.6250 2021-02-03 19:38:37,102 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 5:03:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8531, loss_cls: 1.4229, loss: 1.4229, grad_norm: 6.6505 2021-02-03 19:38:47,072 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 5:03:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8461, loss_cls: 1.4458, loss: 1.4458, grad_norm: 6.5864 2021-02-03 19:38:57,046 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 5:02:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.4337, loss: 1.4337, grad_norm: 6.7911 2021-02-03 19:39:07,012 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 5:02:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8656, loss_cls: 1.3374, loss: 1.3374, grad_norm: 6.3119 2021-02-03 19:39:17,005 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 5:02:33, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3357, loss: 1.3357, grad_norm: 6.4599 2021-02-03 19:39:26,986 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 5:02:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8352, loss_cls: 1.5000, loss: 1.5000, grad_norm: 6.8675 2021-02-03 19:39:36,966 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 5:02:12, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.3293, loss: 1.3293, grad_norm: 6.6864 2021-02-03 19:39:46,949 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 5:02:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3552, loss: 1.3552, grad_norm: 6.6680 2021-02-03 19:39:56,928 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 5:01:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8539, loss_cls: 1.4182, loss: 1.4182, grad_norm: 6.8166 2021-02-03 19:40:06,907 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 5:01:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3962, loss: 1.3962, grad_norm: 6.6461 2021-02-03 19:40:16,884 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 5:01:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8516, loss_cls: 1.4283, loss: 1.4283, grad_norm: 6.5785 2021-02-03 19:40:26,862 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 5:01:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8602, loss_cls: 1.4235, loss: 1.4235, grad_norm: 6.7831 2021-02-03 19:40:36,835 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 5:01:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3675, loss: 1.3675, grad_norm: 6.5550 2021-02-03 19:40:47,086 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 5:00:58, time: 0.513, data_time: 0.011, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.4260, loss: 1.4260, grad_norm: 6.8070 2021-02-03 19:40:57,066 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 5:00:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3072, loss: 1.3072, grad_norm: 6.3862 2021-02-03 19:41:07,041 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 5:00:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8602, loss_cls: 1.3675, loss: 1.3675, grad_norm: 6.3949 2021-02-03 19:41:17,026 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 5:00:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4329, loss: 1.4329, grad_norm: 6.8977 2021-02-03 19:41:26,986 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 5:00:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.3781, loss: 1.3781, grad_norm: 6.6428 2021-02-03 19:41:36,952 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 5:00:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8680, loss_cls: 1.3894, loss: 1.3894, grad_norm: 6.8172 2021-02-03 19:41:46,917 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 4:59:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.3158, loss: 1.3158, grad_norm: 6.3672 2021-02-03 19:41:56,902 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 4:59:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8453, loss_cls: 1.4162, loss: 1.4162, grad_norm: 6.6138 2021-02-03 19:42:06,865 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 4:59:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8516, loss_cls: 1.4159, loss: 1.4159, grad_norm: 6.6331 2021-02-03 19:42:16,836 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 4:59:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.3001, loss: 1.3001, grad_norm: 6.4897 2021-02-03 19:42:26,812 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 4:59:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8648, loss_cls: 1.3880, loss: 1.3880, grad_norm: 6.6607 2021-02-03 19:42:36,781 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 4:59:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8562, loss_cls: 1.4088, loss: 1.4088, grad_norm: 6.5671 2021-02-03 19:42:39,361 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-02-03 19:43:14,125 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 19:43:14,849 - mmaction - INFO - top1_acc 0.4580 top5_acc 0.7525 2021-02-03 19:43:14,849 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 19:43:15,019 - mmaction - INFO - mean_acc 0.4193 2021-02-03 19:43:15,051 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4580, top5_acc: 0.7525, mean_class_accuracy: 0.4193 2021-02-03 19:43:47,312 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 4:59:10, time: 1.612, data_time: 1.061, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8656, loss_cls: 1.3670, loss: 1.3670, grad_norm: 6.5867 2021-02-03 19:43:57,257 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 4:59:00, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8508, loss_cls: 1.4696, loss: 1.4696, grad_norm: 6.8624 2021-02-03 19:44:07,206 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 4:58:49, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8711, loss_cls: 1.3803, loss: 1.3803, grad_norm: 6.5239 2021-02-03 19:44:17,158 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 4:58:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8656, loss_cls: 1.3388, loss: 1.3388, grad_norm: 6.3974 2021-02-03 19:44:27,116 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 4:58:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8539, loss_cls: 1.3756, loss: 1.3756, grad_norm: 6.5767 2021-02-03 19:44:37,071 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 4:58:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.4133, loss: 1.4133, grad_norm: 6.6170 2021-02-03 19:44:47,045 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 4:58:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8609, loss_cls: 1.4269, loss: 1.4269, grad_norm: 6.7725 2021-02-03 19:44:56,999 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 4:57:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8711, loss_cls: 1.3150, loss: 1.3150, grad_norm: 6.3586 2021-02-03 19:45:06,970 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 4:57:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8562, loss_cls: 1.3535, loss: 1.3535, grad_norm: 6.5830 2021-02-03 19:45:16,931 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 4:57:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.3562, loss: 1.3562, grad_norm: 6.6133 2021-02-03 19:45:26,910 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 4:57:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.3443, loss: 1.3443, grad_norm: 6.5115 2021-02-03 19:45:36,878 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 4:57:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3655, loss: 1.3655, grad_norm: 6.8758 2021-02-03 19:45:46,851 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 4:57:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3355, loss: 1.3355, grad_norm: 6.7753 2021-02-03 19:45:56,814 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 4:56:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8750, loss_cls: 1.3406, loss: 1.3406, grad_norm: 6.7953 2021-02-03 19:46:06,794 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 4:56:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8695, loss_cls: 1.3447, loss: 1.3447, grad_norm: 6.6666 2021-02-03 19:46:16,758 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 4:56:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8742, loss_cls: 1.2813, loss: 1.2813, grad_norm: 6.5907 2021-02-03 19:46:26,719 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 4:56:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8789, loss_cls: 1.2926, loss: 1.2926, grad_norm: 6.4411 2021-02-03 19:46:36,689 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 4:56:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.3524, loss: 1.3524, grad_norm: 6.5564 2021-02-03 19:46:46,647 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 4:55:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.3204, loss: 1.3204, grad_norm: 6.3535 2021-02-03 19:46:56,626 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 4:55:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.3184, loss: 1.3184, grad_norm: 6.5891 2021-02-03 19:47:06,583 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 4:55:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3536, loss: 1.3536, grad_norm: 6.7325 2021-02-03 19:47:16,567 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 4:55:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8727, loss_cls: 1.3686, loss: 1.3686, grad_norm: 6.7444 2021-02-03 19:47:26,533 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 4:55:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8742, loss_cls: 1.2805, loss: 1.2805, grad_norm: 6.5157 2021-02-03 19:47:36,507 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 4:55:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8633, loss_cls: 1.3682, loss: 1.3682, grad_norm: 6.7736 2021-02-03 19:47:46,475 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 4:54:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8641, loss_cls: 1.3811, loss: 1.3811, grad_norm: 6.9641 2021-02-03 19:47:56,448 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 4:54:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8633, loss_cls: 1.3465, loss: 1.3465, grad_norm: 6.6306 2021-02-03 19:48:06,412 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 4:54:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3581, loss: 1.3581, grad_norm: 6.7857 2021-02-03 19:48:16,386 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 4:54:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8719, loss_cls: 1.3544, loss: 1.3544, grad_norm: 6.7703 2021-02-03 19:48:26,356 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 4:54:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3382, loss: 1.3382, grad_norm: 6.5834 2021-02-03 19:48:36,329 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 4:54:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8562, loss_cls: 1.3512, loss: 1.3512, grad_norm: 6.4928 2021-02-03 19:48:46,297 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 4:53:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8523, loss_cls: 1.4067, loss: 1.4067, grad_norm: 6.7914 2021-02-03 19:48:56,258 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 4:53:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3160, loss: 1.3160, grad_norm: 6.7863 2021-02-03 19:49:06,224 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 4:53:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8594, loss_cls: 1.4239, loss: 1.4239, grad_norm: 6.9713 2021-02-03 19:49:16,188 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 4:53:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2987, loss: 1.2987, grad_norm: 6.7982 2021-02-03 19:49:26,159 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 4:53:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8742, loss_cls: 1.3326, loss: 1.3326, grad_norm: 6.8539 2021-02-03 19:49:36,119 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 4:52:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8562, loss_cls: 1.3887, loss: 1.3887, grad_norm: 6.9499 2021-02-03 19:49:46,099 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 4:52:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.3916, loss: 1.3916, grad_norm: 6.9650 2021-02-03 19:49:56,133 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 4:52:38, time: 0.502, data_time: 0.004, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8742, loss_cls: 1.3340, loss: 1.3340, grad_norm: 6.6520 2021-02-03 19:50:06,099 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 4:52:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8609, loss_cls: 1.4123, loss: 1.4123, grad_norm: 6.9858 2021-02-03 19:50:16,056 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 4:52:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8656, loss_cls: 1.3312, loss: 1.3312, grad_norm: 6.6636 2021-02-03 19:50:26,024 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 4:52:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8766, loss_cls: 1.3095, loss: 1.3095, grad_norm: 6.9146 2021-02-03 19:50:35,978 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 4:51:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.3268, loss: 1.3268, grad_norm: 6.7008 2021-02-03 19:50:45,954 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 4:51:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.3985, loss: 1.3985, grad_norm: 6.9012 2021-02-03 19:50:55,920 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 4:51:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8734, loss_cls: 1.3296, loss: 1.3296, grad_norm: 6.6436 2021-02-03 19:51:05,887 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 4:51:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3694, loss: 1.3694, grad_norm: 6.6943 2021-02-03 19:51:15,850 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 4:51:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8555, loss_cls: 1.3550, loss: 1.3550, grad_norm: 6.8091 2021-02-03 19:51:25,810 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 4:51:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8656, loss_cls: 1.3868, loss: 1.3868, grad_norm: 7.1461 2021-02-03 19:51:35,771 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 4:50:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8617, loss_cls: 1.3394, loss: 1.3394, grad_norm: 6.6783 2021-02-03 19:51:45,745 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 4:50:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8836, loss_cls: 1.2896, loss: 1.2896, grad_norm: 6.5897 2021-02-03 19:51:55,708 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 4:50:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8969, loss_cls: 1.2427, loss: 1.2427, grad_norm: 6.6951 2021-02-03 19:52:05,660 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 4:50:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.3079, loss: 1.3079, grad_norm: 6.7454 2021-02-03 19:52:15,618 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 4:50:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8758, loss_cls: 1.3293, loss: 1.3293, grad_norm: 6.9304 2021-02-03 19:52:25,593 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 4:50:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8727, loss_cls: 1.3269, loss: 1.3269, grad_norm: 6.8611 2021-02-03 19:52:35,566 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 4:49:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.4236, loss: 1.4236, grad_norm: 6.9995 2021-02-03 19:52:45,537 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 4:49:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8719, loss_cls: 1.3328, loss: 1.3328, grad_norm: 6.7087 2021-02-03 19:52:55,508 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 4:49:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8633, loss_cls: 1.3479, loss: 1.3479, grad_norm: 6.6517 2021-02-03 19:53:05,469 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 4:49:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8711, loss_cls: 1.2963, loss: 1.2963, grad_norm: 6.6612 2021-02-03 19:53:15,440 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 4:49:07, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8633, loss_cls: 1.3471, loss: 1.3471, grad_norm: 6.9337 2021-02-03 19:53:25,415 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 4:48:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8633, loss_cls: 1.3168, loss: 1.3168, grad_norm: 6.6114 2021-02-03 19:53:35,384 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 4:48:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.3414, loss: 1.3414, grad_norm: 6.7998 2021-02-03 19:53:45,353 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 4:48:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8641, loss_cls: 1.3744, loss: 1.3744, grad_norm: 6.9421 2021-02-03 19:53:55,321 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 4:48:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3512, loss: 1.3512, grad_norm: 6.9149 2021-02-03 19:54:05,290 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 4:48:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8469, loss_cls: 1.4167, loss: 1.4167, grad_norm: 6.9426 2021-02-03 19:54:15,256 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 4:48:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3474, loss: 1.3474, grad_norm: 6.8188 2021-02-03 19:54:25,234 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 4:47:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3413, loss: 1.3413, grad_norm: 6.8041 2021-02-03 19:54:35,254 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 4:47:43, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3753, loss: 1.3753, grad_norm: 6.9940 2021-02-03 19:54:45,222 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 4:47:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8469, loss_cls: 1.4495, loss: 1.4495, grad_norm: 6.9233 2021-02-03 19:54:47,912 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-02-03 19:55:12,244 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 4:47:30, time: 1.180, data_time: 0.675, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.3125, loss: 1.3125, grad_norm: 6.6287 2021-02-03 19:55:22,283 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 4:47:20, time: 0.502, data_time: 0.004, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.3675, loss: 1.3675, grad_norm: 7.1928 2021-02-03 19:55:32,249 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 4:47:09, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8656, loss_cls: 1.3362, loss: 1.3362, grad_norm: 6.7978 2021-02-03 19:55:42,205 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 4:46:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8547, loss_cls: 1.4010, loss: 1.4010, grad_norm: 6.8050 2021-02-03 19:55:52,172 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 4:46:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.2777, loss: 1.2777, grad_norm: 6.5570 2021-02-03 19:56:02,141 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 4:46:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8711, loss_cls: 1.2793, loss: 1.2793, grad_norm: 6.7330 2021-02-03 19:56:12,116 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 4:46:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.3693, loss: 1.3693, grad_norm: 6.8697 2021-02-03 19:56:22,089 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 4:46:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8844, loss_cls: 1.2574, loss: 1.2574, grad_norm: 6.7641 2021-02-03 19:56:32,057 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 4:46:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8703, loss_cls: 1.2931, loss: 1.2931, grad_norm: 6.8162 2021-02-03 19:56:42,019 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 4:45:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2446, loss: 1.2446, grad_norm: 6.5727 2021-02-03 19:56:51,989 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 4:45:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8844, loss_cls: 1.2839, loss: 1.2839, grad_norm: 6.8106 2021-02-03 19:57:01,969 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 4:45:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8836, loss_cls: 1.2670, loss: 1.2670, grad_norm: 6.8459 2021-02-03 19:57:11,940 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 4:45:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.3002, loss: 1.3002, grad_norm: 6.9544 2021-02-03 19:57:21,921 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 4:45:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8727, loss_cls: 1.2732, loss: 1.2732, grad_norm: 6.8453 2021-02-03 19:57:31,888 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 4:45:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8805, loss_cls: 1.3068, loss: 1.3068, grad_norm: 6.6595 2021-02-03 19:57:41,855 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 4:44:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3295, loss: 1.3295, grad_norm: 6.7003 2021-02-03 19:57:51,826 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 4:44:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8688, loss_cls: 1.3251, loss: 1.3251, grad_norm: 6.8657 2021-02-03 19:58:01,790 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 4:44:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.3637, loss: 1.3637, grad_norm: 7.1133 2021-02-03 19:58:11,761 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 4:44:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3003, loss: 1.3003, grad_norm: 7.0081 2021-02-03 19:58:21,744 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 4:44:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8617, loss_cls: 1.3883, loss: 1.3883, grad_norm: 6.8599 2021-02-03 19:58:31,711 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 4:43:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8508, loss_cls: 1.3934, loss: 1.3934, grad_norm: 6.9482 2021-02-03 19:58:41,685 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 4:43:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3301, loss: 1.3301, grad_norm: 6.7989 2021-02-03 19:58:51,652 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 4:43:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8602, loss_cls: 1.3385, loss: 1.3385, grad_norm: 6.9163 2021-02-03 19:59:01,618 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 4:43:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8539, loss_cls: 1.3858, loss: 1.3858, grad_norm: 7.0203 2021-02-03 19:59:11,578 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 4:43:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8875, loss_cls: 1.2721, loss: 1.2721, grad_norm: 6.7130 2021-02-03 19:59:21,547 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 4:43:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3599, loss: 1.3599, grad_norm: 6.9181 2021-02-03 19:59:31,526 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 4:42:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3569, loss: 1.3569, grad_norm: 7.0483 2021-02-03 19:59:41,501 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 4:42:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8531, loss_cls: 1.4374, loss: 1.4374, grad_norm: 6.9391 2021-02-03 19:59:51,469 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 4:42:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8812, loss_cls: 1.2627, loss: 1.2627, grad_norm: 6.8310 2021-02-03 20:00:01,449 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 4:42:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.3582, loss: 1.3582, grad_norm: 7.0913 2021-02-03 20:00:11,421 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 4:42:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8734, loss_cls: 1.3253, loss: 1.3253, grad_norm: 6.8603 2021-02-03 20:00:21,385 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 4:42:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8633, loss_cls: 1.3551, loss: 1.3551, grad_norm: 6.7542 2021-02-03 20:00:31,373 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 4:41:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8562, loss_cls: 1.3875, loss: 1.3875, grad_norm: 6.9711 2021-02-03 20:00:41,339 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 4:41:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.3343, loss: 1.3343, grad_norm: 6.9993 2021-02-03 20:00:51,304 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 4:41:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8547, loss_cls: 1.4262, loss: 1.4262, grad_norm: 7.2292 2021-02-03 20:01:01,276 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 4:41:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8648, loss_cls: 1.3679, loss: 1.3679, grad_norm: 6.9466 2021-02-03 20:01:11,260 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 4:41:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8758, loss_cls: 1.3178, loss: 1.3178, grad_norm: 7.1648 2021-02-03 20:01:21,238 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 4:41:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2816, loss: 1.2816, grad_norm: 6.7935 2021-02-03 20:01:31,205 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 4:40:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8586, loss_cls: 1.4121, loss: 1.4121, grad_norm: 7.2968 2021-02-03 20:01:41,181 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 4:40:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8641, loss_cls: 1.3224, loss: 1.3224, grad_norm: 6.8166 2021-02-03 20:01:51,158 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 4:40:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8789, loss_cls: 1.3182, loss: 1.3182, grad_norm: 7.0790 2021-02-03 20:02:01,129 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 4:40:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8750, loss_cls: 1.3350, loss: 1.3350, grad_norm: 6.9886 2021-02-03 20:02:11,111 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 4:40:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8695, loss_cls: 1.3252, loss: 1.3252, grad_norm: 6.7465 2021-02-03 20:02:21,083 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 4:39:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.3818, loss: 1.3818, grad_norm: 7.1196 2021-02-03 20:02:31,049 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 4:39:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.3477, loss: 1.3477, grad_norm: 7.1126 2021-02-03 20:02:41,016 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 4:39:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3837, loss: 1.3837, grad_norm: 7.0014 2021-02-03 20:02:50,982 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 4:39:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8766, loss_cls: 1.3359, loss: 1.3359, grad_norm: 6.9963 2021-02-03 20:03:00,967 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 4:39:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8578, loss_cls: 1.3941, loss: 1.3941, grad_norm: 7.0924 2021-02-03 20:03:10,935 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 4:39:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8742, loss_cls: 1.3147, loss: 1.3147, grad_norm: 7.0000 2021-02-03 20:03:20,906 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 4:38:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8695, loss_cls: 1.3199, loss: 1.3199, grad_norm: 6.9362 2021-02-03 20:03:30,873 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 4:38:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8633, loss_cls: 1.3996, loss: 1.3996, grad_norm: 7.1232 2021-02-03 20:03:40,854 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 4:38:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8852, loss_cls: 1.2602, loss: 1.2602, grad_norm: 6.7077 2021-02-03 20:03:50,818 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 4:38:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8836, loss_cls: 1.2880, loss: 1.2880, grad_norm: 6.9522 2021-02-03 20:04:00,794 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 4:38:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.3176, loss: 1.3176, grad_norm: 6.8820 2021-02-03 20:04:10,764 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 4:38:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.2354, loss: 1.2354, grad_norm: 6.9175 2021-02-03 20:04:20,735 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 4:37:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8828, loss_cls: 1.2163, loss: 1.2163, grad_norm: 6.7843 2021-02-03 20:04:30,714 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 4:37:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8703, loss_cls: 1.3106, loss: 1.3106, grad_norm: 6.9901 2021-02-03 20:04:40,688 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 4:37:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8578, loss_cls: 1.3724, loss: 1.3724, grad_norm: 7.0572 2021-02-03 20:04:50,649 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 4:37:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8930, loss_cls: 1.2426, loss: 1.2426, grad_norm: 6.8109 2021-02-03 20:05:00,620 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 4:37:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3519, loss: 1.3519, grad_norm: 6.8763 2021-02-03 20:05:10,584 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 4:36:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8727, loss_cls: 1.2992, loss: 1.2992, grad_norm: 6.8794 2021-02-03 20:05:20,553 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 4:36:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.3233, loss: 1.3233, grad_norm: 6.9613 2021-02-03 20:05:30,527 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 4:36:37, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3686, loss: 1.3686, grad_norm: 7.0954 2021-02-03 20:05:40,501 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 4:36:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8719, loss_cls: 1.3222, loss: 1.3222, grad_norm: 6.8521 2021-02-03 20:05:50,466 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 4:36:16, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8797, loss_cls: 1.2980, loss: 1.2980, grad_norm: 7.1974 2021-02-03 20:06:00,430 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 4:36:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8828, loss_cls: 1.2729, loss: 1.2729, grad_norm: 6.9707 2021-02-03 20:06:10,408 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 4:35:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3789, loss: 1.3789, grad_norm: 7.1435 2021-02-03 20:06:12,956 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-02-03 20:06:46,342 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 20:06:46,660 - mmaction - INFO - top1_acc 0.4506 top5_acc 0.7505 2021-02-03 20:06:46,660 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 20:06:46,728 - mmaction - INFO - mean_acc 0.4116 2021-02-03 20:06:46,734 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4506, top5_acc: 0.7505, mean_class_accuracy: 0.4116 2021-02-03 20:07:14,524 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 4:35:55, time: 1.389, data_time: 0.883, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2719, loss: 1.2719, grad_norm: 6.6293 2021-02-03 20:07:24,520 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 4:35:45, time: 0.500, data_time: 0.004, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.2947, loss: 1.2947, grad_norm: 7.0425 2021-02-03 20:07:34,473 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 4:35:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8734, loss_cls: 1.2804, loss: 1.2804, grad_norm: 6.7931 2021-02-03 20:07:44,423 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 4:35:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8766, loss_cls: 1.2546, loss: 1.2546, grad_norm: 6.8244 2021-02-03 20:07:54,369 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 4:35:13, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8859, loss_cls: 1.1925, loss: 1.1925, grad_norm: 6.4497 2021-02-03 20:08:04,330 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 4:35:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3295, loss: 1.3295, grad_norm: 6.9575 2021-02-03 20:08:14,285 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 4:34:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8703, loss_cls: 1.3022, loss: 1.3022, grad_norm: 6.9025 2021-02-03 20:08:24,240 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 4:34:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2617, loss: 1.2617, grad_norm: 6.7461 2021-02-03 20:08:34,199 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 4:34:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8773, loss_cls: 1.2976, loss: 1.2976, grad_norm: 7.0449 2021-02-03 20:08:44,156 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 4:34:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8695, loss_cls: 1.3241, loss: 1.3241, grad_norm: 7.0805 2021-02-03 20:08:54,124 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 4:34:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2590, loss: 1.2590, grad_norm: 6.8377 2021-02-03 20:09:04,083 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 4:34:00, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8883, loss_cls: 1.2817, loss: 1.2817, grad_norm: 7.0028 2021-02-03 20:09:14,068 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 4:33:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8695, loss_cls: 1.2905, loss: 1.2905, grad_norm: 6.8557 2021-02-03 20:09:24,030 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 4:33:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8914, loss_cls: 1.2716, loss: 1.2716, grad_norm: 7.1589 2021-02-03 20:09:33,992 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 4:33:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8844, loss_cls: 1.1913, loss: 1.1913, grad_norm: 6.8477 2021-02-03 20:09:43,954 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 4:33:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3571, loss: 1.3571, grad_norm: 7.0375 2021-02-03 20:09:53,919 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 4:33:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3184, loss: 1.3184, grad_norm: 7.1375 2021-02-03 20:10:03,884 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 4:32:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8781, loss_cls: 1.2753, loss: 1.2753, grad_norm: 6.9512 2021-02-03 20:10:13,862 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 4:32:46, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.3041, loss: 1.3041, grad_norm: 7.2580 2021-02-03 20:10:23,830 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 4:32:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8836, loss_cls: 1.2567, loss: 1.2567, grad_norm: 6.8288 2021-02-03 20:10:33,781 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 4:32:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.3217, loss: 1.3217, grad_norm: 6.9866 2021-02-03 20:10:43,773 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 4:32:14, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8719, loss_cls: 1.3224, loss: 1.3224, grad_norm: 7.1918 2021-02-03 20:10:53,726 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 4:32:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8711, loss_cls: 1.3486, loss: 1.3486, grad_norm: 7.2560 2021-02-03 20:11:03,698 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 4:31:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8805, loss_cls: 1.2577, loss: 1.2577, grad_norm: 6.8931 2021-02-03 20:11:13,658 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 4:31:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2676, loss: 1.2676, grad_norm: 6.8810 2021-02-03 20:11:23,630 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 4:31:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.3571, loss: 1.3571, grad_norm: 7.1216 2021-02-03 20:11:33,589 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 4:31:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3189, loss: 1.3189, grad_norm: 7.0357 2021-02-03 20:11:43,545 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 4:31:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8781, loss_cls: 1.2834, loss: 1.2834, grad_norm: 7.0679 2021-02-03 20:11:53,514 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 4:31:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2504, loss: 1.2504, grad_norm: 6.9788 2021-02-03 20:12:03,470 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 4:30:50, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8734, loss_cls: 1.2922, loss: 1.2922, grad_norm: 6.9724 2021-02-03 20:12:13,435 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 4:30:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8727, loss_cls: 1.3086, loss: 1.3086, grad_norm: 7.3494 2021-02-03 20:12:23,397 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 4:30:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3782, loss: 1.3782, grad_norm: 7.2726 2021-02-03 20:12:33,365 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 4:30:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.2881, loss: 1.2881, grad_norm: 7.1815 2021-02-03 20:12:43,331 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 4:30:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8562, loss_cls: 1.4546, loss: 1.4546, grad_norm: 7.3666 2021-02-03 20:12:53,283 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 4:29:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2824, loss: 1.2824, grad_norm: 6.9262 2021-02-03 20:13:03,239 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 4:29:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2467, loss: 1.2467, grad_norm: 6.8654 2021-02-03 20:13:13,194 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 4:29:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8852, loss_cls: 1.2515, loss: 1.2515, grad_norm: 7.0311 2021-02-03 20:13:23,165 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 4:29:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8781, loss_cls: 1.2676, loss: 1.2676, grad_norm: 7.1118 2021-02-03 20:13:33,126 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 4:29:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8828, loss_cls: 1.2748, loss: 1.2748, grad_norm: 7.0305 2021-02-03 20:13:43,091 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 4:29:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2522, loss: 1.2522, grad_norm: 6.7104 2021-02-03 20:13:53,056 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 4:28:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8656, loss_cls: 1.3107, loss: 1.3107, grad_norm: 7.1392 2021-02-03 20:14:03,018 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 4:28:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8828, loss_cls: 1.2565, loss: 1.2565, grad_norm: 6.9746 2021-02-03 20:14:12,980 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 4:28:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8805, loss_cls: 1.2910, loss: 1.2910, grad_norm: 7.0877 2021-02-03 20:14:22,944 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 4:28:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.3798, loss: 1.3798, grad_norm: 7.4597 2021-02-03 20:14:32,908 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 4:28:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4169, loss: 1.4169, grad_norm: 7.3658 2021-02-03 20:14:42,869 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 4:28:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8602, loss_cls: 1.3611, loss: 1.3611, grad_norm: 7.1877 2021-02-03 20:14:52,840 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 4:27:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8797, loss_cls: 1.2908, loss: 1.2908, grad_norm: 7.0194 2021-02-03 20:15:02,799 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 4:27:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.2955, loss: 1.2955, grad_norm: 7.0291 2021-02-03 20:15:12,765 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 4:27:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8523, loss_cls: 1.3983, loss: 1.3983, grad_norm: 7.0543 2021-02-03 20:15:22,735 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 4:27:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8688, loss_cls: 1.3488, loss: 1.3488, grad_norm: 7.1636 2021-02-03 20:15:32,697 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 4:27:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8781, loss_cls: 1.2579, loss: 1.2579, grad_norm: 6.9634 2021-02-03 20:15:42,652 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 4:26:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.2859, loss: 1.2859, grad_norm: 6.9839 2021-02-03 20:15:52,613 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 4:26:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.3725, loss: 1.3725, grad_norm: 7.3488 2021-02-03 20:16:02,580 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 4:26:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.2694, loss: 1.2694, grad_norm: 6.8808 2021-02-03 20:16:12,539 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 4:26:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8734, loss_cls: 1.2676, loss: 1.2676, grad_norm: 7.0785 2021-02-03 20:16:22,503 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 4:26:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8656, loss_cls: 1.3390, loss: 1.3390, grad_norm: 7.1840 2021-02-03 20:16:32,467 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 4:26:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8750, loss_cls: 1.3069, loss: 1.3069, grad_norm: 7.2486 2021-02-03 20:16:42,431 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 4:25:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8555, loss_cls: 1.4202, loss: 1.4202, grad_norm: 7.3204 2021-02-03 20:16:52,395 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 4:25:45, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2716, loss: 1.2716, grad_norm: 6.9036 2021-02-03 20:17:02,357 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 4:25:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3251, loss: 1.3251, grad_norm: 7.1910 2021-02-03 20:17:12,313 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 4:25:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8656, loss_cls: 1.3637, loss: 1.3637, grad_norm: 7.5170 2021-02-03 20:17:22,304 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 4:25:14, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8641, loss_cls: 1.3403, loss: 1.3403, grad_norm: 7.2883 2021-02-03 20:17:32,259 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 4:25:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8781, loss_cls: 1.3260, loss: 1.3260, grad_norm: 7.3770 2021-02-03 20:17:42,214 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 4:24:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8656, loss_cls: 1.3740, loss: 1.3740, grad_norm: 7.2255 2021-02-03 20:17:52,172 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 4:24:42, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8586, loss_cls: 1.3524, loss: 1.3524, grad_norm: 7.2510 2021-02-03 20:18:02,144 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 4:24:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8844, loss_cls: 1.3140, loss: 1.3140, grad_norm: 7.3384 2021-02-03 20:18:12,115 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 4:24:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3530, loss: 1.3530, grad_norm: 7.2902 2021-02-03 20:18:14,697 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-02-03 20:18:38,768 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 4:24:18, time: 1.187, data_time: 0.674, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8875, loss_cls: 1.2647, loss: 1.2647, grad_norm: 6.9793 2021-02-03 20:18:48,805 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 4:24:07, time: 0.502, data_time: 0.004, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8758, loss_cls: 1.2873, loss: 1.2873, grad_norm: 7.0932 2021-02-03 20:18:58,770 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 4:23:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2300, loss: 1.2300, grad_norm: 6.7868 2021-02-03 20:19:08,737 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 4:23:46, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2890, loss: 1.2890, grad_norm: 7.0637 2021-02-03 20:19:18,686 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 4:23:36, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1422, loss: 1.1422, grad_norm: 6.8749 2021-02-03 20:19:28,648 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 4:23:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8789, loss_cls: 1.3112, loss: 1.3112, grad_norm: 7.1405 2021-02-03 20:19:38,611 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 4:23:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8820, loss_cls: 1.2274, loss: 1.2274, grad_norm: 7.0044 2021-02-03 20:19:48,579 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 4:23:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8820, loss_cls: 1.2606, loss: 1.2606, grad_norm: 7.0148 2021-02-03 20:19:58,539 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 4:22:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8531, loss_cls: 1.3691, loss: 1.3691, grad_norm: 7.2456 2021-02-03 20:20:08,508 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 4:22:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.2824, loss: 1.2824, grad_norm: 7.0769 2021-02-03 20:20:18,477 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 4:22:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8812, loss_cls: 1.3122, loss: 1.3122, grad_norm: 7.3848 2021-02-03 20:20:28,438 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 4:22:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3440, loss: 1.3440, grad_norm: 7.4413 2021-02-03 20:20:38,401 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 4:22:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.2296, loss: 1.2296, grad_norm: 7.0186 2021-02-03 20:20:48,367 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 4:22:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.3134, loss: 1.3134, grad_norm: 7.1483 2021-02-03 20:20:58,332 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 4:21:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2394, loss: 1.2394, grad_norm: 7.1960 2021-02-03 20:21:08,304 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 4:21:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8781, loss_cls: 1.2843, loss: 1.2843, grad_norm: 7.0882 2021-02-03 20:21:18,255 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 4:21:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8859, loss_cls: 1.2810, loss: 1.2810, grad_norm: 7.0925 2021-02-03 20:21:28,221 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 4:21:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8539, loss_cls: 1.3831, loss: 1.3831, grad_norm: 7.3511 2021-02-03 20:21:38,195 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 4:21:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.3478, loss: 1.3478, grad_norm: 7.0728 2021-02-03 20:21:48,162 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 4:20:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.2707, loss: 1.2707, grad_norm: 7.0599 2021-02-03 20:21:58,122 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 4:20:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.3179, loss: 1.3179, grad_norm: 7.2842 2021-02-03 20:22:08,080 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 4:20:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8836, loss_cls: 1.2857, loss: 1.2857, grad_norm: 7.3786 2021-02-03 20:22:18,042 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 4:20:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8820, loss_cls: 1.2603, loss: 1.2603, grad_norm: 7.1906 2021-02-03 20:22:27,999 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 4:20:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8695, loss_cls: 1.3518, loss: 1.3518, grad_norm: 7.3249 2021-02-03 20:22:37,974 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 4:20:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.2040, loss: 1.2040, grad_norm: 7.0596 2021-02-03 20:22:47,938 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 4:19:55, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8805, loss_cls: 1.2668, loss: 1.2668, grad_norm: 7.1174 2021-02-03 20:22:57,894 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 4:19:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8805, loss_cls: 1.2872, loss: 1.2872, grad_norm: 7.1999 2021-02-03 20:23:07,855 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 4:19:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8570, loss_cls: 1.3414, loss: 1.3414, grad_norm: 7.1682 2021-02-03 20:23:17,815 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 4:19:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.2970, loss: 1.2970, grad_norm: 7.0805 2021-02-03 20:23:27,781 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 4:19:13, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8781, loss_cls: 1.1972, loss: 1.1972, grad_norm: 6.9459 2021-02-03 20:23:37,744 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 4:19:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.2305, loss: 1.2305, grad_norm: 6.8958 2021-02-03 20:23:47,713 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 4:18:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8875, loss_cls: 1.2672, loss: 1.2672, grad_norm: 7.2216 2021-02-03 20:23:57,671 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 4:18:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2776, loss: 1.2776, grad_norm: 7.0947 2021-02-03 20:24:07,640 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 4:18:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8734, loss_cls: 1.2704, loss: 1.2704, grad_norm: 7.5161 2021-02-03 20:24:17,605 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 4:18:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.2698, loss: 1.2698, grad_norm: 7.4914 2021-02-03 20:24:27,553 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 4:18:10, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.3301, loss: 1.3301, grad_norm: 7.4116 2021-02-03 20:24:37,512 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 4:18:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8758, loss_cls: 1.2970, loss: 1.2970, grad_norm: 7.5295 2021-02-03 20:24:47,472 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 4:17:49, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3388, loss: 1.3388, grad_norm: 7.4252 2021-02-03 20:24:57,435 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 4:17:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8641, loss_cls: 1.3354, loss: 1.3354, grad_norm: 7.4119 2021-02-03 20:25:07,404 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 4:17:28, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8898, loss_cls: 1.2031, loss: 1.2031, grad_norm: 7.2337 2021-02-03 20:25:17,367 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 4:17:18, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8773, loss_cls: 1.2755, loss: 1.2755, grad_norm: 7.1522 2021-02-03 20:25:27,332 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 4:17:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8773, loss_cls: 1.2885, loss: 1.2885, grad_norm: 7.3834 2021-02-03 20:25:37,298 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 4:16:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8742, loss_cls: 1.3492, loss: 1.3492, grad_norm: 7.6471 2021-02-03 20:25:47,271 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 4:16:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8695, loss_cls: 1.3445, loss: 1.3445, grad_norm: 7.4698 2021-02-03 20:25:57,227 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 4:16:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2785, loss: 1.2785, grad_norm: 7.3032 2021-02-03 20:26:07,198 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 4:16:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8742, loss_cls: 1.2995, loss: 1.2995, grad_norm: 7.3950 2021-02-03 20:26:17,163 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 4:16:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.3209, loss: 1.3209, grad_norm: 7.2697 2021-02-03 20:26:27,136 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 4:16:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8859, loss_cls: 1.2364, loss: 1.2364, grad_norm: 7.3846 2021-02-03 20:26:37,087 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 4:15:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2561, loss: 1.2561, grad_norm: 7.4054 2021-02-03 20:26:47,053 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 4:15:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8742, loss_cls: 1.2986, loss: 1.2986, grad_norm: 7.5684 2021-02-03 20:26:57,026 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 4:15:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.3257, loss: 1.3257, grad_norm: 7.5269 2021-02-03 20:27:06,995 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 4:15:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3286, loss: 1.3286, grad_norm: 7.4633 2021-02-03 20:27:16,977 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 4:15:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2715, loss: 1.2715, grad_norm: 7.2810 2021-02-03 20:27:26,941 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 4:15:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3551, loss: 1.3551, grad_norm: 7.5185 2021-02-03 20:27:36,914 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 4:14:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8820, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.3193 2021-02-03 20:27:46,876 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 4:14:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.3210, loss: 1.3210, grad_norm: 7.5471 2021-02-03 20:27:56,847 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 4:14:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8992, loss_cls: 1.2345, loss: 1.2345, grad_norm: 7.0600 2021-02-03 20:28:06,803 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 4:14:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8773, loss_cls: 1.3154, loss: 1.3154, grad_norm: 7.4354 2021-02-03 20:28:16,762 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 4:14:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8656, loss_cls: 1.3098, loss: 1.3098, grad_norm: 7.6058 2021-02-03 20:28:26,725 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 4:13:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2605, loss: 1.2605, grad_norm: 7.3590 2021-02-03 20:28:36,690 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 4:13:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3089, loss: 1.3089, grad_norm: 7.3425 2021-02-03 20:28:46,669 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 4:13:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.2703, loss: 1.2703, grad_norm: 7.3606 2021-02-03 20:28:56,630 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 4:13:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8625, loss_cls: 1.3474, loss: 1.3474, grad_norm: 7.4910 2021-02-03 20:29:06,597 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 4:13:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8781, loss_cls: 1.3022, loss: 1.3022, grad_norm: 7.4775 2021-02-03 20:29:16,560 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 4:13:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2926, loss: 1.2926, grad_norm: 7.1950 2021-02-03 20:29:26,523 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 4:12:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8766, loss_cls: 1.2642, loss: 1.2642, grad_norm: 7.0999 2021-02-03 20:29:36,485 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 4:12:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8664, loss_cls: 1.3051, loss: 1.3051, grad_norm: 7.4450 2021-02-03 20:29:39,044 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-02-03 20:30:13,137 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 20:30:13,290 - mmaction - INFO - top1_acc 0.4630 top5_acc 0.7577 2021-02-03 20:30:13,290 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 20:30:13,300 - mmaction - INFO - mean_acc 0.4242 2021-02-03 20:30:13,302 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4630, top5_acc: 0.7577, mean_class_accuracy: 0.4242 2021-02-03 20:32:41,201 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 4:14:18, time: 7.395, data_time: 6.890, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2695, loss: 1.2695, grad_norm: 7.1547 2021-02-03 20:32:51,170 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 4:14:08, time: 0.498, data_time: 0.004, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8883, loss_cls: 1.1960, loss: 1.1960, grad_norm: 6.9306 2021-02-03 20:33:01,076 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 4:13:57, time: 0.495, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2926, loss: 1.2926, grad_norm: 7.3902 2021-02-03 20:33:11,002 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 4:13:47, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2163, loss: 1.2163, grad_norm: 7.0898 2021-02-03 20:33:20,937 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 4:13:36, time: 0.497, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2627, loss: 1.2627, grad_norm: 7.2291 2021-02-03 20:33:30,866 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 4:13:25, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2604, loss: 1.2604, grad_norm: 7.5218 2021-02-03 20:33:40,808 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 4:13:15, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.2734 2021-02-03 20:33:50,750 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 4:13:04, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.2047, loss: 1.2047, grad_norm: 7.2293 2021-02-03 20:34:00,700 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 4:12:54, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.2288, loss: 1.2288, grad_norm: 7.1020 2021-02-03 20:34:10,646 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 4:12:43, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8844, loss_cls: 1.2801, loss: 1.2801, grad_norm: 7.3922 2021-02-03 20:34:20,602 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 4:12:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2384, loss: 1.2384, grad_norm: 7.2452 2021-02-03 20:34:30,547 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 4:12:22, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2973, loss: 1.2973, grad_norm: 7.1206 2021-02-03 20:34:40,518 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 4:12:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.2246, loss: 1.2246, grad_norm: 7.3631 2021-02-03 20:34:50,468 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 4:12:01, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8898, loss_cls: 1.1802, loss: 1.1802, grad_norm: 7.0839 2021-02-03 20:35:07,457 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 4:11:55, time: 0.849, data_time: 0.351, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8781, loss_cls: 1.2833, loss: 1.2833, grad_norm: 7.3577 2021-02-03 20:35:17,411 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 4:11:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8977, loss_cls: 1.2331, loss: 1.2331, grad_norm: 7.4447 2021-02-03 20:35:27,364 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 4:11:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.2858, loss: 1.2858, grad_norm: 7.0433 2021-02-03 20:35:37,319 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 4:11:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2665, loss: 1.2665, grad_norm: 7.2764 2021-02-03 20:35:47,263 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 4:11:13, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8805, loss_cls: 1.2547, loss: 1.2547, grad_norm: 7.4459 2021-02-03 20:35:57,212 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 4:11:02, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8883, loss_cls: 1.2022, loss: 1.2022, grad_norm: 7.4681 2021-02-03 20:36:07,184 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 4:10:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8680, loss_cls: 1.3367, loss: 1.3367, grad_norm: 7.5971 2021-02-03 20:36:17,136 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 4:10:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8828, loss_cls: 1.2319, loss: 1.2319, grad_norm: 7.5400 2021-02-03 20:36:27,094 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 4:10:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8820, loss_cls: 1.2789, loss: 1.2789, grad_norm: 7.4123 2021-02-03 20:36:37,056 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 4:10:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.1579, loss: 1.1579, grad_norm: 7.1082 2021-02-03 20:36:47,021 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 4:10:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8711, loss_cls: 1.2985, loss: 1.2985, grad_norm: 7.5906 2021-02-03 20:36:56,987 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 4:09:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.2804, loss: 1.2804, grad_norm: 7.4671 2021-02-03 20:37:06,951 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 4:09:48, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8898, loss_cls: 1.1816, loss: 1.1816, grad_norm: 7.1863 2021-02-03 20:37:16,930 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 4:09:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3114, loss: 1.3114, grad_norm: 7.6831 2021-02-03 20:37:26,888 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 4:09:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2605, loss: 1.2605, grad_norm: 7.4941 2021-02-03 20:37:36,862 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 4:09:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8805, loss_cls: 1.2852, loss: 1.2852, grad_norm: 7.5466 2021-02-03 20:37:46,829 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 4:09:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2661, loss: 1.2661, grad_norm: 7.3998 2021-02-03 20:37:56,801 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 4:08:55, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2686, loss: 1.2686, grad_norm: 7.3814 2021-02-03 20:38:06,767 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 4:08:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8867, loss_cls: 1.2282, loss: 1.2282, grad_norm: 7.2128 2021-02-03 20:38:16,736 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 4:08:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2622, loss: 1.2622, grad_norm: 7.1506 2021-02-03 20:38:26,708 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 4:08:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2618, loss: 1.2618, grad_norm: 7.6815 2021-02-03 20:38:36,677 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 4:08:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.3395, loss: 1.3395, grad_norm: 7.4685 2021-02-03 20:38:46,644 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 4:08:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.2883, loss: 1.2883, grad_norm: 7.5855 2021-02-03 20:38:56,622 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 4:07:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.9016, loss_cls: 1.1943, loss: 1.1943, grad_norm: 7.3559 2021-02-03 20:39:06,588 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 4:07:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8789, loss_cls: 1.2736, loss: 1.2736, grad_norm: 7.4894 2021-02-03 20:39:16,542 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 4:07:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2945, loss: 1.2945, grad_norm: 7.3999 2021-02-03 20:39:26,517 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 4:07:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8703, loss_cls: 1.3584, loss: 1.3584, grad_norm: 7.7764 2021-02-03 20:39:36,472 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 4:07:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2223, loss: 1.2223, grad_norm: 7.3368 2021-02-03 20:39:46,436 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 4:06:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2183, loss: 1.2183, grad_norm: 7.3352 2021-02-03 20:39:56,399 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 4:06:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8891, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.4837 2021-02-03 20:40:06,366 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 4:06:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.1532, loss: 1.1532, grad_norm: 7.2951 2021-02-03 20:40:16,332 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 4:06:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8781, loss_cls: 1.2852, loss: 1.2852, grad_norm: 7.4724 2021-02-03 20:40:26,296 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 4:06:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.3089, loss: 1.3089, grad_norm: 7.6707 2021-02-03 20:40:36,267 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 4:06:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8727, loss_cls: 1.2786, loss: 1.2786, grad_norm: 7.5337 2021-02-03 20:40:46,388 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 4:05:56, time: 0.506, data_time: 0.009, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8766, loss_cls: 1.2770, loss: 1.2770, grad_norm: 7.4937 2021-02-03 20:40:56,360 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 4:05:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.2501, loss: 1.2501, grad_norm: 7.6821 2021-02-03 20:41:06,326 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 4:05:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8836, loss_cls: 1.3021, loss: 1.3021, grad_norm: 7.6375 2021-02-03 20:41:16,295 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 4:05:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.3130, loss: 1.3130, grad_norm: 7.8652 2021-02-03 20:41:26,267 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 4:05:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.2965, loss: 1.2965, grad_norm: 7.4906 2021-02-03 20:41:36,224 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 4:05:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8891, loss_cls: 1.2288, loss: 1.2288, grad_norm: 7.3051 2021-02-03 20:41:46,192 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 4:04:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8930, loss_cls: 1.2276, loss: 1.2276, grad_norm: 7.2763 2021-02-03 20:41:56,166 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 4:04:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8750, loss_cls: 1.2222, loss: 1.2222, grad_norm: 7.4683 2021-02-03 20:42:06,137 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 4:04:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8711, loss_cls: 1.3004, loss: 1.3004, grad_norm: 7.4777 2021-02-03 20:42:16,106 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 4:04:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8828, loss_cls: 1.2433, loss: 1.2433, grad_norm: 7.3809 2021-02-03 20:42:26,061 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 4:04:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.2156, loss: 1.2156, grad_norm: 7.0707 2021-02-03 20:42:36,022 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 4:03:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8844, loss_cls: 1.2487, loss: 1.2487, grad_norm: 7.7215 2021-02-03 20:42:45,994 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 4:03:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8820, loss_cls: 1.2204, loss: 1.2204, grad_norm: 7.3419 2021-02-03 20:42:55,955 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 4:03:38, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8562, loss_cls: 1.3372, loss: 1.3372, grad_norm: 7.6686 2021-02-03 20:43:05,926 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 4:03:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8781, loss_cls: 1.2851, loss: 1.2851, grad_norm: 7.4814 2021-02-03 20:43:15,900 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 4:03:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8758, loss_cls: 1.2858, loss: 1.2858, grad_norm: 7.3525 2021-02-03 20:43:29,548 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 4:03:09, time: 0.682, data_time: 0.184, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8617, loss_cls: 1.2788, loss: 1.2788, grad_norm: 7.5144 2021-02-03 20:43:39,515 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 4:02:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8727, loss_cls: 1.3183, loss: 1.3183, grad_norm: 7.4982 2021-02-03 20:43:49,495 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 4:02:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2710, loss: 1.2710, grad_norm: 7.5044 2021-02-03 20:43:52,187 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-02-03 20:44:18,492 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 4:02:43, time: 1.210, data_time: 0.701, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.1521, loss: 1.1521, grad_norm: 7.4649 2021-02-03 20:44:28,520 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 4:02:33, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2594, loss: 1.2594, grad_norm: 7.3050 2021-02-03 20:44:38,503 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 4:02:22, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.2279, loss: 1.2279, grad_norm: 7.3560 2021-02-03 20:44:48,461 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 4:02:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8570, loss_cls: 1.3565, loss: 1.3565, grad_norm: 7.9028 2021-02-03 20:44:58,426 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 4:02:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8914, loss_cls: 1.1393, loss: 1.1393, grad_norm: 7.1193 2021-02-03 20:45:08,381 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 4:01:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1669, loss: 1.1669, grad_norm: 7.4454 2021-02-03 20:45:18,354 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 4:01:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2403, loss: 1.2403, grad_norm: 7.6664 2021-02-03 20:45:28,315 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 4:01:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8891, loss_cls: 1.2304, loss: 1.2304, grad_norm: 7.6428 2021-02-03 20:45:38,278 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 4:01:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.4471 2021-02-03 20:45:48,241 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 4:01:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3280, loss: 1.3280, grad_norm: 7.5633 2021-02-03 20:45:58,221 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 4:00:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8891, loss_cls: 1.2016, loss: 1.2016, grad_norm: 7.3792 2021-02-03 20:46:08,185 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 4:00:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2656, loss: 1.2656, grad_norm: 7.6330 2021-02-03 20:46:18,162 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 4:00:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2923, loss: 1.2923, grad_norm: 7.6351 2021-02-03 20:46:28,139 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 4:00:26, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8688, loss_cls: 1.2807, loss: 1.2807, grad_norm: 7.3725 2021-02-03 20:46:38,110 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 4:00:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8938, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.0677 2021-02-03 20:46:48,092 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 4:00:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.2601, loss: 1.2601, grad_norm: 7.1400 2021-02-03 20:46:58,063 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 3:59:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8695, loss_cls: 1.2813, loss: 1.2813, grad_norm: 7.5283 2021-02-03 20:47:08,028 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 3:59:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1870, loss: 1.1870, grad_norm: 7.5497 2021-02-03 20:47:17,996 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 3:59:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.2223, loss: 1.2223, grad_norm: 7.5675 2021-02-03 20:47:27,966 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 3:59:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.3168, loss: 1.3168, grad_norm: 7.8050 2021-02-03 20:47:37,928 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 3:59:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8711, loss_cls: 1.2324, loss: 1.2324, grad_norm: 7.4370 2021-02-03 20:47:47,896 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 3:59:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8828, loss_cls: 1.1898, loss: 1.1898, grad_norm: 7.2978 2021-02-03 20:47:57,866 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 3:58:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.2704, loss: 1.2704, grad_norm: 7.7599 2021-02-03 20:48:07,832 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 3:58:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8820, loss_cls: 1.2551, loss: 1.2551, grad_norm: 7.6716 2021-02-03 20:48:17,795 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 3:58:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8766, loss_cls: 1.2844, loss: 1.2844, grad_norm: 7.6462 2021-02-03 20:48:27,769 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 3:58:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8797, loss_cls: 1.2507, loss: 1.2507, grad_norm: 7.6050 2021-02-03 20:48:37,736 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 3:58:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2329, loss: 1.2329, grad_norm: 7.6750 2021-02-03 20:48:47,702 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 3:57:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8727, loss_cls: 1.2411, loss: 1.2411, grad_norm: 7.5528 2021-02-03 20:48:57,669 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 3:57:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8867, loss_cls: 1.2186, loss: 1.2186, grad_norm: 7.6959 2021-02-03 20:49:07,638 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 3:57:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2754, loss: 1.2754, grad_norm: 7.7623 2021-02-03 20:49:17,601 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 3:57:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.2767, loss: 1.2767, grad_norm: 7.6316 2021-02-03 20:49:27,566 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 3:57:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8727, loss_cls: 1.3023, loss: 1.3023, grad_norm: 7.6021 2021-02-03 20:49:37,537 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 3:57:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8922, loss_cls: 1.2351, loss: 1.2351, grad_norm: 7.7049 2021-02-03 20:49:47,496 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 3:56:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8758, loss_cls: 1.2168, loss: 1.2168, grad_norm: 7.5581 2021-02-03 20:49:57,456 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 3:56:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2589, loss: 1.2589, grad_norm: 7.6190 2021-02-03 20:50:07,510 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 3:56:34, time: 0.503, data_time: 0.004, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2433, loss: 1.2433, grad_norm: 7.4387 2021-02-03 20:50:17,484 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 3:56:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8812, loss_cls: 1.2657, loss: 1.2657, grad_norm: 7.3835 2021-02-03 20:50:27,466 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 3:56:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.3024, loss: 1.3024, grad_norm: 7.4244 2021-02-03 20:50:37,433 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 3:56:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8773, loss_cls: 1.2831, loss: 1.2831, grad_norm: 7.7474 2021-02-03 20:50:47,411 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 3:55:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8836, loss_cls: 1.2305, loss: 1.2305, grad_norm: 7.4258 2021-02-03 20:50:57,377 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 3:55:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.2624, loss: 1.2624, grad_norm: 7.7573 2021-02-03 20:51:07,357 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 3:55:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8680, loss_cls: 1.3444, loss: 1.3444, grad_norm: 8.0484 2021-02-03 20:51:17,324 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 3:55:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8914, loss_cls: 1.2487, loss: 1.2487, grad_norm: 7.6616 2021-02-03 20:51:27,295 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 3:55:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.2520, loss: 1.2520, grad_norm: 7.7947 2021-02-03 20:51:37,268 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 3:54:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8711, loss_cls: 1.2798, loss: 1.2798, grad_norm: 7.7417 2021-02-03 20:51:47,230 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 3:54:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8734, loss_cls: 1.2835, loss: 1.2835, grad_norm: 7.8562 2021-02-03 20:51:57,196 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 3:54:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2430, loss: 1.2430, grad_norm: 7.8064 2021-02-03 20:52:07,177 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 3:54:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8875, loss_cls: 1.2471, loss: 1.2471, grad_norm: 7.6959 2021-02-03 20:52:17,149 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 3:54:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1695, loss: 1.1695, grad_norm: 7.6543 2021-02-03 20:52:27,114 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 3:54:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1832, loss: 1.1832, grad_norm: 7.4782 2021-02-03 20:52:37,080 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 3:53:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1927, loss: 1.1927, grad_norm: 7.4672 2021-02-03 20:52:47,044 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 3:53:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8789, loss_cls: 1.1917, loss: 1.1917, grad_norm: 7.3658 2021-02-03 20:52:57,013 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 3:53:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2537, loss: 1.2537, grad_norm: 7.7497 2021-02-03 20:53:06,974 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 3:53:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3253, loss: 1.3253, grad_norm: 7.7895 2021-02-03 20:53:16,948 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 3:53:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8766, loss_cls: 1.3209, loss: 1.3209, grad_norm: 7.7075 2021-02-03 20:53:26,907 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 3:53:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8773, loss_cls: 1.2929, loss: 1.2929, grad_norm: 7.8773 2021-02-03 20:53:36,869 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 3:52:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1926, loss: 1.1926, grad_norm: 7.3030 2021-02-03 20:53:46,840 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 3:52:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9000, loss_cls: 1.1309, loss: 1.1309, grad_norm: 7.4069 2021-02-03 20:53:56,821 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 3:52:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8758, loss_cls: 1.2453, loss: 1.2453, grad_norm: 7.4508 2021-02-03 20:54:06,794 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 3:52:21, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2614, loss: 1.2614, grad_norm: 7.6069 2021-02-03 20:54:16,749 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 3:52:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2487, loss: 1.2487, grad_norm: 7.7466 2021-02-03 20:54:26,723 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 3:51:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3627, loss: 1.3627, grad_norm: 7.8797 2021-02-03 20:54:36,690 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 3:51:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8633, loss_cls: 1.2884, loss: 1.2884, grad_norm: 7.6588 2021-02-03 20:54:46,668 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 3:51:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8695, loss_cls: 1.3437, loss: 1.3437, grad_norm: 7.9307 2021-02-03 20:54:56,647 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 3:51:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8883, loss_cls: 1.1980, loss: 1.1980, grad_norm: 7.5708 2021-02-03 20:55:06,602 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 3:51:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8891, loss_cls: 1.2580, loss: 1.2580, grad_norm: 7.6691 2021-02-03 20:55:16,575 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 3:51:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8727, loss_cls: 1.2431, loss: 1.2431, grad_norm: 7.6568 2021-02-03 20:55:19,155 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-02-03 20:55:51,486 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 20:55:51,638 - mmaction - INFO - top1_acc 0.4659 top5_acc 0.7513 2021-02-03 20:55:51,638 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 20:55:51,648 - mmaction - INFO - mean_acc 0.4273 2021-02-03 20:55:51,650 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4659, top5_acc: 0.7513, mean_class_accuracy: 0.4273 2021-02-03 20:56:18,575 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 3:51:03, time: 1.346, data_time: 0.795, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.2299, loss: 1.2299, grad_norm: 7.2387 2021-02-03 20:56:28,610 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 3:50:53, time: 0.502, data_time: 0.005, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8836, loss_cls: 1.2453, loss: 1.2453, grad_norm: 7.4458 2021-02-03 20:56:38,570 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 3:50:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2413, loss: 1.2413, grad_norm: 7.5286 2021-02-03 20:56:48,532 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 3:50:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1982, loss: 1.1982, grad_norm: 7.4538 2021-02-03 20:56:58,482 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 3:50:21, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8984, loss_cls: 1.2092, loss: 1.2092, grad_norm: 7.4455 2021-02-03 20:57:08,439 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 3:50:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.2116, loss: 1.2116, grad_norm: 7.3931 2021-02-03 20:57:18,393 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 3:50:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8680, loss_cls: 1.2534, loss: 1.2534, grad_norm: 7.6059 2021-02-03 20:57:28,356 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 3:49:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9078, loss_cls: 1.1145, loss: 1.1145, grad_norm: 7.0700 2021-02-03 20:57:38,310 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 3:49:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.1340, loss: 1.1340, grad_norm: 7.6029 2021-02-03 20:57:48,274 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 3:49:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8719, loss_cls: 1.2613, loss: 1.2613, grad_norm: 7.8571 2021-02-03 20:57:58,255 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 3:49:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8945, loss_cls: 1.1925, loss: 1.1925, grad_norm: 7.5109 2021-02-03 20:58:08,217 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 3:49:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.3116, loss: 1.3116, grad_norm: 7.8959 2021-02-03 20:58:18,190 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 3:48:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3274, loss: 1.3274, grad_norm: 7.7628 2021-02-03 20:58:28,159 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 3:48:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8914, loss_cls: 1.2084, loss: 1.2084, grad_norm: 7.3796 2021-02-03 20:58:38,134 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 3:48:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1873, loss: 1.1873, grad_norm: 7.3508 2021-02-03 20:58:48,116 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 3:48:25, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2248, loss: 1.2248, grad_norm: 7.6382 2021-02-03 20:58:58,091 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 3:48:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8812, loss_cls: 1.2619, loss: 1.2619, grad_norm: 7.5929 2021-02-03 20:59:08,058 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 3:48:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 1.2434, loss: 1.2434, grad_norm: 7.6996 2021-02-03 20:59:18,029 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 3:47:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.1792, loss: 1.1792, grad_norm: 7.5574 2021-02-03 20:59:28,001 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 3:47:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.2596, loss: 1.2596, grad_norm: 7.8237 2021-02-03 20:59:37,976 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 3:47:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2573, loss: 1.2573, grad_norm: 7.7851 2021-02-03 20:59:47,944 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 3:47:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8977, loss_cls: 1.1610, loss: 1.1610, grad_norm: 7.5210 2021-02-03 20:59:57,915 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 3:47:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8711, loss_cls: 1.3083, loss: 1.3083, grad_norm: 7.9187 2021-02-03 21:00:07,893 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 3:47:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8844, loss_cls: 1.2398, loss: 1.2398, grad_norm: 7.6227 2021-02-03 21:00:17,868 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 3:46:50, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9047, loss_cls: 1.1121, loss: 1.1121, grad_norm: 7.4699 2021-02-03 21:00:27,826 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 3:46:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1948, loss: 1.1948, grad_norm: 7.8623 2021-02-03 21:00:37,790 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 3:46:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8820, loss_cls: 1.2849, loss: 1.2849, grad_norm: 8.1724 2021-02-03 21:00:47,751 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 3:46:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8914, loss_cls: 1.1802, loss: 1.1802, grad_norm: 7.5415 2021-02-03 21:00:57,734 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 3:46:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8836, loss_cls: 1.2365, loss: 1.2365, grad_norm: 7.8763 2021-02-03 21:01:07,696 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 3:45:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1577, loss: 1.1577, grad_norm: 7.5044 2021-02-03 21:01:17,664 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 3:45:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.2092, loss: 1.2092, grad_norm: 7.6459 2021-02-03 21:01:27,657 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 3:45:37, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2514, loss: 1.2514, grad_norm: 7.8273 2021-02-03 21:01:37,651 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 3:45:26, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8977, loss_cls: 1.1558, loss: 1.1558, grad_norm: 7.6235 2021-02-03 21:01:47,619 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 3:45:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8930, loss_cls: 1.2006, loss: 1.2006, grad_norm: 7.6684 2021-02-03 21:01:57,601 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 3:45:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.1928, loss: 1.1928, grad_norm: 7.5129 2021-02-03 21:02:07,576 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 3:44:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8867, loss_cls: 1.2358, loss: 1.2358, grad_norm: 7.7847 2021-02-03 21:02:17,562 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 3:44:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8867, loss_cls: 1.2226, loss: 1.2226, grad_norm: 8.0932 2021-02-03 21:02:27,529 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 3:44:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8898, loss_cls: 1.2436, loss: 1.2436, grad_norm: 7.8729 2021-02-03 21:02:37,508 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 3:44:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8844, loss_cls: 1.2237, loss: 1.2237, grad_norm: 7.7649 2021-02-03 21:02:47,472 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 3:44:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2443, loss: 1.2443, grad_norm: 7.7856 2021-02-03 21:02:57,451 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 3:44:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2450, loss: 1.2450, grad_norm: 7.6107 2021-02-03 21:03:07,422 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 3:43:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8734, loss_cls: 1.2398, loss: 1.2398, grad_norm: 7.5459 2021-02-03 21:03:17,399 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 3:43:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.2024, loss: 1.2024, grad_norm: 7.8345 2021-02-03 21:03:27,377 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 3:43:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.2150, loss: 1.2150, grad_norm: 7.9767 2021-02-03 21:03:37,357 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 3:43:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8820, loss_cls: 1.2805, loss: 1.2805, grad_norm: 7.8517 2021-02-03 21:03:47,327 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 3:43:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8758, loss_cls: 1.2711, loss: 1.2711, grad_norm: 7.6652 2021-02-03 21:03:57,691 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 3:42:59, time: 0.518, data_time: 0.019, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.1232, loss: 1.1232, grad_norm: 7.4718 2021-02-03 21:04:07,670 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 3:42:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2322, loss: 1.2322, grad_norm: 7.6444 2021-02-03 21:04:17,647 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 3:42:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8805, loss_cls: 1.2490, loss: 1.2490, grad_norm: 7.6408 2021-02-03 21:04:27,639 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 3:42:28, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8805, loss_cls: 1.2423, loss: 1.2423, grad_norm: 7.5137 2021-02-03 21:04:37,601 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 3:42:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2369, loss: 1.2369, grad_norm: 7.8445 2021-02-03 21:04:47,579 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 3:42:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8805, loss_cls: 1.2424, loss: 1.2424, grad_norm: 7.8674 2021-02-03 21:04:57,555 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 3:41:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.2127, loss: 1.2127, grad_norm: 7.8149 2021-02-03 21:05:07,539 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 3:41:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8711, loss_cls: 1.2708, loss: 1.2708, grad_norm: 7.7752 2021-02-03 21:05:17,521 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 3:41:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8859, loss_cls: 1.2287, loss: 1.2287, grad_norm: 7.7813 2021-02-03 21:05:27,494 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 3:41:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2771, loss: 1.2771, grad_norm: 7.9875 2021-02-03 21:05:37,465 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 3:41:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2273, loss: 1.2273, grad_norm: 7.9234 2021-02-03 21:05:47,445 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 3:41:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8969, loss_cls: 1.1912, loss: 1.1912, grad_norm: 7.8942 2021-02-03 21:05:57,415 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 3:40:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.1986, loss: 1.1986, grad_norm: 7.7330 2021-02-03 21:06:07,382 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 3:40:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8805, loss_cls: 1.2808, loss: 1.2808, grad_norm: 8.0822 2021-02-03 21:06:17,359 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 3:40:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3001, loss: 1.3001, grad_norm: 8.0084 2021-02-03 21:06:27,339 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 3:40:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.2144, loss: 1.2144, grad_norm: 7.6877 2021-02-03 21:06:37,313 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 3:40:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2868, loss: 1.2868, grad_norm: 7.9875 2021-02-03 21:06:47,287 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 3:40:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1742, loss: 1.1742, grad_norm: 7.6180 2021-02-03 21:06:57,262 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 3:39:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2589, loss: 1.2589, grad_norm: 7.8707 2021-02-03 21:07:07,243 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 3:39:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8945, loss_cls: 1.2308, loss: 1.2308, grad_norm: 7.8549 2021-02-03 21:07:17,227 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 3:39:29, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8844, loss_cls: 1.2179, loss: 1.2179, grad_norm: 7.9983 2021-02-03 21:07:30,868 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-02-03 21:08:50,338 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 3:39:56, time: 3.897, data_time: 3.366, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8922, loss_cls: 1.1941, loss: 1.1941, grad_norm: 7.5213 2021-02-03 21:09:00,263 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 3:39:45, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8719, loss_cls: 1.2987, loss: 1.2987, grad_norm: 7.5661 2021-02-03 21:09:10,185 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 3:39:35, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1666, loss: 1.1666, grad_norm: 7.6308 2021-02-03 21:09:20,114 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 3:39:24, time: 0.496, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8930, loss_cls: 1.1904, loss: 1.1904, grad_norm: 7.5263 2021-02-03 21:09:30,046 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 3:39:13, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9078, loss_cls: 1.1054, loss: 1.1054, grad_norm: 7.4675 2021-02-03 21:09:39,987 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 3:39:03, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8789, loss_cls: 1.2381, loss: 1.2381, grad_norm: 7.8070 2021-02-03 21:09:49,934 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 3:38:52, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8734, loss_cls: 1.2226, loss: 1.2226, grad_norm: 7.7223 2021-02-03 21:09:59,873 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 3:38:42, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1782, loss: 1.1782, grad_norm: 7.3891 2021-02-03 21:10:09,839 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 3:38:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8961, loss_cls: 1.1726, loss: 1.1726, grad_norm: 7.6572 2021-02-03 21:10:19,797 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 3:38:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8984, loss_cls: 1.2139, loss: 1.2139, grad_norm: 7.7648 2021-02-03 21:10:29,762 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 3:38:10, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1493, loss: 1.1493, grad_norm: 7.5769 2021-02-03 21:10:39,713 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 3:37:59, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8914, loss_cls: 1.2341, loss: 1.2341, grad_norm: 7.9298 2021-02-03 21:10:49,665 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 3:37:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1497, loss: 1.1497, grad_norm: 7.8053 2021-02-03 21:10:59,624 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 3:37:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8750, loss_cls: 1.2842, loss: 1.2842, grad_norm: 7.9981 2021-02-03 21:11:09,575 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 3:37:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.2378, loss: 1.2378, grad_norm: 7.8890 2021-02-03 21:11:19,533 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 3:37:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8938, loss_cls: 1.1987, loss: 1.1987, grad_norm: 7.7445 2021-02-03 21:11:29,487 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 3:37:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.1067, loss: 1.1067, grad_norm: 7.4023 2021-02-03 21:11:39,445 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 3:36:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2069, loss: 1.2069, grad_norm: 7.7737 2021-02-03 21:11:49,407 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 3:36:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 1.2330, loss: 1.2330, grad_norm: 7.7193 2021-02-03 21:11:59,363 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 3:36:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.1888, loss: 1.1888, grad_norm: 7.5479 2021-02-03 21:12:09,319 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 3:36:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8805, loss_cls: 1.2382, loss: 1.2382, grad_norm: 7.8699 2021-02-03 21:12:19,271 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 3:36:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8773, loss_cls: 1.2618, loss: 1.2618, grad_norm: 8.1621 2021-02-03 21:12:29,219 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 3:36:03, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.2445, loss: 1.2445, grad_norm: 8.2241 2021-02-03 21:12:39,178 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 3:35:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8898, loss_cls: 1.1777, loss: 1.1777, grad_norm: 7.7550 2021-02-03 21:12:49,140 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 3:35:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2516, loss: 1.2516, grad_norm: 7.8223 2021-02-03 21:12:59,102 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 3:35:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8812, loss_cls: 1.2254, loss: 1.2254, grad_norm: 7.7848 2021-02-03 21:13:09,068 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 3:35:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6961, top5_acc: 0.9062, loss_cls: 1.1015, loss: 1.1015, grad_norm: 7.6314 2021-02-03 21:13:19,032 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 3:35:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2394, loss: 1.2394, grad_norm: 7.9606 2021-02-03 21:13:29,008 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 3:35:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8859, loss_cls: 1.2529, loss: 1.2529, grad_norm: 8.1562 2021-02-03 21:13:38,974 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 3:34:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.3000, loss: 1.3000, grad_norm: 8.0108 2021-02-03 21:13:48,933 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 3:34:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2186, loss: 1.2186, grad_norm: 8.1289 2021-02-03 21:13:58,904 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 3:34:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.3135, loss: 1.3135, grad_norm: 8.3053 2021-02-03 21:14:08,908 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 3:34:18, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8805, loss_cls: 1.2146, loss: 1.2146, grad_norm: 7.8851 2021-02-03 21:14:18,865 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 3:34:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1748, loss: 1.1748, grad_norm: 7.7975 2021-02-03 21:14:28,838 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 3:33:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8883, loss_cls: 1.2020, loss: 1.2020, grad_norm: 7.8902 2021-02-03 21:14:38,803 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 3:33:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.2400, loss: 1.2400, grad_norm: 7.9233 2021-02-03 21:14:48,784 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 3:33:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8859, loss_cls: 1.2474, loss: 1.2474, grad_norm: 8.0297 2021-02-03 21:14:58,752 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 3:33:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1856, loss: 1.1856, grad_norm: 7.7564 2021-02-03 21:15:08,724 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 3:33:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8789, loss_cls: 1.1836, loss: 1.1836, grad_norm: 7.6006 2021-02-03 21:15:18,692 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 3:33:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.2091, loss: 1.2091, grad_norm: 7.5811 2021-02-03 21:15:28,661 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 3:32:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8844, loss_cls: 1.2090, loss: 1.2090, grad_norm: 8.0467 2021-02-03 21:15:38,637 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 3:32:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8891, loss_cls: 1.1986, loss: 1.1986, grad_norm: 7.8752 2021-02-03 21:15:48,606 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 3:32:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8859, loss_cls: 1.1786, loss: 1.1786, grad_norm: 7.7703 2021-02-03 21:15:58,571 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 3:32:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8930, loss_cls: 1.2159, loss: 1.2159, grad_norm: 7.8241 2021-02-03 21:16:08,535 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 3:32:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.1762, loss: 1.1762, grad_norm: 7.8659 2021-02-03 21:16:18,498 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 3:32:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8812, loss_cls: 1.2153, loss: 1.2153, grad_norm: 7.9414 2021-02-03 21:16:28,463 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 3:31:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8953, loss_cls: 1.1753, loss: 1.1753, grad_norm: 7.8991 2021-02-03 21:16:38,425 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 3:31:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.1841, loss: 1.1841, grad_norm: 8.1839 2021-02-03 21:16:48,392 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 3:31:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8852, loss_cls: 1.2092, loss: 1.2092, grad_norm: 8.0865 2021-02-03 21:16:58,362 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 3:31:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8680, loss_cls: 1.2938, loss: 1.2938, grad_norm: 8.2348 2021-02-03 21:17:08,325 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 3:31:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.2411, loss: 1.2411, grad_norm: 8.0448 2021-02-03 21:17:18,292 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 3:30:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1740, loss: 1.1740, grad_norm: 7.8255 2021-02-03 21:17:28,267 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 3:30:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8789, loss_cls: 1.2116, loss: 1.2116, grad_norm: 7.8890 2021-02-03 21:17:38,218 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 3:30:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.9031, loss_cls: 1.1878, loss: 1.1878, grad_norm: 7.9562 2021-02-03 21:17:48,178 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 3:30:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8930, loss_cls: 1.1875, loss: 1.1875, grad_norm: 7.9688 2021-02-03 21:17:58,133 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 3:30:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8797, loss_cls: 1.2173, loss: 1.2173, grad_norm: 7.7743 2021-02-03 21:18:08,092 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 3:30:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8977, loss_cls: 1.2153, loss: 1.2153, grad_norm: 8.0113 2021-02-03 21:18:18,054 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 3:29:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8805, loss_cls: 1.2555, loss: 1.2555, grad_norm: 7.9649 2021-02-03 21:18:28,022 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 3:29:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.2085, loss: 1.2085, grad_norm: 8.0548 2021-02-03 21:18:37,986 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 3:29:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1562, loss: 1.1562, grad_norm: 7.9597 2021-02-03 21:18:47,941 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 3:29:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8664, loss_cls: 1.3377, loss: 1.3377, grad_norm: 8.3404 2021-02-03 21:18:57,905 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 3:29:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2332, loss: 1.2332, grad_norm: 7.8520 2021-02-03 21:19:07,873 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 3:29:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8812, loss_cls: 1.2619, loss: 1.2619, grad_norm: 8.1707 2021-02-03 21:19:17,839 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 3:28:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.3232, loss: 1.3232, grad_norm: 8.3263 2021-02-03 21:19:27,802 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 3:28:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2067, loss: 1.2067, grad_norm: 7.8147 2021-02-03 21:19:37,758 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 3:28:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8875, loss_cls: 1.1890, loss: 1.1890, grad_norm: 7.9077 2021-02-03 21:19:47,738 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 3:28:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.1583, loss: 1.1583, grad_norm: 7.8016 2021-02-03 21:19:50,294 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-02-03 21:20:22,562 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 21:20:22,714 - mmaction - INFO - top1_acc 0.4611 top5_acc 0.7511 2021-02-03 21:20:22,714 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 21:20:22,723 - mmaction - INFO - mean_acc 0.4267 2021-02-03 21:20:22,726 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4611, top5_acc: 0.7511, mean_class_accuracy: 0.4267 2021-02-03 21:20:49,370 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 3:28:15, time: 1.332, data_time: 0.828, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9086, loss_cls: 1.1161, loss: 1.1161, grad_norm: 7.8384 2021-02-03 21:20:59,397 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 3:28:04, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8945, loss_cls: 1.1812, loss: 1.1812, grad_norm: 7.9590 2021-02-03 21:21:09,347 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 3:27:53, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8984, loss_cls: 1.1348, loss: 1.1348, grad_norm: 7.6321 2021-02-03 21:21:19,301 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 3:27:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2109, loss: 1.2109, grad_norm: 8.0876 2021-02-03 21:21:29,262 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 3:27:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1846, loss: 1.1846, grad_norm: 8.0336 2021-02-03 21:21:39,214 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 3:27:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8844, loss_cls: 1.1728, loss: 1.1728, grad_norm: 7.7458 2021-02-03 21:21:49,170 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 3:27:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.2174, loss: 1.2174, grad_norm: 8.1986 2021-02-03 21:21:59,148 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 3:27:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.9000, loss_cls: 1.1538, loss: 1.1538, grad_norm: 7.9813 2021-02-03 21:22:09,101 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 3:26:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8938, loss_cls: 1.2034, loss: 1.2034, grad_norm: 8.2487 2021-02-03 21:22:19,067 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 3:26:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8938, loss_cls: 1.1899, loss: 1.1899, grad_norm: 8.0262 2021-02-03 21:22:29,046 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 3:26:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.2154, loss: 1.2154, grad_norm: 8.2552 2021-02-03 21:22:39,017 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 3:26:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.1938, loss: 1.1938, grad_norm: 7.9711 2021-02-03 21:22:48,982 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 3:26:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8945, loss_cls: 1.1942, loss: 1.1942, grad_norm: 8.1723 2021-02-03 21:22:58,947 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 3:25:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1827, loss: 1.1827, grad_norm: 8.0962 2021-02-03 21:23:08,906 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 3:25:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8664, loss_cls: 1.2743, loss: 1.2743, grad_norm: 8.0737 2021-02-03 21:23:18,869 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 3:25:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.9016, loss_cls: 1.1470, loss: 1.1470, grad_norm: 8.0574 2021-02-03 21:23:28,828 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 3:25:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1893, loss: 1.1893, grad_norm: 8.0647 2021-02-03 21:23:38,790 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 3:25:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.2111, loss: 1.2111, grad_norm: 8.1140 2021-02-03 21:23:48,751 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 3:25:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.2090, loss: 1.2090, grad_norm: 8.2177 2021-02-03 21:23:58,712 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 3:24:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8852, loss_cls: 1.1775, loss: 1.1775, grad_norm: 7.9490 2021-02-03 21:24:08,693 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 3:24:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1656, loss: 1.1656, grad_norm: 7.9067 2021-02-03 21:24:18,658 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 3:24:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8859, loss_cls: 1.2339, loss: 1.2339, grad_norm: 8.1606 2021-02-03 21:24:28,643 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 3:24:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2149, loss: 1.2149, grad_norm: 8.0997 2021-02-03 21:24:38,601 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 3:24:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1756, loss: 1.1756, grad_norm: 7.7297 2021-02-03 21:24:48,577 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 3:24:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8930, loss_cls: 1.1874, loss: 1.1874, grad_norm: 7.8824 2021-02-03 21:24:58,549 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 3:23:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8789, loss_cls: 1.2187, loss: 1.2187, grad_norm: 8.1337 2021-02-03 21:25:08,520 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 3:23:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.9000, loss_cls: 1.1462, loss: 1.1462, grad_norm: 7.7805 2021-02-03 21:25:18,487 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 3:23:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8727, loss_cls: 1.2577, loss: 1.2577, grad_norm: 8.1375 2021-02-03 21:25:28,461 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 3:23:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1728, loss: 1.1728, grad_norm: 8.0246 2021-02-03 21:25:38,426 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 3:23:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8977, loss_cls: 1.1597, loss: 1.1597, grad_norm: 8.2083 2021-02-03 21:25:48,402 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 3:22:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8914, loss_cls: 1.1434, loss: 1.1434, grad_norm: 7.7135 2021-02-03 21:25:58,362 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 3:22:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1674, loss: 1.1674, grad_norm: 7.8200 2021-02-03 21:26:08,330 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 3:22:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8812, loss_cls: 1.2038, loss: 1.2038, grad_norm: 7.9856 2021-02-03 21:26:18,305 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 3:22:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.1976, loss: 1.1976, grad_norm: 8.1179 2021-02-03 21:26:28,278 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 3:22:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2596, loss: 1.2596, grad_norm: 8.1116 2021-02-03 21:26:38,253 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 3:22:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8961, loss_cls: 1.1771, loss: 1.1771, grad_norm: 8.2283 2021-02-03 21:26:48,227 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 3:21:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8859, loss_cls: 1.2264, loss: 1.2264, grad_norm: 8.1233 2021-02-03 21:26:58,202 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 3:21:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8773, loss_cls: 1.2437, loss: 1.2437, grad_norm: 8.1288 2021-02-03 21:27:08,167 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 3:21:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8891, loss_cls: 1.2287, loss: 1.2287, grad_norm: 8.3050 2021-02-03 21:27:18,154 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 3:21:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8781, loss_cls: 1.2337, loss: 1.2337, grad_norm: 8.3354 2021-02-03 21:27:28,140 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 3:21:14, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8930, loss_cls: 1.1897, loss: 1.1897, grad_norm: 8.1448 2021-02-03 21:27:38,122 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 3:21:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8938, loss_cls: 1.1577, loss: 1.1577, grad_norm: 7.9955 2021-02-03 21:27:48,096 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 3:20:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1993, loss: 1.1993, grad_norm: 8.0747 2021-02-03 21:27:58,067 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 3:20:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8820, loss_cls: 1.2302, loss: 1.2302, grad_norm: 8.1220 2021-02-03 21:28:08,042 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 3:20:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8961, loss_cls: 1.1921, loss: 1.1921, grad_norm: 8.1089 2021-02-03 21:28:18,012 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 3:20:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8930, loss_cls: 1.1584, loss: 1.1584, grad_norm: 8.1366 2021-02-03 21:28:27,986 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 3:20:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2383, loss: 1.2383, grad_norm: 8.1269 2021-02-03 21:28:37,953 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 3:20:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1801, loss: 1.1801, grad_norm: 7.8081 2021-02-03 21:28:47,935 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 3:19:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.9023, loss_cls: 1.1610, loss: 1.1610, grad_norm: 7.7954 2021-02-03 21:28:57,899 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 3:19:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8906, loss_cls: 1.2044, loss: 1.2044, grad_norm: 8.2234 2021-02-03 21:29:07,881 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 3:19:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8812, loss_cls: 1.2575, loss: 1.2575, grad_norm: 8.4130 2021-02-03 21:29:17,844 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 3:19:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8922, loss_cls: 1.2413, loss: 1.2413, grad_norm: 8.4454 2021-02-03 21:29:27,819 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 3:19:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.1842, loss: 1.1842, grad_norm: 8.2067 2021-02-03 21:29:37,783 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 3:18:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2702, loss: 1.2702, grad_norm: 8.4497 2021-02-03 21:29:47,744 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 3:18:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1597, loss: 1.1597, grad_norm: 7.9137 2021-02-03 21:29:57,716 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 3:18:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8914, loss_cls: 1.2242, loss: 1.2242, grad_norm: 8.1683 2021-02-03 21:30:07,678 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 3:18:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8781, loss_cls: 1.2018, loss: 1.2018, grad_norm: 7.9706 2021-02-03 21:30:17,644 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 3:18:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8750, loss_cls: 1.2186, loss: 1.2186, grad_norm: 8.0661 2021-02-03 21:30:27,619 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 3:18:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8961, loss_cls: 1.1721, loss: 1.1721, grad_norm: 8.0084 2021-02-03 21:30:37,587 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 3:17:54, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8875, loss_cls: 1.2481, loss: 1.2481, grad_norm: 8.0885 2021-02-03 21:30:47,548 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 3:17:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8906, loss_cls: 1.2055, loss: 1.2055, grad_norm: 8.0771 2021-02-03 21:30:57,529 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 3:17:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.1528, loss: 1.1528, grad_norm: 8.0148 2021-02-03 21:31:07,489 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 3:17:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2435, loss: 1.2435, grad_norm: 8.3845 2021-02-03 21:31:17,460 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 3:17:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8812, loss_cls: 1.2529, loss: 1.2529, grad_norm: 8.3538 2021-02-03 21:31:27,432 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 3:17:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.2274, loss: 1.2274, grad_norm: 8.2384 2021-02-03 21:31:37,410 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 3:16:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8758, loss_cls: 1.2640, loss: 1.2640, grad_norm: 8.3855 2021-02-03 21:31:47,382 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 3:16:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8883, loss_cls: 1.1918, loss: 1.1918, grad_norm: 8.0553 2021-02-03 21:31:49,922 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-02-03 21:32:14,468 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 3:16:33, time: 1.212, data_time: 0.704, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.2207, loss: 1.2207, grad_norm: 7.9540 2021-02-03 21:32:24,493 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 3:16:23, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8820, loss_cls: 1.2173, loss: 1.2173, grad_norm: 7.9733 2021-02-03 21:32:34,446 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 3:16:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8992, loss_cls: 1.1454, loss: 1.1454, grad_norm: 8.0721 2021-02-03 21:32:44,405 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 3:16:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9000, loss_cls: 1.1666, loss: 1.1666, grad_norm: 8.2020 2021-02-03 21:32:54,391 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 3:15:51, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.9023, loss_cls: 1.0990, loss: 1.0990, grad_norm: 7.7959 2021-02-03 21:33:04,338 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 3:15:41, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1662, loss: 1.1662, grad_norm: 8.3393 2021-02-03 21:33:14,292 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 3:15:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8844, loss_cls: 1.2407, loss: 1.2407, grad_norm: 8.1147 2021-02-03 21:33:24,246 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 3:15:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9086, loss_cls: 1.0986, loss: 1.0986, grad_norm: 7.9093 2021-02-03 21:33:34,195 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 3:15:09, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1148, loss: 1.1148, grad_norm: 7.8503 2021-02-03 21:33:44,165 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 3:14:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1652, loss: 1.1652, grad_norm: 8.1599 2021-02-03 21:33:54,131 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 3:14:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8867, loss_cls: 1.1892, loss: 1.1892, grad_norm: 8.4035 2021-02-03 21:34:04,093 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 3:14:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1337, loss: 1.1337, grad_norm: 8.0473 2021-02-03 21:34:14,052 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 3:14:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8930, loss_cls: 1.1393, loss: 1.1393, grad_norm: 7.9804 2021-02-03 21:34:24,027 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 3:14:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8938, loss_cls: 1.1702, loss: 1.1702, grad_norm: 8.1264 2021-02-03 21:34:33,992 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 3:14:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8742, loss_cls: 1.2465, loss: 1.2465, grad_norm: 8.2924 2021-02-03 21:34:43,964 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 3:13:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9023, loss_cls: 1.0789, loss: 1.0789, grad_norm: 8.0464 2021-02-03 21:34:53,936 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 3:13:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.9023, loss_cls: 1.1309, loss: 1.1309, grad_norm: 8.1728 2021-02-03 21:35:03,908 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 3:13:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.1431, loss: 1.1431, grad_norm: 7.8171 2021-02-03 21:35:13,881 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 3:13:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.1962, loss: 1.1962, grad_norm: 8.1355 2021-02-03 21:35:23,859 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 3:13:14, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8812, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.4941 2021-02-03 21:35:33,823 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 3:13:03, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8977, loss_cls: 1.1623, loss: 1.1623, grad_norm: 8.1820 2021-02-03 21:35:43,777 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 3:12:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.1517, loss: 1.1517, grad_norm: 8.0134 2021-02-03 21:35:53,750 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 3:12:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.1962, loss: 1.1962, grad_norm: 8.1168 2021-02-03 21:36:03,714 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 3:12:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8922, loss_cls: 1.1679, loss: 1.1679, grad_norm: 8.2169 2021-02-03 21:36:13,682 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 3:12:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8977, loss_cls: 1.1482, loss: 1.1482, grad_norm: 8.0145 2021-02-03 21:36:23,652 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 3:12:11, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8828, loss_cls: 1.2430, loss: 1.2430, grad_norm: 8.3720 2021-02-03 21:36:33,608 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 3:12:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1706, loss: 1.1706, grad_norm: 8.1589 2021-02-03 21:36:43,562 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 3:11:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.1403, loss: 1.1403, grad_norm: 8.2746 2021-02-03 21:36:53,530 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 3:11:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1411, loss: 1.1411, grad_norm: 7.8688 2021-02-03 21:37:03,506 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 3:11:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8945, loss_cls: 1.1771, loss: 1.1771, grad_norm: 8.3044 2021-02-03 21:37:13,471 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 3:11:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2424, loss: 1.2424, grad_norm: 8.4327 2021-02-03 21:37:23,432 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 3:11:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8930, loss_cls: 1.1636, loss: 1.1636, grad_norm: 8.1955 2021-02-03 21:37:33,398 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 3:10:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9000, loss_cls: 1.1208, loss: 1.1208, grad_norm: 8.0714 2021-02-03 21:37:43,362 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 3:10:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1654, loss: 1.1654, grad_norm: 8.4137 2021-02-03 21:37:53,329 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 3:10:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.2229, loss: 1.2229, grad_norm: 8.4570 2021-02-03 21:38:03,288 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 3:10:26, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.2447 2021-02-03 21:38:13,248 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 3:10:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8695, loss_cls: 1.3411, loss: 1.3411, grad_norm: 8.4902 2021-02-03 21:38:23,214 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 3:10:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8961, loss_cls: 1.2246, loss: 1.2246, grad_norm: 8.2893 2021-02-03 21:38:33,187 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 3:09:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.1487 2021-02-03 21:38:43,163 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 3:09:44, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8742, loss_cls: 1.2512, loss: 1.2512, grad_norm: 8.1204 2021-02-03 21:38:53,121 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 3:09:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9047, loss_cls: 1.1385, loss: 1.1385, grad_norm: 8.0768 2021-02-03 21:39:03,089 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 3:09:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1644, loss: 1.1644, grad_norm: 8.2322 2021-02-03 21:39:13,057 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 3:09:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1805, loss: 1.1805, grad_norm: 8.4545 2021-02-03 21:39:23,033 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 3:09:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8969, loss_cls: 1.1809, loss: 1.1809, grad_norm: 8.2910 2021-02-03 21:39:33,003 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 3:08:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1549, loss: 1.1549, grad_norm: 8.0502 2021-02-03 21:39:42,976 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 3:08:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8945, loss_cls: 1.1735, loss: 1.1735, grad_norm: 8.0911 2021-02-03 21:39:52,939 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 3:08:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8812, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.9437 2021-02-03 21:40:02,902 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 3:08:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.1114, loss: 1.1114, grad_norm: 8.0405 2021-02-03 21:40:12,855 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 3:08:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.2310, loss: 1.2310, grad_norm: 8.6895 2021-02-03 21:40:22,814 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 3:07:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.1909, loss: 1.1909, grad_norm: 8.2482 2021-02-03 21:40:32,774 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 3:07:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1187, loss: 1.1187, grad_norm: 8.1246 2021-02-03 21:40:42,739 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 3:07:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2070, loss: 1.2070, grad_norm: 8.5074 2021-02-03 21:40:52,721 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 3:07:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8875, loss_cls: 1.2031, loss: 1.2031, grad_norm: 8.0526 2021-02-03 21:41:02,694 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 3:07:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8906, loss_cls: 1.2114, loss: 1.2114, grad_norm: 8.3408 2021-02-03 21:41:12,659 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 3:07:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8992, loss_cls: 1.1607, loss: 1.1607, grad_norm: 8.2047 2021-02-03 21:41:22,622 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 3:06:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8938, loss_cls: 1.1288, loss: 1.1288, grad_norm: 8.0034 2021-02-03 21:41:32,594 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 3:06:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.1834, loss: 1.1834, grad_norm: 8.0818 2021-02-03 21:41:42,554 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 3:06:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.1723, loss: 1.1723, grad_norm: 8.1459 2021-02-03 21:41:52,520 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 3:06:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8969, loss_cls: 1.1844, loss: 1.1844, grad_norm: 8.2838 2021-02-03 21:42:02,487 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 3:06:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8938, loss_cls: 1.1508, loss: 1.1508, grad_norm: 8.2168 2021-02-03 21:42:12,459 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 3:06:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8875, loss_cls: 1.2125, loss: 1.2125, grad_norm: 8.4748 2021-02-03 21:42:22,432 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 3:05:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.2375, loss: 1.2375, grad_norm: 8.3218 2021-02-03 21:42:32,395 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 3:05:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2164, loss: 1.2164, grad_norm: 8.2876 2021-02-03 21:42:42,370 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 3:05:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8766, loss_cls: 1.1866, loss: 1.1866, grad_norm: 8.2363 2021-02-03 21:42:52,332 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 3:05:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8859, loss_cls: 1.2352, loss: 1.2352, grad_norm: 8.5017 2021-02-03 21:43:02,300 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 3:05:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.1788, loss: 1.1788, grad_norm: 8.2348 2021-02-03 21:43:12,281 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 3:05:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1628, loss: 1.1628, grad_norm: 8.2580 2021-02-03 21:43:14,812 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-02-03 21:43:48,172 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 21:43:48,327 - mmaction - INFO - top1_acc 0.4572 top5_acc 0.7513 2021-02-03 21:43:48,328 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 21:43:48,337 - mmaction - INFO - mean_acc 0.4190 2021-02-03 21:43:48,339 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4572, top5_acc: 0.7513, mean_class_accuracy: 0.4190 2021-02-03 21:44:19,241 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 3:04:56, time: 1.545, data_time: 1.038, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8969, loss_cls: 1.1263, loss: 1.1263, grad_norm: 8.0779 2021-02-03 21:44:29,191 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 3:04:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9203, loss_cls: 1.0443, loss: 1.0443, grad_norm: 7.8562 2021-02-03 21:44:39,148 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 3:04:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1723, loss: 1.1723, grad_norm: 8.3243 2021-02-03 21:44:49,105 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 3:04:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8906, loss_cls: 1.1591, loss: 1.1591, grad_norm: 8.3373 2021-02-03 21:44:59,061 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 3:04:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8961, loss_cls: 1.1414, loss: 1.1414, grad_norm: 8.5676 2021-02-03 21:45:09,032 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 3:04:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8984, loss_cls: 1.1093, loss: 1.1093, grad_norm: 8.2456 2021-02-03 21:45:19,003 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 3:03:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8758, loss_cls: 1.1982, loss: 1.1982, grad_norm: 8.3327 2021-02-03 21:45:28,971 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 3:03:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8898, loss_cls: 1.1402, loss: 1.1402, grad_norm: 8.0599 2021-02-03 21:45:38,942 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 3:03:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1393, loss: 1.1393, grad_norm: 8.0441 2021-02-03 21:45:48,916 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 3:03:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.1864, loss: 1.1864, grad_norm: 8.1821 2021-02-03 21:45:58,870 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 3:03:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8938, loss_cls: 1.1618, loss: 1.1618, grad_norm: 8.0933 2021-02-03 21:46:08,838 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 3:03:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8953, loss_cls: 1.1234, loss: 1.1234, grad_norm: 8.1555 2021-02-03 21:46:18,812 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 3:02:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8977, loss_cls: 1.1271, loss: 1.1271, grad_norm: 8.0610 2021-02-03 21:46:28,773 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 3:02:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8867, loss_cls: 1.1422, loss: 1.1422, grad_norm: 8.2886 2021-02-03 21:46:38,730 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 3:02:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1333, loss: 1.1333, grad_norm: 8.1662 2021-02-03 21:46:48,697 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 3:02:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.1807, loss: 1.1807, grad_norm: 8.3802 2021-02-03 21:46:58,667 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 3:02:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1740, loss: 1.1740, grad_norm: 8.4145 2021-02-03 21:47:08,632 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 3:01:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1601, loss: 1.1601, grad_norm: 8.5374 2021-02-03 21:47:18,608 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 3:01:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8844, loss_cls: 1.2440, loss: 1.2440, grad_norm: 8.6177 2021-02-03 21:47:28,584 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 3:01:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8914, loss_cls: 1.1545, loss: 1.1545, grad_norm: 8.2597 2021-02-03 21:47:38,559 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 3:01:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8945, loss_cls: 1.1714, loss: 1.1714, grad_norm: 8.5908 2021-02-03 21:47:48,519 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 3:01:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.9055, loss_cls: 1.1647, loss: 1.1647, grad_norm: 8.3246 2021-02-03 21:47:58,488 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 3:01:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1218, loss: 1.1218, grad_norm: 8.1172 2021-02-03 21:48:08,449 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 3:00:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1366, loss: 1.1366, grad_norm: 8.1669 2021-02-03 21:48:18,424 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 3:00:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0704, loss: 1.0704, grad_norm: 8.2036 2021-02-03 21:48:28,399 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 3:00:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.1031, loss: 1.1031, grad_norm: 8.3057 2021-02-03 21:48:38,381 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 3:00:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8930, loss_cls: 1.1736, loss: 1.1736, grad_norm: 8.4392 2021-02-03 21:48:48,347 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 3:00:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8867, loss_cls: 1.2277, loss: 1.2277, grad_norm: 8.5356 2021-02-03 21:48:58,317 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 3:00:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8898, loss_cls: 1.1679, loss: 1.1679, grad_norm: 8.3758 2021-02-03 21:49:08,280 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 2:59:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2124, loss: 1.2124, grad_norm: 8.7293 2021-02-03 21:49:18,241 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 2:59:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2328, loss: 1.2328, grad_norm: 8.6456 2021-02-03 21:49:28,218 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 2:59:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1440, loss: 1.1440, grad_norm: 8.3228 2021-02-03 21:49:38,186 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 2:59:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8938, loss_cls: 1.1441, loss: 1.1441, grad_norm: 8.2667 2021-02-03 21:49:48,151 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 2:59:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8992, loss_cls: 1.1389, loss: 1.1389, grad_norm: 8.4912 2021-02-03 21:49:58,108 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 2:59:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 1.2342, loss: 1.2342, grad_norm: 8.7466 2021-02-03 21:50:08,075 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 2:58:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8930, loss_cls: 1.1815, loss: 1.1815, grad_norm: 8.5984 2021-02-03 21:50:18,041 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 2:58:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.2017, loss: 1.2017, grad_norm: 8.6157 2021-02-03 21:50:28,002 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 2:58:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8859, loss_cls: 1.1736, loss: 1.1736, grad_norm: 8.2841 2021-02-03 21:50:37,966 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 2:58:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8922, loss_cls: 1.2045, loss: 1.2045, grad_norm: 8.6130 2021-02-03 21:50:47,936 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 2:58:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1795, loss: 1.1795, grad_norm: 8.3444 2021-02-03 21:50:57,909 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 2:57:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.1415, loss: 1.1415, grad_norm: 8.4167 2021-02-03 21:51:07,882 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 2:57:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.1872, loss: 1.1872, grad_norm: 8.6514 2021-02-03 21:51:17,870 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 2:57:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9094, loss_cls: 1.1356, loss: 1.1356, grad_norm: 8.4478 2021-02-03 21:51:27,847 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 2:57:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1640, loss: 1.1640, grad_norm: 8.5059 2021-02-03 21:51:37,824 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 2:57:15, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1563, loss: 1.1563, grad_norm: 8.4612 2021-02-03 21:51:47,778 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 2:57:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1611, loss: 1.1611, grad_norm: 8.2643 2021-02-03 21:51:57,751 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 2:56:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1185, loss: 1.1185, grad_norm: 7.9309 2021-02-03 21:52:07,718 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 2:56:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8898, loss_cls: 1.1765, loss: 1.1765, grad_norm: 8.2983 2021-02-03 21:52:17,699 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 2:56:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1540, loss: 1.1540, grad_norm: 8.2021 2021-02-03 21:52:27,661 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 2:56:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8992, loss_cls: 1.1579, loss: 1.1579, grad_norm: 8.5878 2021-02-03 21:52:37,631 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 2:56:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2425, loss: 1.2425, grad_norm: 8.9065 2021-02-03 21:52:47,592 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 2:56:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2201, loss: 1.2201, grad_norm: 8.5035 2021-02-03 21:52:57,558 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 2:55:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.2253, loss: 1.2253, grad_norm: 8.4294 2021-02-03 21:53:07,532 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 2:55:41, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8820, loss_cls: 1.2226, loss: 1.2226, grad_norm: 8.5570 2021-02-03 21:53:17,495 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 2:55:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1506, loss: 1.1506, grad_norm: 8.4324 2021-02-03 21:53:27,466 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 2:55:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1417, loss: 1.1417, grad_norm: 8.3014 2021-02-03 21:53:37,440 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 2:55:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1782, loss: 1.1782, grad_norm: 8.5174 2021-02-03 21:53:47,414 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 2:54:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1554, loss: 1.1554, grad_norm: 8.0803 2021-02-03 21:53:57,376 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 2:54:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.2366, loss: 1.2366, grad_norm: 8.7584 2021-02-03 21:54:07,351 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 2:54:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.9102, loss_cls: 1.1298, loss: 1.1298, grad_norm: 8.5624 2021-02-03 21:54:17,332 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 2:54:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.9016, loss_cls: 1.1559, loss: 1.1559, grad_norm: 8.6074 2021-02-03 21:54:27,293 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 2:54:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9008, loss_cls: 1.1043, loss: 1.1043, grad_norm: 8.2032 2021-02-03 21:54:37,250 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 2:54:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2186, loss: 1.2186, grad_norm: 8.6385 2021-02-03 21:54:47,213 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 2:53:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9008, loss_cls: 1.1051, loss: 1.1051, grad_norm: 8.3636 2021-02-03 21:54:57,176 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 2:53:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6898, top5_acc: 0.9039, loss_cls: 1.1786, loss: 1.1786, grad_norm: 8.6452 2021-02-03 21:55:07,150 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 2:53:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8875, loss_cls: 1.1700, loss: 1.1700, grad_norm: 8.3087 2021-02-03 21:55:17,112 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 2:53:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8859, loss_cls: 1.1878, loss: 1.1878, grad_norm: 8.4043 2021-02-03 21:55:19,959 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-02-03 21:55:45,013 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 2:53:17, time: 1.210, data_time: 0.711, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9187, loss_cls: 1.0345, loss: 1.0345, grad_norm: 8.0600 2021-02-03 21:55:55,023 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 2:53:06, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8820, loss_cls: 1.1301, loss: 1.1301, grad_norm: 8.5384 2021-02-03 21:56:04,982 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 2:52:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8977, loss_cls: 1.1314, loss: 1.1314, grad_norm: 8.4320 2021-02-03 21:56:14,934 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 2:52:46, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1211, loss: 1.1211, grad_norm: 8.1976 2021-02-03 21:56:24,910 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 2:52:35, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8977, loss_cls: 1.1262, loss: 1.1262, grad_norm: 8.2924 2021-02-03 21:56:34,871 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 2:52:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.0870, loss: 1.0870, grad_norm: 8.3973 2021-02-03 21:56:44,843 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 2:52:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8961, loss_cls: 1.1678, loss: 1.1678, grad_norm: 8.7239 2021-02-03 21:56:54,804 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 2:52:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.9016, loss_cls: 1.1298, loss: 1.1298, grad_norm: 8.7305 2021-02-03 21:57:04,772 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 2:51:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.2081, loss: 1.2081, grad_norm: 8.6663 2021-02-03 21:57:14,740 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 2:51:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8953, loss_cls: 1.1139, loss: 1.1139, grad_norm: 8.3384 2021-02-03 21:57:24,702 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 2:51:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9039, loss_cls: 1.0864, loss: 1.0864, grad_norm: 8.0946 2021-02-03 21:57:34,670 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:51:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1543, loss: 1.1543, grad_norm: 8.6677 2021-02-03 21:57:44,631 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:51:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8805, loss_cls: 1.2356, loss: 1.2356, grad_norm: 8.7839 2021-02-03 21:57:54,602 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:51:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.0972, loss: 1.0972, grad_norm: 8.3519 2021-02-03 21:58:04,572 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:50:50, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8695, loss_cls: 1.2391, loss: 1.2391, grad_norm: 8.8594 2021-02-03 21:58:14,544 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:50:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9031, loss_cls: 1.1243, loss: 1.1243, grad_norm: 8.2625 2021-02-03 21:58:24,510 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:50:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8914, loss_cls: 1.1604, loss: 1.1604, grad_norm: 8.3949 2021-02-03 21:58:34,484 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:50:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.9055, loss_cls: 1.1405, loss: 1.1405, grad_norm: 8.4725 2021-02-03 21:58:44,463 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:50:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9008, loss_cls: 1.1431, loss: 1.1431, grad_norm: 8.3781 2021-02-03 21:58:54,433 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:49:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2440, loss: 1.2440, grad_norm: 8.7978 2021-02-03 21:59:04,408 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:49:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1450, loss: 1.1450, grad_norm: 8.5302 2021-02-03 21:59:14,377 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:49:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.1573, loss: 1.1573, grad_norm: 8.7725 2021-02-03 21:59:24,347 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:49:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 1.1032, loss: 1.1032, grad_norm: 8.5532 2021-02-03 21:59:34,314 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:49:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8961, loss_cls: 1.1578, loss: 1.1578, grad_norm: 8.9141 2021-02-03 21:59:44,290 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:49:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1530, loss: 1.1530, grad_norm: 8.4282 2021-02-03 21:59:54,263 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:48:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9031, loss_cls: 1.1065, loss: 1.1065, grad_norm: 8.4957 2021-02-03 22:00:04,232 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:48:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1771, loss: 1.1771, grad_norm: 8.6968 2021-02-03 22:00:14,195 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:48:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8859, loss_cls: 1.1958, loss: 1.1958, grad_norm: 8.9804 2021-02-03 22:00:24,166 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:48:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1827, loss: 1.1827, grad_norm: 8.7808 2021-02-03 22:00:34,130 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:48:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9070, loss_cls: 1.0834, loss: 1.0834, grad_norm: 8.5515 2021-02-03 22:00:44,106 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:48:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.1250, loss: 1.1250, grad_norm: 8.3229 2021-02-03 22:00:54,074 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:47:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1903, loss: 1.1903, grad_norm: 8.6375 2021-02-03 22:01:04,049 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:47:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.1861, loss: 1.1861, grad_norm: 8.6442 2021-02-03 22:01:14,013 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:47:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8711, loss_cls: 1.2394, loss: 1.2394, grad_norm: 8.7832 2021-02-03 22:01:23,979 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:47:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9023, loss_cls: 1.1117, loss: 1.1117, grad_norm: 8.2855 2021-02-03 22:01:33,950 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:47:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0830, loss: 1.0830, grad_norm: 8.2467 2021-02-03 22:01:43,926 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:47:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0714, loss: 1.0714, grad_norm: 8.1464 2021-02-03 22:01:53,901 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:46:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1669, loss: 1.1669, grad_norm: 8.7667 2021-02-03 22:02:03,873 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:46:40, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8891, loss_cls: 1.1902, loss: 1.1902, grad_norm: 8.5716 2021-02-03 22:02:13,851 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:46:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8984, loss_cls: 1.1463, loss: 1.1463, grad_norm: 8.5532 2021-02-03 22:02:23,827 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:46:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8977, loss_cls: 1.1382, loss: 1.1382, grad_norm: 8.5298 2021-02-03 22:02:33,790 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:46:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8875, loss_cls: 1.2183, loss: 1.2183, grad_norm: 8.7489 2021-02-03 22:02:43,762 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 2:45:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.1390, loss: 1.1390, grad_norm: 8.7564 2021-02-03 22:02:53,736 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 2:45:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9156, loss_cls: 1.0622, loss: 1.0622, grad_norm: 8.3186 2021-02-03 22:03:03,697 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 2:45:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 1.0577, loss: 1.0577, grad_norm: 8.3291 2021-02-03 22:03:13,687 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 2:45:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8992, loss_cls: 1.1521, loss: 1.1521, grad_norm: 8.5734 2021-02-03 22:03:23,665 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 2:45:16, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2350, loss: 1.2350, grad_norm: 8.7580 2021-02-03 22:03:33,639 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 2:45:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8789, loss_cls: 1.1966, loss: 1.1966, grad_norm: 8.6398 2021-02-03 22:03:43,615 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 2:44:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8938, loss_cls: 1.2007, loss: 1.2007, grad_norm: 8.9557 2021-02-03 22:03:53,592 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 2:44:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8992, loss_cls: 1.1289, loss: 1.1289, grad_norm: 8.5279 2021-02-03 22:04:03,572 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 2:44:34, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8883, loss_cls: 1.1884, loss: 1.1884, grad_norm: 8.9435 2021-02-03 22:04:13,559 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 2:44:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8969, loss_cls: 1.1875, loss: 1.1875, grad_norm: 8.6416 2021-02-03 22:04:23,536 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 2:44:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.9008, loss_cls: 1.1210, loss: 1.1210, grad_norm: 8.3983 2021-02-03 22:04:33,508 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 2:44:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8789, loss_cls: 1.1838, loss: 1.1838, grad_norm: 8.5434 2021-02-03 22:04:43,486 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 2:43:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.1315, loss: 1.1315, grad_norm: 8.5544 2021-02-03 22:04:53,456 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 2:43:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8969, loss_cls: 1.0893, loss: 1.0893, grad_norm: 8.2964 2021-02-03 22:05:03,429 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 2:43:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1741, loss: 1.1741, grad_norm: 8.7008 2021-02-03 22:05:13,412 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 2:43:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.1848, loss: 1.1848, grad_norm: 8.6164 2021-02-03 22:05:23,372 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 2:43:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8867, loss_cls: 1.1743, loss: 1.1743, grad_norm: 8.6446 2021-02-03 22:05:33,347 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 2:43:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1543, loss: 1.1543, grad_norm: 8.7805 2021-02-03 22:05:43,314 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 2:42:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.9016, loss_cls: 1.1383, loss: 1.1383, grad_norm: 8.6370 2021-02-03 22:05:53,286 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 2:42:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.1914, loss: 1.1914, grad_norm: 8.9759 2021-02-03 22:06:03,246 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 2:42:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1307, loss: 1.1307, grad_norm: 8.7297 2021-02-03 22:06:13,212 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 2:42:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.1489, loss: 1.1489, grad_norm: 8.1935 2021-02-03 22:06:23,183 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 2:42:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.2006, loss: 1.2006, grad_norm: 8.8417 2021-02-03 22:06:33,152 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 2:41:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9008, loss_cls: 1.1483, loss: 1.1483, grad_norm: 8.8474 2021-02-03 22:06:43,126 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 2:41:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1643, loss: 1.1643, grad_norm: 8.5688 2021-02-03 22:06:45,721 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-02-03 22:07:19,418 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:07:19,579 - mmaction - INFO - top1_acc 0.4613 top5_acc 0.7552 2021-02-03 22:07:19,579 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:07:19,589 - mmaction - INFO - mean_acc 0.4263 2021-02-03 22:07:19,591 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4613, top5_acc: 0.7552, mean_class_accuracy: 0.4263 2021-02-03 22:07:50,797 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:41:41, time: 1.560, data_time: 1.051, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.0906, loss: 1.0906, grad_norm: 8.3752 2021-02-03 22:08:00,798 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:41:31, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9094, loss_cls: 1.1158, loss: 1.1158, grad_norm: 8.7151 2021-02-03 22:08:10,764 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:41:20, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9070, loss_cls: 1.1048, loss: 1.1048, grad_norm: 8.6549 2021-02-03 22:08:20,722 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:41:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9133, loss_cls: 1.0896, loss: 1.0896, grad_norm: 8.5545 2021-02-03 22:08:30,681 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:41:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8969, loss_cls: 1.1061, loss: 1.1061, grad_norm: 8.5216 2021-02-03 22:08:40,646 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:40:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9039, loss_cls: 1.0838, loss: 1.0838, grad_norm: 8.4349 2021-02-03 22:08:50,607 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:40:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8953, loss_cls: 1.1167, loss: 1.1167, grad_norm: 8.5551 2021-02-03 22:09:00,572 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:40:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9070, loss_cls: 1.1067, loss: 1.1067, grad_norm: 8.7750 2021-02-03 22:09:10,529 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:40:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1846, loss: 1.1846, grad_norm: 9.0448 2021-02-03 22:09:20,488 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:40:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1703, loss: 1.1703, grad_norm: 8.7168 2021-02-03 22:09:30,457 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:39:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9062, loss_cls: 1.0955, loss: 1.0955, grad_norm: 8.8409 2021-02-03 22:09:40,425 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:39:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1053, loss: 1.1053, grad_norm: 8.5651 2021-02-03 22:09:50,399 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:39:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8844, loss_cls: 1.1944, loss: 1.1944, grad_norm: 8.9872 2021-02-03 22:10:00,365 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:39:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8711, loss_cls: 1.2318, loss: 1.2318, grad_norm: 8.7054 2021-02-03 22:10:10,328 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:39:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1885, loss: 1.1885, grad_norm: 9.0481 2021-02-03 22:10:20,298 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:39:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.8953, loss_cls: 1.1274, loss: 1.1274, grad_norm: 8.4835 2021-02-03 22:10:30,269 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:38:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8953, loss_cls: 1.1378, loss: 1.1378, grad_norm: 8.4805 2021-02-03 22:10:40,243 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:38:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8969, loss_cls: 1.1245, loss: 1.1245, grad_norm: 8.5569 2021-02-03 22:10:50,207 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:38:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9039, loss_cls: 1.0939, loss: 1.0939, grad_norm: 8.9337 2021-02-03 22:11:00,175 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:38:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.9039, loss_cls: 1.1086, loss: 1.1086, grad_norm: 8.7807 2021-02-03 22:11:10,148 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:38:12, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9016, loss_cls: 1.0837, loss: 1.0837, grad_norm: 8.5263 2021-02-03 22:11:20,117 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 2:38:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8945, loss_cls: 1.0972, loss: 1.0972, grad_norm: 8.4776 2021-02-03 22:11:30,086 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 2:37:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9016, loss_cls: 1.0814, loss: 1.0814, grad_norm: 8.5162 2021-02-03 22:11:40,058 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 2:37:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8977, loss_cls: 1.1343, loss: 1.1343, grad_norm: 8.8823 2021-02-03 22:11:50,044 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 2:37:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1447, loss: 1.1447, grad_norm: 8.7554 2021-02-03 22:12:00,016 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 2:37:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9047, loss_cls: 1.1100, loss: 1.1100, grad_norm: 8.8117 2021-02-03 22:12:09,990 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 2:37:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8820, loss_cls: 1.2118, loss: 1.2118, grad_norm: 8.8239 2021-02-03 22:12:19,969 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 2:36:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9102, loss_cls: 1.0828, loss: 1.0828, grad_norm: 8.6218 2021-02-03 22:12:29,941 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 2:36:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.1178, loss: 1.1178, grad_norm: 8.7744 2021-02-03 22:12:39,911 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 2:36:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.0977, loss: 1.0977, grad_norm: 8.7759 2021-02-03 22:12:49,882 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 2:36:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1448, loss: 1.1448, grad_norm: 8.8706 2021-02-03 22:12:59,845 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 2:36:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1440, loss: 1.1440, grad_norm: 8.8071 2021-02-03 22:13:09,821 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 2:36:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8922, loss_cls: 1.1542, loss: 1.1542, grad_norm: 8.6819 2021-02-03 22:13:19,781 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 2:35:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.2190, loss: 1.2190, grad_norm: 8.6324 2021-02-03 22:13:29,755 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 2:35:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8906, loss_cls: 1.1724, loss: 1.1724, grad_norm: 9.0671 2021-02-03 22:13:39,720 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 2:35:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1790, loss: 1.1790, grad_norm: 8.9030 2021-02-03 22:13:49,692 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 2:35:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8891, loss_cls: 1.1767, loss: 1.1767, grad_norm: 8.6265 2021-02-03 22:13:59,658 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 2:35:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8953, loss_cls: 1.1993, loss: 1.1993, grad_norm: 9.1674 2021-02-03 22:14:09,629 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 2:35:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 1.1160, loss: 1.1160, grad_norm: 8.5296 2021-02-03 22:14:19,593 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 2:34:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7016, top5_acc: 0.8969, loss_cls: 1.1128, loss: 1.1128, grad_norm: 8.5782 2021-02-03 22:14:29,561 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 2:34:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1493, loss: 1.1493, grad_norm: 8.9580 2021-02-03 22:14:39,531 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 2:34:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8820, loss_cls: 1.1491, loss: 1.1491, grad_norm: 8.5457 2021-02-03 22:14:49,498 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 2:34:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.1877, loss: 1.1877, grad_norm: 9.0903 2021-02-03 22:14:59,480 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 2:34:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8938, loss_cls: 1.1378, loss: 1.1378, grad_norm: 8.6669 2021-02-03 22:15:09,444 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 2:34:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.0921, loss: 1.0921, grad_norm: 8.6250 2021-02-03 22:15:19,417 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 2:33:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8898, loss_cls: 1.1485, loss: 1.1485, grad_norm: 8.8438 2021-02-03 22:15:29,383 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 2:33:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.1643, loss: 1.1643, grad_norm: 9.0227 2021-02-03 22:15:39,364 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 2:33:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1567, loss: 1.1567, grad_norm: 9.0936 2021-02-03 22:15:49,332 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 2:33:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9047, loss_cls: 1.0872, loss: 1.0872, grad_norm: 8.6552 2021-02-03 22:15:59,302 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 2:33:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8938, loss_cls: 1.1394, loss: 1.1394, grad_norm: 8.7159 2021-02-03 22:16:09,270 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 2:32:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8969, loss_cls: 1.1140, loss: 1.1140, grad_norm: 8.5529 2021-02-03 22:16:19,243 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 2:32:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0918, loss: 1.0918, grad_norm: 8.6004 2021-02-03 22:16:29,226 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 2:32:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1587, loss: 1.1587, grad_norm: 8.6168 2021-02-03 22:16:39,207 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 2:32:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6867, top5_acc: 0.8812, loss_cls: 1.1910, loss: 1.1910, grad_norm: 8.8948 2021-02-03 22:16:49,179 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 2:32:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.1169, loss: 1.1169, grad_norm: 8.8690 2021-02-03 22:16:59,149 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 2:32:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.2007, loss: 1.2007, grad_norm: 8.5444 2021-02-03 22:17:09,119 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 2:31:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8992, loss_cls: 1.0801, loss: 1.0801, grad_norm: 8.5627 2021-02-03 22:17:19,087 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 2:31:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.1310, loss: 1.1310, grad_norm: 8.6400 2021-02-03 22:17:29,050 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 2:31:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1867, loss: 1.1867, grad_norm: 8.8729 2021-02-03 22:17:39,029 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 2:31:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.1933, loss: 1.1933, grad_norm: 8.9867 2021-02-03 22:17:49,002 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 2:31:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8961, loss_cls: 1.1637, loss: 1.1637, grad_norm: 8.9453 2021-02-03 22:17:58,978 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 2:31:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1717, loss: 1.1717, grad_norm: 8.8837 2021-02-03 22:18:08,944 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 2:30:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8891, loss_cls: 1.1463, loss: 1.1463, grad_norm: 8.7049 2021-02-03 22:18:18,925 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 2:30:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9055, loss_cls: 1.1215, loss: 1.1215, grad_norm: 8.3333 2021-02-03 22:18:28,892 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 2:30:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.8938, loss_cls: 1.1170, loss: 1.1170, grad_norm: 8.8278 2021-02-03 22:18:38,867 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 2:30:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.9062, loss_cls: 1.1121, loss: 1.1121, grad_norm: 8.8488 2021-02-03 22:18:48,844 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 2:30:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8883, loss_cls: 1.2202, loss: 1.2202, grad_norm: 8.8519 2021-02-03 22:18:51,584 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-02-03 22:19:17,282 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 2:30:04, time: 1.255, data_time: 0.725, memory: 7066, top1_acc: 0.6945, top5_acc: 0.8867, loss_cls: 1.1536, loss: 1.1536, grad_norm: 8.5697 2021-02-03 22:19:27,286 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 2:29:53, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.6773, top5_acc: 0.9102, loss_cls: 1.1268, loss: 1.1268, grad_norm: 8.8717 2021-02-03 22:19:37,242 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 2:29:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9125, loss_cls: 1.0657, loss: 1.0657, grad_norm: 8.4623 2021-02-03 22:19:47,196 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 2:29:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.2113, loss: 1.2113, grad_norm: 9.4290 2021-02-03 22:19:57,161 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 2:29:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0410, loss: 1.0410, grad_norm: 8.4040 2021-02-03 22:20:07,127 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 2:29:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.1391, loss: 1.1391, grad_norm: 8.7025 2021-02-03 22:20:17,094 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 2:29:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8930, loss_cls: 1.1573, loss: 1.1573, grad_norm: 8.9243 2021-02-03 22:20:27,065 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 2:28:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8992, loss_cls: 1.0702, loss: 1.0702, grad_norm: 8.4113 2021-02-03 22:20:37,034 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 2:28:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0768, loss: 1.0768, grad_norm: 8.4140 2021-02-03 22:20:47,003 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 2:28:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9055, loss_cls: 1.0625, loss: 1.0625, grad_norm: 8.4545 2021-02-03 22:20:56,988 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 2:28:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.1578, loss: 1.1578, grad_norm: 8.9180 2021-02-03 22:21:06,961 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 2:28:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9125, loss_cls: 1.0718, loss: 1.0718, grad_norm: 8.6718 2021-02-03 22:21:16,936 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 2:27:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1301, loss: 1.1301, grad_norm: 8.4957 2021-02-03 22:21:26,911 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 2:27:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.1709, loss: 1.1709, grad_norm: 9.0151 2021-02-03 22:21:36,874 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 2:27:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1367, loss: 1.1367, grad_norm: 8.8777 2021-02-03 22:21:46,849 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 2:27:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1131, loss: 1.1131, grad_norm: 8.4845 2021-02-03 22:21:56,820 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 2:27:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8977, loss_cls: 1.1267, loss: 1.1267, grad_norm: 8.8777 2021-02-03 22:22:06,790 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 2:27:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9000, loss_cls: 1.1025, loss: 1.1025, grad_norm: 8.9152 2021-02-03 22:22:16,775 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 2:26:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8859, loss_cls: 1.1541, loss: 1.1541, grad_norm: 8.8213 2021-02-03 22:22:26,750 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 2:26:46, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1266, loss: 1.1266, grad_norm: 8.7327 2021-02-03 22:22:36,727 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 2:26:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8953, loss_cls: 1.0800, loss: 1.0800, grad_norm: 8.6774 2021-02-03 22:22:46,703 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 2:26:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 1.0806, loss: 1.0806, grad_norm: 8.7661 2021-02-03 22:22:56,672 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 2:26:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.0939, loss: 1.0939, grad_norm: 9.0124 2021-02-03 22:23:06,660 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 2:26:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 1.1084, loss: 1.1084, grad_norm: 8.8024 2021-02-03 22:23:16,634 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 2:25:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.1351, loss: 1.1351, grad_norm: 8.9417 2021-02-03 22:23:26,623 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 2:25:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.8977, loss_cls: 1.1232, loss: 1.1232, grad_norm: 8.8721 2021-02-03 22:23:36,606 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 2:25:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8805, loss_cls: 1.1981, loss: 1.1981, grad_norm: 9.1820 2021-02-03 22:23:46,587 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 2:25:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.8945, loss_cls: 1.1516, loss: 1.1516, grad_norm: 8.8798 2021-02-03 22:23:56,563 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 2:25:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1389, loss: 1.1389, grad_norm: 8.9139 2021-02-03 22:24:06,538 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 2:25:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8883, loss_cls: 1.1472, loss: 1.1472, grad_norm: 9.0816 2021-02-03 22:24:16,515 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 2:24:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9078, loss_cls: 1.1305, loss: 1.1305, grad_norm: 9.0458 2021-02-03 22:24:26,501 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 2:24:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1586, loss: 1.1586, grad_norm: 9.2542 2021-02-03 22:24:36,489 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 2:24:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8883, loss_cls: 1.1900, loss: 1.1900, grad_norm: 9.3216 2021-02-03 22:24:46,461 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 2:24:20, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.1044, loss: 1.1044, grad_norm: 8.9598 2021-02-03 22:24:56,444 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 2:24:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.1437, loss: 1.1437, grad_norm: 9.0228 2021-02-03 22:25:06,429 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 2:23:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9039, loss_cls: 1.0869, loss: 1.0869, grad_norm: 8.8008 2021-02-03 22:25:16,430 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 2:23:49, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1344, loss: 1.1344, grad_norm: 8.9515 2021-02-03 22:25:26,401 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 2:23:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.1142, loss: 1.1142, grad_norm: 8.5434 2021-02-03 22:25:36,386 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 2:23:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1362, loss: 1.1362, grad_norm: 8.9088 2021-02-03 22:25:46,356 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 2:23:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8781, loss_cls: 1.2114, loss: 1.2114, grad_norm: 9.1768 2021-02-03 22:25:56,344 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 2:23:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7148, top5_acc: 0.8922, loss_cls: 1.1539, loss: 1.1539, grad_norm: 9.0909 2021-02-03 22:26:06,307 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 2:22:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.0760, loss: 1.0760, grad_norm: 8.8145 2021-02-03 22:26:16,276 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 2:22:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1467, loss: 1.1467, grad_norm: 9.1804 2021-02-03 22:26:26,247 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 2:22:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9055, loss_cls: 1.1419, loss: 1.1419, grad_norm: 8.9045 2021-02-03 22:26:36,225 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 2:22:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1676, loss: 1.1676, grad_norm: 9.0290 2021-02-03 22:26:46,214 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 2:22:15, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1575, loss: 1.1575, grad_norm: 8.8222 2021-02-03 22:26:56,215 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 2:22:05, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.6898, top5_acc: 0.9078, loss_cls: 1.1163, loss: 1.1163, grad_norm: 9.3016 2021-02-03 22:27:06,189 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 2:21:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.2185, loss: 1.2185, grad_norm: 9.3397 2021-02-03 22:27:16,163 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 2:21:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.8977, loss_cls: 1.0844, loss: 1.0844, grad_norm: 8.6907 2021-02-03 22:27:26,141 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 2:21:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9023, loss_cls: 1.1052, loss: 1.1052, grad_norm: 8.9596 2021-02-03 22:27:36,114 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 2:21:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9133, loss_cls: 1.0730, loss: 1.0730, grad_norm: 8.8638 2021-02-03 22:27:46,101 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 2:21:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1726, loss: 1.1726, grad_norm: 8.9133 2021-02-03 22:27:56,075 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 2:21:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1283, loss: 1.1283, grad_norm: 9.0732 2021-02-03 22:28:06,049 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 2:20:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8891, loss_cls: 1.1173, loss: 1.1173, grad_norm: 9.1601 2021-02-03 22:28:16,024 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 2:20:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9039, loss_cls: 1.0769, loss: 1.0769, grad_norm: 8.6789 2021-02-03 22:28:26,001 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 2:20:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8766, loss_cls: 1.1509, loss: 1.1509, grad_norm: 8.6873 2021-02-03 22:28:35,968 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 2:20:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6945, top5_acc: 0.9133, loss_cls: 1.1096, loss: 1.1096, grad_norm: 9.2472 2021-02-03 22:28:45,952 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 2:20:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0253, loss: 1.0253, grad_norm: 8.8428 2021-02-03 22:28:55,921 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 2:20:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1276, loss: 1.1276, grad_norm: 9.0058 2021-02-03 22:29:05,896 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 2:19:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6828, top5_acc: 0.8867, loss_cls: 1.2156, loss: 1.2156, grad_norm: 9.2664 2021-02-03 22:29:15,862 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 2:19:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8945, loss_cls: 1.1737, loss: 1.1737, grad_norm: 9.1724 2021-02-03 22:29:25,846 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 2:19:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9023, loss_cls: 1.1232, loss: 1.1232, grad_norm: 8.6355 2021-02-03 22:29:35,821 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 2:19:18, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.0800, loss: 1.0800, grad_norm: 9.0786 2021-02-03 22:29:45,798 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 2:19:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8977, loss_cls: 1.0773, loss: 1.0773, grad_norm: 8.7234 2021-02-03 22:29:55,769 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 2:18:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9031, loss_cls: 1.0981, loss: 1.0981, grad_norm: 8.7497 2021-02-03 22:30:05,751 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 2:18:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.0786, loss: 1.0786, grad_norm: 8.8972 2021-02-03 22:30:15,714 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 2:18:36, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7039, top5_acc: 0.9000, loss_cls: 1.1105, loss: 1.1105, grad_norm: 9.0252 2021-02-03 22:30:18,320 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-02-03 22:30:50,962 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:30:51,123 - mmaction - INFO - top1_acc 0.4534 top5_acc 0.7500 2021-02-03 22:30:51,123 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:30:51,133 - mmaction - INFO - mean_acc 0.4176 2021-02-03 22:30:51,135 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4534, top5_acc: 0.7500, mean_class_accuracy: 0.4176 2021-02-03 22:31:20,957 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 2:18:29, time: 1.490, data_time: 0.978, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8992, loss_cls: 1.1124, loss: 1.1124, grad_norm: 8.8941 2021-02-03 22:31:30,977 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 2:18:18, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9141, loss_cls: 1.0583, loss: 1.0583, grad_norm: 8.7797 2021-02-03 22:31:40,932 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 2:18:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1013, loss: 1.1013, grad_norm: 9.1793 2021-02-03 22:31:50,876 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 2:17:58, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.1986, loss: 1.1986, grad_norm: 9.0164 2021-02-03 22:32:00,844 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 2:17:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8945, loss_cls: 1.0968, loss: 1.0968, grad_norm: 8.9203 2021-02-03 22:32:10,810 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 2:17:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9055, loss_cls: 1.0782, loss: 1.0782, grad_norm: 8.9718 2021-02-03 22:32:20,787 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 2:17:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.8953, loss_cls: 1.1216, loss: 1.1216, grad_norm: 8.8895 2021-02-03 22:32:30,745 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 2:17:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9047, loss_cls: 1.0757, loss: 1.0757, grad_norm: 9.0660 2021-02-03 22:32:40,727 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 2:17:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9000, loss_cls: 1.0987, loss: 1.0987, grad_norm: 9.0696 2021-02-03 22:32:50,693 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 2:16:55, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1659, loss: 1.1659, grad_norm: 9.2873 2021-02-03 22:33:00,671 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 2:16:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9070, loss_cls: 1.0544, loss: 1.0544, grad_norm: 8.9677 2021-02-03 22:33:10,629 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 2:16:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1304, loss: 1.1304, grad_norm: 9.0619 2021-02-03 22:33:20,601 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 2:16:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.1765, loss: 1.1765, grad_norm: 9.2406 2021-02-03 22:33:30,590 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 2:16:13, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9141, loss_cls: 1.0720, loss: 1.0720, grad_norm: 9.1488 2021-02-03 22:33:40,552 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 2:16:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.8828, loss_cls: 1.1447, loss: 1.1447, grad_norm: 8.9804 2021-02-03 22:33:50,513 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 2:15:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9109, loss_cls: 1.0556, loss: 1.0556, grad_norm: 8.7416 2021-02-03 22:34:00,498 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 2:15:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9187, loss_cls: 1.0502, loss: 1.0502, grad_norm: 8.7417 2021-02-03 22:34:10,474 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 2:15:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8852, loss_cls: 1.1510, loss: 1.1510, grad_norm: 9.0849 2021-02-03 22:34:20,440 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 2:15:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9094, loss_cls: 1.0197, loss: 1.0197, grad_norm: 8.7286 2021-02-03 22:34:30,412 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 2:15:11, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8891, loss_cls: 1.1376, loss: 1.1376, grad_norm: 9.0751 2021-02-03 22:34:40,380 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 2:15:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9102, loss_cls: 1.1134, loss: 1.1134, grad_norm: 8.9024 2021-02-03 22:34:50,350 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 2:14:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.9016, loss_cls: 1.1043, loss: 1.1043, grad_norm: 9.0078 2021-02-03 22:35:00,326 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 2:14:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9102, loss_cls: 1.0565, loss: 1.0565, grad_norm: 9.0803 2021-02-03 22:35:10,301 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 2:14:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.1085, loss: 1.1085, grad_norm: 9.0509 2021-02-03 22:35:20,276 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 2:14:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9141, loss_cls: 1.0129, loss: 1.0129, grad_norm: 8.7017 2021-02-03 22:35:30,247 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 2:14:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.8953, loss_cls: 1.1098, loss: 1.1098, grad_norm: 9.0660 2021-02-03 22:35:40,223 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 2:13:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0737, loss: 1.0737, grad_norm: 9.1147 2021-02-03 22:35:50,181 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 2:13:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8977, loss_cls: 1.1379, loss: 1.1379, grad_norm: 9.2819 2021-02-03 22:36:00,148 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 2:13:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.8945, loss_cls: 1.1100, loss: 1.1100, grad_norm: 9.1539 2021-02-03 22:36:10,131 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 2:13:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.8898, loss_cls: 1.1429, loss: 1.1429, grad_norm: 8.8654 2021-02-03 22:36:20,110 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 2:13:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9062, loss_cls: 1.0480, loss: 1.0480, grad_norm: 8.6819 2021-02-03 22:36:30,076 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 2:13:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8859, loss_cls: 1.1330, loss: 1.1330, grad_norm: 8.9730 2021-02-03 22:36:40,052 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 2:12:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0488, loss: 1.0488, grad_norm: 8.7317 2021-02-03 22:36:50,017 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 2:12:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8898, loss_cls: 1.1829, loss: 1.1829, grad_norm: 9.5375 2021-02-03 22:36:59,985 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 2:12:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8820, loss_cls: 1.1946, loss: 1.1946, grad_norm: 9.3174 2021-02-03 22:37:09,966 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 2:12:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9062, loss_cls: 1.0742, loss: 1.0742, grad_norm: 9.0751 2021-02-03 22:37:19,939 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 2:12:14, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1715, loss: 1.1715, grad_norm: 9.3436 2021-02-03 22:37:29,916 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 2:12:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.8984, loss_cls: 1.0951, loss: 1.0951, grad_norm: 9.1937 2021-02-03 22:37:39,891 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 2:11:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9086, loss_cls: 1.0805, loss: 1.0805, grad_norm: 9.1994 2021-02-03 22:37:49,853 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 2:11:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.8969, loss_cls: 1.1105, loss: 1.1105, grad_norm: 9.2460 2021-02-03 22:37:59,841 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 2:11:32, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9125, loss_cls: 1.0572, loss: 1.0572, grad_norm: 9.1484 2021-02-03 22:38:09,815 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 2:11:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8984, loss_cls: 1.1628, loss: 1.1628, grad_norm: 9.4686 2021-02-03 22:38:19,777 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 2:11:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.1253, loss: 1.1253, grad_norm: 9.0485 2021-02-03 22:38:29,749 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 2:11:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.9039, loss_cls: 1.0893, loss: 1.0893, grad_norm: 9.2821 2021-02-03 22:38:39,732 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 2:10:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9047, loss_cls: 1.1303, loss: 1.1303, grad_norm: 9.4223 2021-02-03 22:38:49,698 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 2:10:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8953, loss_cls: 1.1467, loss: 1.1467, grad_norm: 9.2785 2021-02-03 22:38:59,670 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 2:10:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1326, loss: 1.1326, grad_norm: 9.5561 2021-02-03 22:39:09,648 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 2:10:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7172, top5_acc: 0.8977, loss_cls: 1.0988, loss: 1.0988, grad_norm: 9.3070 2021-02-03 22:39:19,609 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 2:10:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9062, loss_cls: 1.0608, loss: 1.0608, grad_norm: 9.1089 2021-02-03 22:39:29,589 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 2:09:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9023, loss_cls: 1.1158, loss: 1.1158, grad_norm: 9.0671 2021-02-03 22:39:39,555 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 2:09:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8961, loss_cls: 1.0960, loss: 1.0960, grad_norm: 8.8153 2021-02-03 22:39:49,537 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 2:09:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.9047, loss_cls: 1.1088, loss: 1.1088, grad_norm: 9.2454 2021-02-03 22:39:59,504 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 2:09:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9055, loss_cls: 1.1058, loss: 1.1058, grad_norm: 9.1665 2021-02-03 22:40:09,486 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 2:09:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1230, loss: 1.1230, grad_norm: 9.2972 2021-02-03 22:40:19,461 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 2:09:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.8984, loss_cls: 1.0762, loss: 1.0762, grad_norm: 8.9457 2021-02-03 22:40:29,431 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 2:08:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1112, loss: 1.1112, grad_norm: 9.0226 2021-02-03 22:40:39,396 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 2:08:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0651, loss: 1.0651, grad_norm: 8.8182 2021-02-03 22:40:49,380 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 2:08:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 1.0806, loss: 1.0806, grad_norm: 8.8187 2021-02-03 22:40:59,345 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 2:08:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.9062, loss_cls: 1.1315, loss: 1.1315, grad_norm: 9.3984 2021-02-03 22:41:09,323 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 2:08:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1067, loss: 1.1067, grad_norm: 9.2663 2021-02-03 22:41:19,292 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 2:08:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.8984, loss_cls: 1.0992, loss: 1.0992, grad_norm: 9.2931 2021-02-03 22:41:29,274 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 2:07:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1012, loss: 1.1012, grad_norm: 9.2498 2021-02-03 22:41:39,248 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 2:07:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8859, loss_cls: 1.2196, loss: 1.2196, grad_norm: 9.6297 2021-02-03 22:41:49,227 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 2:07:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6937, top5_acc: 0.8984, loss_cls: 1.0855, loss: 1.0855, grad_norm: 9.2981 2021-02-03 22:41:59,204 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 2:07:23, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7102, top5_acc: 0.9000, loss_cls: 1.0934, loss: 1.0934, grad_norm: 8.9567 2021-02-03 22:42:09,179 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 2:07:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.1203, loss: 1.1203, grad_norm: 9.3612 2021-02-03 22:42:19,149 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 2:07:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8898, loss_cls: 1.0770, loss: 1.0770, grad_norm: 8.9399 2021-02-03 22:42:23,585 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-02-03 22:42:56,667 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 2:06:55, time: 1.612, data_time: 1.112, memory: 7066, top1_acc: 0.7148, top5_acc: 0.9023, loss_cls: 1.0854, loss: 1.0854, grad_norm: 8.9855 2021-02-03 22:43:06,701 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 2:06:44, time: 0.502, data_time: 0.003, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9117, loss_cls: 1.0277, loss: 1.0277, grad_norm: 9.0274 2021-02-03 22:43:16,662 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 2:06:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 0.9969, loss: 0.9969, grad_norm: 8.5859 2021-02-03 22:43:26,616 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 2:06:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8891, loss_cls: 1.1718, loss: 1.1718, grad_norm: 9.4741 2021-02-03 22:43:36,582 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 2:06:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9133, loss_cls: 1.0599, loss: 1.0599, grad_norm: 9.2333 2021-02-03 22:43:46,549 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 2:06:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9219, loss_cls: 1.0274, loss: 1.0274, grad_norm: 8.9607 2021-02-03 22:43:56,511 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 2:05:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7008, top5_acc: 0.8945, loss_cls: 1.1029, loss: 1.1029, grad_norm: 9.2360 2021-02-03 22:44:06,481 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 2:05:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 1.0229, loss: 1.0229, grad_norm: 8.9787 2021-02-03 22:44:16,444 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 2:05:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0625, loss: 1.0625, grad_norm: 9.0155 2021-02-03 22:44:26,430 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 2:05:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9070, loss_cls: 1.0511, loss: 1.0511, grad_norm: 9.0728 2021-02-03 22:44:36,400 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 2:05:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9016, loss_cls: 1.0883, loss: 1.0883, grad_norm: 9.2622 2021-02-03 22:44:46,374 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 2:05:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1389, loss: 1.1389, grad_norm: 9.1343 2021-02-03 22:44:56,358 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 2:04:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9086, loss_cls: 1.0611, loss: 1.0611, grad_norm: 9.2351 2021-02-03 22:45:06,335 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 2:04:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9062, loss_cls: 1.0608, loss: 1.0608, grad_norm: 8.9096 2021-02-03 22:45:16,313 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 2:04:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.8961, loss_cls: 1.0647, loss: 1.0647, grad_norm: 9.0064 2021-02-03 22:45:26,293 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 2:04:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9008, loss_cls: 1.0448, loss: 1.0448, grad_norm: 8.9007 2021-02-03 22:45:36,267 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 2:04:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9000, loss_cls: 1.0911, loss: 1.0911, grad_norm: 8.8820 2021-02-03 22:45:46,246 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:03:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9094, loss_cls: 1.0885, loss: 1.0885, grad_norm: 8.7913 2021-02-03 22:45:56,228 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:03:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.1041, loss: 1.1041, grad_norm: 9.3408 2021-02-03 22:46:06,211 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:03:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6977, top5_acc: 0.8945, loss_cls: 1.1152, loss: 1.1152, grad_norm: 8.9302 2021-02-03 22:46:16,177 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:03:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 1.0726, loss: 1.0726, grad_norm: 8.9716 2021-02-03 22:46:26,151 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:03:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9055, loss_cls: 1.0060, loss: 1.0060, grad_norm: 8.6329 2021-02-03 22:46:36,125 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:03:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0755, loss: 1.0755, grad_norm: 9.0502 2021-02-03 22:46:46,108 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:02:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7164, top5_acc: 0.9023, loss_cls: 1.0811, loss: 1.0811, grad_norm: 9.2473 2021-02-03 22:46:56,082 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:02:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.0843, loss: 1.0843, grad_norm: 9.0671 2021-02-03 22:47:06,060 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:02:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9031, loss_cls: 1.0580, loss: 1.0580, grad_norm: 8.7474 2021-02-03 22:47:16,031 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:02:24, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.1034, loss: 1.1034, grad_norm: 9.4170 2021-02-03 22:47:26,061 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:02:14, time: 0.502, data_time: 0.003, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8914, loss_cls: 1.1826, loss: 1.1826, grad_norm: 9.6671 2021-02-03 22:47:36,048 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:02:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.9008, loss_cls: 1.1023, loss: 1.1023, grad_norm: 9.1062 2021-02-03 22:47:46,016 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:01:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8812, loss_cls: 1.1886, loss: 1.1886, grad_norm: 9.4407 2021-02-03 22:47:55,996 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:01:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9227, loss_cls: 1.0318, loss: 1.0318, grad_norm: 8.9799 2021-02-03 22:48:05,960 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:01:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1727, loss: 1.1727, grad_norm: 9.4986 2021-02-03 22:48:15,940 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:01:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1306, loss: 1.1306, grad_norm: 9.0914 2021-02-03 22:48:25,912 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:01:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9016, loss_cls: 1.0952, loss: 1.0952, grad_norm: 9.0935 2021-02-03 22:48:35,879 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:01:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7000, top5_acc: 0.9086, loss_cls: 1.0950, loss: 1.0950, grad_norm: 9.3184 2021-02-03 22:48:45,843 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:00:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9094, loss_cls: 1.0779, loss: 1.0779, grad_norm: 9.2349 2021-02-03 22:48:55,816 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:00:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 1.0694, loss: 1.0694, grad_norm: 9.2006 2021-02-03 22:49:05,796 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:00:30, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7070, top5_acc: 0.9062, loss_cls: 1.0855, loss: 1.0855, grad_norm: 9.0167 2021-02-03 22:49:15,771 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:00:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8992, loss_cls: 1.0844, loss: 1.0844, grad_norm: 9.1045 2021-02-03 22:49:25,736 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:00:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9031, loss_cls: 1.1275, loss: 1.1275, grad_norm: 9.4834 2021-02-03 22:49:35,714 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 1:59:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.8930, loss_cls: 1.0863, loss: 1.0863, grad_norm: 8.9946 2021-02-03 22:49:45,682 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 1:59:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9062, loss_cls: 1.0852, loss: 1.0852, grad_norm: 9.2480 2021-02-03 22:49:55,661 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 1:59:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2017, loss: 1.2017, grad_norm: 9.2969 2021-02-03 22:50:05,634 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 1:59:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9102, loss_cls: 1.0595, loss: 1.0595, grad_norm: 9.1708 2021-02-03 22:50:15,600 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 1:59:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.0831, loss: 1.0831, grad_norm: 9.2813 2021-02-03 22:50:25,567 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 1:59:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.8961, loss_cls: 1.1209, loss: 1.1209, grad_norm: 9.5373 2021-02-03 22:50:35,524 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 1:58:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1450, loss: 1.1450, grad_norm: 9.5375 2021-02-03 22:50:45,498 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 1:58:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9055, loss_cls: 1.0591, loss: 1.0591, grad_norm: 9.0397 2021-02-03 22:50:55,464 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 1:58:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8953, loss_cls: 1.1322, loss: 1.1322, grad_norm: 9.3384 2021-02-03 22:51:05,448 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 1:58:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.9094, loss_cls: 1.1192, loss: 1.1192, grad_norm: 9.5922 2021-02-03 22:51:15,409 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 1:58:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7055, top5_acc: 0.8914, loss_cls: 1.1224, loss: 1.1224, grad_norm: 9.2902 2021-02-03 22:51:25,380 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 1:58:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7023, top5_acc: 0.8969, loss_cls: 1.1069, loss: 1.1069, grad_norm: 9.3104 2021-02-03 22:51:35,342 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 1:57:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.6486 2021-02-03 22:51:45,318 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 1:57:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.0947, loss: 1.0947, grad_norm: 9.2930 2021-02-03 22:51:55,291 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 1:57:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8961, loss_cls: 1.1159, loss: 1.1159, grad_norm: 9.0378 2021-02-03 22:52:05,254 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 1:57:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7063, top5_acc: 0.9070, loss_cls: 1.0994, loss: 1.0994, grad_norm: 9.3994 2021-02-03 22:52:15,225 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 1:57:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9133, loss_cls: 1.0376, loss: 1.0376, grad_norm: 9.2250 2021-02-03 22:52:25,215 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 1:57:02, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9078, loss_cls: 1.0796, loss: 1.0796, grad_norm: 9.3840 2021-02-03 22:52:35,187 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 1:56:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9016, loss_cls: 1.0937, loss: 1.0937, grad_norm: 9.5079 2021-02-03 22:52:45,168 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 1:56:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7141, top5_acc: 0.9148, loss_cls: 1.0678, loss: 1.0678, grad_norm: 9.3194 2021-02-03 22:52:55,138 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 1:56:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7094, top5_acc: 0.9133, loss_cls: 1.0828, loss: 1.0828, grad_norm: 9.3860 2021-02-03 22:53:05,123 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 1:56:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.1911, loss: 1.1911, grad_norm: 9.6356 2021-02-03 22:53:15,091 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 1:56:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7102, top5_acc: 0.8922, loss_cls: 1.1316, loss: 1.1316, grad_norm: 9.4453 2021-02-03 22:53:25,063 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 1:56:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1502, loss: 1.1502, grad_norm: 9.6783 2021-02-03 22:53:35,031 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 1:55:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7078, top5_acc: 0.9000, loss_cls: 1.1240, loss: 1.1240, grad_norm: 9.2968 2021-02-03 22:53:45,023 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 1:55:39, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.0795, loss: 1.0795, grad_norm: 8.8538 2021-02-03 22:53:54,988 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 1:55:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.1064, loss: 1.1064, grad_norm: 9.2788 2021-02-03 22:53:57,534 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-02-03 22:54:28,860 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 22:54:29,023 - mmaction - INFO - top1_acc 0.4623 top5_acc 0.7506 2021-02-03 22:54:29,023 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 22:54:29,033 - mmaction - INFO - mean_acc 0.4209 2021-02-03 22:54:29,035 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4623, top5_acc: 0.7506, mean_class_accuracy: 0.4209 2021-02-03 22:54:57,489 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 1:55:20, time: 1.422, data_time: 0.914, memory: 7066, top1_acc: 0.7328, top5_acc: 0.8977, loss_cls: 1.0607, loss: 1.0607, grad_norm: 8.9637 2021-02-03 22:55:07,550 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 1:55:09, time: 0.503, data_time: 0.005, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9070, loss_cls: 1.0433, loss: 1.0433, grad_norm: 9.0191 2021-02-03 22:55:17,525 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 1:54:59, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9086, loss_cls: 1.0517, loss: 1.0517, grad_norm: 8.9708 2021-02-03 22:55:27,483 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 1:54:49, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9047, loss_cls: 1.0470, loss: 1.0470, grad_norm: 9.0221 2021-02-03 22:55:37,450 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 1:54:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9156, loss_cls: 1.0066, loss: 1.0066, grad_norm: 8.9004 2021-02-03 22:55:47,417 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 1:54:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9047, loss_cls: 1.0357, loss: 1.0357, grad_norm: 8.7934 2021-02-03 22:55:57,375 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:54:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9234, loss_cls: 1.0090, loss: 1.0090, grad_norm: 9.0255 2021-02-03 22:56:07,344 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:54:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9593, loss: 0.9593, grad_norm: 8.7262 2021-02-03 22:56:17,324 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:53:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 1.0123, loss: 1.0123, grad_norm: 8.9900 2021-02-03 22:56:27,288 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:53:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9795, loss: 0.9795, grad_norm: 8.8880 2021-02-03 22:56:37,262 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:53:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0350, loss: 1.0350, grad_norm: 8.8302 2021-02-03 22:56:47,225 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:53:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9086, loss_cls: 1.0262, loss: 1.0262, grad_norm: 9.1189 2021-02-03 22:56:57,201 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:53:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 1.0481, loss: 1.0481, grad_norm: 8.9560 2021-02-03 22:57:07,167 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:53:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0436, loss: 1.0436, grad_norm: 9.0244 2021-02-03 22:57:17,141 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:52:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 1.1070, loss: 1.1070, grad_norm: 9.3789 2021-02-03 22:57:27,115 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:52:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9039, loss_cls: 1.0765, loss: 1.0765, grad_norm: 9.1376 2021-02-03 22:57:37,084 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:52:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9078, loss_cls: 1.0371, loss: 1.0371, grad_norm: 9.0547 2021-02-03 22:57:47,051 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:52:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0346, loss: 1.0346, grad_norm: 8.7980 2021-02-03 22:57:57,031 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:52:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9461, loss: 0.9461, grad_norm: 8.9315 2021-02-03 22:58:07,003 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:52:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.0961, loss: 1.0961, grad_norm: 9.1800 2021-02-03 22:58:16,982 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:51:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0413, loss: 1.0413, grad_norm: 9.0413 2021-02-03 22:58:26,952 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:51:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9133, loss_cls: 1.0375, loss: 1.0375, grad_norm: 9.2156 2021-02-03 22:58:36,931 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:51:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0082, loss: 1.0082, grad_norm: 9.0323 2021-02-03 22:58:46,904 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:51:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 1.0171, loss: 1.0171, grad_norm: 8.8427 2021-02-03 22:58:56,877 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:51:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9148, loss_cls: 1.0269, loss: 1.0269, grad_norm: 9.0822 2021-02-03 22:59:06,853 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:51:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0474, loss: 1.0474, grad_norm: 9.2083 2021-02-03 22:59:16,818 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:50:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9172, loss_cls: 0.9940, loss: 0.9940, grad_norm: 8.8598 2021-02-03 22:59:26,792 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:50:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9675, loss: 0.9675, grad_norm: 8.8401 2021-02-03 22:59:36,772 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:50:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0357, loss: 1.0357, grad_norm: 9.1733 2021-02-03 22:59:46,752 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:50:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9258, loss_cls: 0.9617, loss: 0.9617, grad_norm: 8.8397 2021-02-03 22:59:56,726 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:50:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9211, loss_cls: 0.9654, loss: 0.9654, grad_norm: 8.6238 2021-02-03 23:00:06,714 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:49:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9719, loss: 0.9719, grad_norm: 8.9860 2021-02-03 23:00:16,691 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:49:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9164, loss_cls: 0.9734, loss: 0.9734, grad_norm: 8.7401 2021-02-03 23:00:26,675 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:49:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9047, loss_cls: 1.0177, loss: 1.0177, grad_norm: 8.7763 2021-02-03 23:00:36,651 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:49:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9156, loss_cls: 1.0019, loss: 1.0019, grad_norm: 8.8208 2021-02-03 23:00:46,638 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:49:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.8969, loss_cls: 1.0709, loss: 1.0709, grad_norm: 9.1552 2021-02-03 23:00:56,628 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:49:06, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9070, loss_cls: 1.0455, loss: 1.0455, grad_norm: 9.1637 2021-02-03 23:01:06,599 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:48:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0140, loss: 1.0140, grad_norm: 8.9025 2021-02-03 23:01:16,568 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:48:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0048, loss: 1.0048, grad_norm: 9.0171 2021-02-03 23:01:26,537 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:48:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7086, top5_acc: 0.8961, loss_cls: 1.1169, loss: 1.1169, grad_norm: 9.6265 2021-02-03 23:01:36,507 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:48:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9896, loss: 0.9896, grad_norm: 8.6394 2021-02-03 23:01:46,470 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:48:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9195, loss_cls: 0.9713, loss: 0.9713, grad_norm: 8.8390 2021-02-03 23:01:56,449 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:48:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9164, loss_cls: 0.9965, loss: 0.9965, grad_norm: 8.9707 2021-02-03 23:02:06,425 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:47:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9047, loss_cls: 1.0145, loss: 1.0145, grad_norm: 9.1393 2021-02-03 23:02:16,537 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:47:43, time: 0.506, data_time: 0.007, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9039, loss_cls: 1.0417, loss: 1.0417, grad_norm: 9.2540 2021-02-03 23:02:26,507 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:47:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9070, loss_cls: 1.0309, loss: 1.0309, grad_norm: 9.2288 2021-02-03 23:02:36,483 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:47:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9164, loss_cls: 0.9980, loss: 0.9980, grad_norm: 8.9428 2021-02-03 23:02:46,587 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:47:12, time: 0.505, data_time: 0.006, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 1.0079, loss: 1.0079, grad_norm: 8.8277 2021-02-03 23:02:56,562 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:47:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9117, loss_cls: 1.0568, loss: 1.0568, grad_norm: 9.1130 2021-02-03 23:03:06,537 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:46:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9631, loss: 0.9631, grad_norm: 8.8396 2021-02-03 23:03:16,507 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:46:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9219, loss_cls: 0.9407, loss: 0.9407, grad_norm: 8.8852 2021-02-03 23:03:26,489 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:46:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9180, loss_cls: 0.9993, loss: 0.9993, grad_norm: 9.2323 2021-02-03 23:03:36,460 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:46:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0391, loss: 1.0391, grad_norm: 9.1297 2021-02-03 23:03:46,433 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:46:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 1.0261, loss: 1.0261, grad_norm: 8.9032 2021-02-03 23:03:56,408 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:45:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.8977, loss_cls: 1.0367, loss: 1.0367, grad_norm: 8.9108 2021-02-03 23:04:06,382 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:45:49, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 0.9781, loss: 0.9781, grad_norm: 8.9470 2021-02-03 23:04:16,354 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:45:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9616, loss: 0.9616, grad_norm: 8.9233 2021-02-03 23:04:26,320 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:45:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9156, loss_cls: 0.9975, loss: 0.9975, grad_norm: 9.0199 2021-02-03 23:04:36,298 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:45:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9211, loss_cls: 1.0051, loss: 1.0051, grad_norm: 9.0062 2021-02-03 23:04:46,270 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:45:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.8898, loss_cls: 1.0458, loss: 1.0458, grad_norm: 9.1693 2021-02-03 23:04:56,252 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:44:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9616, loss: 0.9616, grad_norm: 9.0478 2021-02-03 23:05:06,243 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:44:47, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0525, loss: 1.0525, grad_norm: 9.4259 2021-02-03 23:05:16,214 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:44:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9086, loss_cls: 1.0191, loss: 1.0191, grad_norm: 9.1218 2021-02-03 23:05:26,196 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:44:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.8961, loss_cls: 1.0427, loss: 1.0427, grad_norm: 8.9525 2021-02-03 23:05:36,169 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:44:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9047, loss_cls: 1.0257, loss: 1.0257, grad_norm: 8.9615 2021-02-03 23:05:46,196 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:44:05, time: 0.501, data_time: 0.002, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9211, loss_cls: 0.9715, loss: 0.9715, grad_norm: 9.0285 2021-02-03 23:05:56,200 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:43:55, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9125, loss_cls: 1.0290, loss: 1.0290, grad_norm: 9.0120 2021-02-03 23:05:58,867 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-02-03 23:06:22,679 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:43:44, time: 1.173, data_time: 0.649, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9685, loss: 0.9685, grad_norm: 8.8787 2021-02-03 23:06:32,697 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:43:34, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9219, loss_cls: 0.9496, loss: 0.9496, grad_norm: 8.8087 2021-02-03 23:06:42,678 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:43:24, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9195, loss_cls: 0.9694, loss: 0.9694, grad_norm: 9.1002 2021-02-03 23:06:52,641 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:43:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 1.0252, loss: 1.0252, grad_norm: 9.3150 2021-02-03 23:07:02,608 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:43:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9242, loss_cls: 0.9402, loss: 0.9402, grad_norm: 8.7042 2021-02-03 23:07:12,574 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:42:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9203, loss_cls: 0.9937, loss: 0.9937, grad_norm: 9.2250 2021-02-03 23:07:22,543 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:42:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9078, loss_cls: 1.0135, loss: 1.0135, grad_norm: 8.9635 2021-02-03 23:07:32,511 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:42:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9568, loss: 0.9568, grad_norm: 8.7761 2021-02-03 23:07:42,493 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:42:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8961, loss_cls: 1.0980, loss: 1.0980, grad_norm: 9.5062 2021-02-03 23:07:52,463 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:42:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9195, loss_cls: 1.0090, loss: 1.0090, grad_norm: 9.2880 2021-02-03 23:08:02,431 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:42:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9187, loss_cls: 0.9382, loss: 0.9382, grad_norm: 8.6235 2021-02-03 23:08:12,404 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:41:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9039, loss_cls: 1.0381, loss: 1.0381, grad_norm: 9.2203 2021-02-03 23:08:22,372 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:41:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 0.9899, loss: 0.9899, grad_norm: 8.8943 2021-02-03 23:08:32,345 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:41:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 1.0150, loss: 1.0150, grad_norm: 8.9683 2021-02-03 23:08:42,318 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:41:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9133, loss_cls: 1.0059, loss: 1.0059, grad_norm: 8.9940 2021-02-03 23:08:52,277 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:41:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.9871, loss: 0.9871, grad_norm: 9.1042 2021-02-03 23:09:02,268 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:40:58, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9055, loss_cls: 0.9990, loss: 0.9990, grad_norm: 9.0504 2021-02-03 23:09:12,242 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:40:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9062, loss_cls: 1.0114, loss: 1.0114, grad_norm: 9.2343 2021-02-03 23:09:22,217 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:40:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9187, loss_cls: 1.0018, loss: 1.0018, grad_norm: 9.1089 2021-02-03 23:09:32,196 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:40:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9023, loss_cls: 1.0454, loss: 1.0454, grad_norm: 9.3242 2021-02-03 23:09:42,170 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:40:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9016, loss_cls: 1.0048, loss: 1.0048, grad_norm: 8.7591 2021-02-03 23:09:52,142 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:40:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9297, loss_cls: 0.9385, loss: 0.9385, grad_norm: 8.8649 2021-02-03 23:10:02,117 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:39:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9180, loss_cls: 0.9697, loss: 0.9697, grad_norm: 9.0335 2021-02-03 23:10:12,088 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:39:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 1.0035, loss: 1.0035, grad_norm: 8.9604 2021-02-03 23:10:22,061 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:39:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.9883, loss: 0.9883, grad_norm: 8.7962 2021-02-03 23:10:32,032 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:39:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9141, loss_cls: 1.0249, loss: 1.0249, grad_norm: 8.9667 2021-02-03 23:10:42,014 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:39:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9047, loss_cls: 1.0375, loss: 1.0375, grad_norm: 9.0973 2021-02-03 23:10:51,989 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:39:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9211, loss_cls: 0.9950, loss: 0.9950, grad_norm: 8.9116 2021-02-03 23:11:01,952 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:38:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9016, loss_cls: 0.9719, loss: 0.9719, grad_norm: 8.6117 2021-02-03 23:11:11,929 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:38:44, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9881, loss: 0.9881, grad_norm: 8.8198 2021-02-03 23:11:21,890 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:38:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9086, loss_cls: 1.0617, loss: 1.0617, grad_norm: 9.0293 2021-02-03 23:11:31,860 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:38:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9133, loss_cls: 1.0172, loss: 1.0172, grad_norm: 9.3018 2021-02-03 23:11:41,835 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:38:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0323, loss: 1.0323, grad_norm: 9.2152 2021-02-03 23:11:51,813 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:38:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9102, loss_cls: 1.0005, loss: 1.0005, grad_norm: 9.3189 2021-02-03 23:12:01,770 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:37:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9094, loss_cls: 1.0364, loss: 1.0364, grad_norm: 9.1074 2021-02-03 23:12:11,785 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:37:41, time: 0.501, data_time: 0.003, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9180, loss_cls: 0.9542, loss: 0.9542, grad_norm: 9.0901 2021-02-03 23:12:21,758 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:37:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9062, loss_cls: 1.0398, loss: 1.0398, grad_norm: 9.2606 2021-02-03 23:12:31,730 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:37:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0039, loss: 1.0039, grad_norm: 8.9936 2021-02-03 23:12:41,707 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:37:10, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9522, loss: 0.9522, grad_norm: 9.0238 2021-02-03 23:12:51,680 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:37:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 0.9976, loss: 0.9976, grad_norm: 9.2180 2021-02-03 23:13:01,665 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:36:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 0.9864, loss: 0.9864, grad_norm: 9.0147 2021-02-03 23:13:11,637 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:36:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0255, loss: 1.0255, grad_norm: 9.1296 2021-02-03 23:13:21,609 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:36:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 1.0182, loss: 1.0182, grad_norm: 8.9795 2021-02-03 23:13:31,579 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:36:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.9232, loss: 0.9232, grad_norm: 8.6264 2021-02-03 23:13:41,547 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:36:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9663, loss: 0.9663, grad_norm: 8.9228 2021-02-03 23:13:51,521 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:35:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 1.0205, loss: 1.0205, grad_norm: 8.9802 2021-02-03 23:14:01,484 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:35:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9133, loss_cls: 0.9971, loss: 0.9971, grad_norm: 9.0872 2021-02-03 23:14:11,441 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:35:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0405, loss: 1.0405, grad_norm: 9.3529 2021-02-03 23:14:21,415 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:35:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9203, loss_cls: 0.9458, loss: 0.9458, grad_norm: 9.0133 2021-02-03 23:14:31,376 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:35:16, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 1.0203, loss: 1.0203, grad_norm: 9.1973 2021-02-03 23:14:41,335 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:35:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9203, loss_cls: 0.9710, loss: 0.9710, grad_norm: 8.8833 2021-02-03 23:14:51,297 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:34:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9320, loss_cls: 0.9099, loss: 0.9099, grad_norm: 8.8233 2021-02-03 23:15:01,254 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:34:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 0.9917, loss: 0.9917, grad_norm: 9.0626 2021-02-03 23:15:11,216 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:34:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9133, loss_cls: 1.0005, loss: 1.0005, grad_norm: 9.0670 2021-02-03 23:15:21,181 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:34:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9234, loss_cls: 0.9286, loss: 0.9286, grad_norm: 8.7800 2021-02-03 23:15:31,153 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:34:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9408, loss: 0.9408, grad_norm: 8.8255 2021-02-03 23:15:41,115 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:34:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 1.0021, loss: 1.0021, grad_norm: 9.0474 2021-02-03 23:15:51,084 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:33:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.9039, loss_cls: 1.0749, loss: 1.0749, grad_norm: 9.6482 2021-02-03 23:16:01,053 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:33:43, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9164, loss_cls: 0.9842, loss: 0.9842, grad_norm: 9.1358 2021-02-03 23:16:11,025 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:33:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7125, top5_acc: 0.9055, loss_cls: 1.0905, loss: 1.0905, grad_norm: 9.3805 2021-02-03 23:16:21,002 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:33:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 1.0105, loss: 1.0105, grad_norm: 8.8741 2021-02-03 23:16:30,979 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:33:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9148, loss_cls: 0.9737, loss: 0.9737, grad_norm: 8.9135 2021-02-03 23:16:40,962 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:33:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9133, loss_cls: 0.9931, loss: 0.9931, grad_norm: 9.1851 2021-02-03 23:16:50,933 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:32:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9547, loss: 0.9547, grad_norm: 8.9546 2021-02-03 23:17:00,900 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:32:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9771, loss: 0.9771, grad_norm: 9.4341 2021-02-03 23:17:10,870 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:32:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0377, loss: 1.0377, grad_norm: 9.2115 2021-02-03 23:17:20,839 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:32:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9164, loss_cls: 0.9801, loss: 0.9801, grad_norm: 8.9610 2021-02-03 23:17:23,439 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-02-03 23:17:57,957 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 23:17:58,109 - mmaction - INFO - top1_acc 0.4643 top5_acc 0.7576 2021-02-03 23:17:58,110 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 23:17:58,119 - mmaction - INFO - mean_acc 0.4267 2021-02-03 23:17:58,122 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4643, top5_acc: 0.7576, mean_class_accuracy: 0.4267 2021-02-03 23:18:25,275 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:32:10, time: 1.357, data_time: 0.851, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0445, loss: 1.0445, grad_norm: 9.3347 2021-02-03 23:18:35,304 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:32:00, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9000, loss_cls: 1.0524, loss: 1.0524, grad_norm: 9.2755 2021-02-03 23:18:45,275 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:31:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9094, loss_cls: 0.9690, loss: 0.9690, grad_norm: 8.6977 2021-02-03 23:18:55,254 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:31:39, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9714, loss: 0.9714, grad_norm: 9.0015 2021-02-03 23:19:05,245 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:31:29, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9195, loss_cls: 0.9849, loss: 0.9849, grad_norm: 9.1166 2021-02-03 23:19:15,214 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:31:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9187, loss_cls: 0.9958, loss: 0.9958, grad_norm: 9.1285 2021-02-03 23:19:25,173 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:31:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9148, loss_cls: 0.9601, loss: 0.9601, grad_norm: 9.0118 2021-02-03 23:19:35,139 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:30:58, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.9778, loss: 0.9778, grad_norm: 9.0030 2021-02-03 23:19:45,099 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:30:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9227, loss_cls: 0.9645, loss: 0.9645, grad_norm: 8.9403 2021-02-03 23:19:55,068 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:30:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9047, loss_cls: 1.0239, loss: 1.0239, grad_norm: 9.2336 2021-02-03 23:20:05,037 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:30:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 1.0190, loss: 1.0190, grad_norm: 9.3072 2021-02-03 23:20:15,000 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:30:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9102, loss_cls: 1.0012, loss: 1.0012, grad_norm: 9.2344 2021-02-03 23:20:24,972 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:30:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9514, loss: 0.9514, grad_norm: 8.8841 2021-02-03 23:20:34,951 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:29:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9752, loss: 0.9752, grad_norm: 8.8583 2021-02-03 23:20:44,915 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:29:45, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7117, top5_acc: 0.8930, loss_cls: 1.1270, loss: 1.1270, grad_norm: 9.6767 2021-02-03 23:20:54,883 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:29:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9203, loss_cls: 0.9863, loss: 0.9863, grad_norm: 9.2465 2021-02-03 23:21:04,853 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:29:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9258, loss_cls: 0.9509, loss: 0.9509, grad_norm: 9.0113 2021-02-03 23:21:14,822 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:29:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9227, loss_cls: 0.9533, loss: 0.9533, grad_norm: 9.2511 2021-02-03 23:21:24,793 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:29:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9180, loss_cls: 0.9726, loss: 0.9726, grad_norm: 9.1597 2021-02-03 23:21:34,767 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:28:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 0.9921, loss: 0.9921, grad_norm: 9.0767 2021-02-03 23:21:44,749 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:28:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9250, loss_cls: 0.9549, loss: 0.9549, grad_norm: 9.0555 2021-02-03 23:21:54,719 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:28:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9156, loss_cls: 1.0203, loss: 1.0203, grad_norm: 9.2023 2021-02-03 23:22:04,698 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:28:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9180, loss_cls: 1.0024, loss: 1.0024, grad_norm: 9.3452 2021-02-03 23:22:14,670 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:28:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9102, loss_cls: 0.9770, loss: 0.9770, grad_norm: 8.9266 2021-02-03 23:22:24,642 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:28:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9102, loss_cls: 1.0338, loss: 1.0338, grad_norm: 9.1915 2021-02-03 23:22:34,609 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:27:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 1.0031, loss: 1.0031, grad_norm: 9.3749 2021-02-03 23:22:44,582 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:27:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.9328, loss: 0.9328, grad_norm: 8.7757 2021-02-03 23:22:54,568 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:27:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9187, loss_cls: 0.9762, loss: 0.9762, grad_norm: 9.3327 2021-02-03 23:23:04,549 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:27:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 0.9448, loss: 0.9448, grad_norm: 8.9537 2021-02-03 23:23:14,531 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:27:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9680, loss: 0.9680, grad_norm: 8.9254 2021-02-03 23:23:24,510 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:26:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9529, loss: 0.9529, grad_norm: 8.8713 2021-02-03 23:23:34,493 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:26:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.9706, loss: 0.9706, grad_norm: 9.1144 2021-02-03 23:23:44,464 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:26:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9343, loss: 0.9343, grad_norm: 8.9016 2021-02-03 23:23:54,434 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:26:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9141, loss_cls: 1.0226, loss: 1.0226, grad_norm: 9.3388 2021-02-03 23:24:04,413 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:26:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0326, loss: 1.0326, grad_norm: 9.4783 2021-02-03 23:24:14,380 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:26:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.9704, loss: 0.9704, grad_norm: 8.8890 2021-02-03 23:24:24,353 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:25:57, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9039, loss_cls: 1.0464, loss: 1.0464, grad_norm: 9.1642 2021-02-03 23:24:34,333 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:25:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9753, loss: 0.9753, grad_norm: 9.0948 2021-02-03 23:24:44,303 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:25:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9195, loss_cls: 0.9201, loss: 0.9201, grad_norm: 9.0543 2021-02-03 23:24:54,289 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:25:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9739, loss: 0.9739, grad_norm: 8.9197 2021-02-03 23:25:04,274 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:25:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9818, loss: 0.9818, grad_norm: 9.0319 2021-02-03 23:25:14,254 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:25:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7117, top5_acc: 0.9055, loss_cls: 1.0815, loss: 1.0815, grad_norm: 9.6030 2021-02-03 23:25:24,230 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:24:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9947, loss: 0.9947, grad_norm: 9.2941 2021-02-03 23:25:34,207 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:24:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9039, loss_cls: 1.0406, loss: 1.0406, grad_norm: 9.3666 2021-02-03 23:25:44,182 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:24:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0060, loss: 1.0060, grad_norm: 9.0534 2021-02-03 23:25:54,155 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:24:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9266, loss_cls: 0.9392, loss: 0.9392, grad_norm: 9.0822 2021-02-03 23:26:04,124 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:24:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9016, loss_cls: 1.0082, loss: 1.0082, grad_norm: 8.9913 2021-02-03 23:26:14,105 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:24:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9297, loss_cls: 0.9144, loss: 0.9144, grad_norm: 8.7624 2021-02-03 23:26:24,071 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:23:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9047, loss_cls: 0.9883, loss: 0.9883, grad_norm: 9.2095 2021-02-03 23:26:34,053 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:23:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9180, loss_cls: 1.0014, loss: 1.0014, grad_norm: 9.2705 2021-02-03 23:26:44,028 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:23:32, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9164, loss_cls: 0.9912, loss: 0.9912, grad_norm: 9.3766 2021-02-03 23:26:53,995 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:23:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9203, loss_cls: 1.0422, loss: 1.0422, grad_norm: 9.4734 2021-02-03 23:27:03,960 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:23:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 1.0071, loss: 1.0071, grad_norm: 9.3390 2021-02-03 23:27:13,935 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:23:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9164, loss_cls: 0.9970, loss: 0.9970, grad_norm: 9.2853 2021-02-03 23:27:23,895 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:22:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9234, loss_cls: 0.9334, loss: 0.9334, grad_norm: 8.8713 2021-02-03 23:27:33,858 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:22:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.9318, loss: 0.9318, grad_norm: 9.1041 2021-02-03 23:27:43,822 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:22:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9211, loss_cls: 0.9732, loss: 0.9732, grad_norm: 9.1340 2021-02-03 23:27:53,791 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:22:20, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 1.0139, loss: 1.0139, grad_norm: 9.3416 2021-02-03 23:28:03,768 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:22:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9242, loss_cls: 0.9736, loss: 0.9736, grad_norm: 9.1877 2021-02-03 23:28:13,749 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:21:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9078, loss_cls: 0.9891, loss: 0.9891, grad_norm: 8.8137 2021-02-03 23:28:23,728 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:21:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9078, loss_cls: 1.0331, loss: 1.0331, grad_norm: 9.4732 2021-02-03 23:28:33,700 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:21:39, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9999, loss: 0.9999, grad_norm: 9.0974 2021-02-03 23:28:43,664 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:21:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9117, loss_cls: 1.0017, loss: 1.0017, grad_norm: 9.3118 2021-02-03 23:28:53,622 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:21:18, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9297, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.9866 2021-02-03 23:29:03,591 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:21:08, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9258, loss_cls: 0.9486, loss: 0.9486, grad_norm: 9.2658 2021-02-03 23:29:13,558 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:20:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9466, loss: 0.9466, grad_norm: 9.2508 2021-02-03 23:29:23,519 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:20:47, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9320, loss_cls: 0.9420, loss: 0.9420, grad_norm: 9.0690 2021-02-03 23:29:26,177 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-02-03 23:29:51,867 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:20:36, time: 1.215, data_time: 0.709, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9195, loss_cls: 0.9893, loss: 0.9893, grad_norm: 9.2506 2021-02-03 23:30:01,888 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:20:26, time: 0.501, data_time: 0.004, memory: 7066, top1_acc: 0.7172, top5_acc: 0.9102, loss_cls: 1.0500, loss: 1.0500, grad_norm: 9.6878 2021-02-03 23:30:11,834 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:20:15, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 0.9945, loss: 0.9945, grad_norm: 9.0361 2021-02-03 23:30:21,785 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:20:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9195, loss_cls: 1.0195, loss: 1.0195, grad_norm: 9.2750 2021-02-03 23:30:31,743 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:19:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9608, loss: 0.9608, grad_norm: 8.7099 2021-02-03 23:30:41,705 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:19:44, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9412, loss: 0.9412, grad_norm: 8.8865 2021-02-03 23:30:51,658 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:19:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0378, loss: 1.0378, grad_norm: 9.3653 2021-02-03 23:31:01,617 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:19:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 0.9924, loss: 0.9924, grad_norm: 9.1309 2021-02-03 23:31:11,571 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:19:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 0.9686, loss: 0.9686, grad_norm: 8.8335 2021-02-03 23:31:21,522 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:19:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9117, loss_cls: 0.9498, loss: 0.9498, grad_norm: 9.0769 2021-02-03 23:31:31,473 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:18:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7680, top5_acc: 0.9094, loss_cls: 0.9511, loss: 0.9511, grad_norm: 8.8278 2021-02-03 23:31:41,434 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:18:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9305, loss_cls: 0.9011, loss: 0.9011, grad_norm: 9.0615 2021-02-03 23:31:51,390 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:18:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 0.9737, loss: 0.9737, grad_norm: 8.9242 2021-02-03 23:32:01,357 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:18:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9102, loss_cls: 1.0376, loss: 1.0376, grad_norm: 9.5221 2021-02-03 23:32:11,322 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:18:11, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9313, loss_cls: 0.9689, loss: 0.9689, grad_norm: 9.4074 2021-02-03 23:32:21,284 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:18:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9117, loss_cls: 0.9723, loss: 0.9723, grad_norm: 9.1233 2021-02-03 23:32:31,250 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:17:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9078, loss_cls: 0.9726, loss: 0.9726, grad_norm: 8.8920 2021-02-03 23:32:41,215 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:17:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9187, loss_cls: 0.9726, loss: 0.9726, grad_norm: 9.3097 2021-02-03 23:32:51,178 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:17:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.8954, loss: 0.8954, grad_norm: 8.5493 2021-02-03 23:33:01,134 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:17:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0345, loss: 1.0345, grad_norm: 9.4991 2021-02-03 23:33:11,092 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:17:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9172, loss_cls: 1.0129, loss: 1.0129, grad_norm: 9.4402 2021-02-03 23:33:21,056 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:16:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9501, loss: 0.9501, grad_norm: 9.1898 2021-02-03 23:33:31,019 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:16:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9086, loss_cls: 1.0668, loss: 1.0668, grad_norm: 9.7473 2021-02-03 23:33:40,988 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:16:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0402, loss: 1.0402, grad_norm: 9.3772 2021-02-03 23:33:50,945 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:16:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9109, loss_cls: 1.0482, loss: 1.0482, grad_norm: 9.3507 2021-02-03 23:34:00,915 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:16:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9242, loss_cls: 0.9106, loss: 0.9106, grad_norm: 8.6435 2021-02-03 23:34:10,872 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:16:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9875, loss: 0.9875, grad_norm: 9.3489 2021-02-03 23:34:20,845 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:15:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9732, loss: 0.9732, grad_norm: 9.1837 2021-02-03 23:34:30,812 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:15:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9705, loss: 0.9705, grad_norm: 9.3409 2021-02-03 23:34:40,772 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:15:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9195, loss_cls: 0.9633, loss: 0.9633, grad_norm: 9.1287 2021-02-03 23:34:50,738 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:15:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9047, loss_cls: 1.0043, loss: 1.0043, grad_norm: 9.1025 2021-02-03 23:35:00,704 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:15:15, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9117, loss_cls: 1.0208, loss: 1.0208, grad_norm: 9.5949 2021-02-03 23:35:10,669 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:15:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9047, loss_cls: 1.0181, loss: 1.0181, grad_norm: 9.3323 2021-02-03 23:35:20,624 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:14:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0435, loss: 1.0435, grad_norm: 9.6237 2021-02-03 23:35:30,605 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:14:44, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9148, loss_cls: 1.0166, loss: 1.0166, grad_norm: 9.3684 2021-02-03 23:35:40,566 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:14:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9258, loss_cls: 0.9479, loss: 0.9479, grad_norm: 8.9166 2021-02-03 23:35:50,537 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:14:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9533, loss: 0.9533, grad_norm: 8.8983 2021-02-03 23:36:00,504 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:14:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9109, loss_cls: 1.0201, loss: 1.0201, grad_norm: 9.1869 2021-02-03 23:36:10,471 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:14:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.9614, loss: 0.9614, grad_norm: 8.9500 2021-02-03 23:36:20,440 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:13:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9203, loss_cls: 0.9737, loss: 0.9737, grad_norm: 9.2652 2021-02-03 23:36:30,393 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:13:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 1.0096, loss: 1.0096, grad_norm: 9.4521 2021-02-03 23:36:40,357 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:13:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9804, loss: 0.9804, grad_norm: 9.0408 2021-02-03 23:36:50,316 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:13:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9595, loss: 0.9595, grad_norm: 9.0100 2021-02-03 23:37:00,294 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:13:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9164, loss_cls: 0.9524, loss: 0.9524, grad_norm: 9.1349 2021-02-03 23:37:10,250 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:13:01, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9164, loss_cls: 0.9385, loss: 0.9385, grad_norm: 8.9625 2021-02-03 23:37:20,212 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:12:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7211, top5_acc: 0.9094, loss_cls: 1.0438, loss: 1.0438, grad_norm: 9.2761 2021-02-03 23:37:30,171 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:12:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0275, loss: 1.0275, grad_norm: 9.4086 2021-02-03 23:37:40,121 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:12:30, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9117, loss_cls: 0.9798, loss: 0.9798, grad_norm: 9.0037 2021-02-03 23:37:50,092 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:12:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9133, loss_cls: 1.0155, loss: 1.0155, grad_norm: 9.5447 2021-02-03 23:38:00,055 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:12:09, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9211, loss_cls: 0.9544, loss: 0.9544, grad_norm: 8.9557 2021-02-03 23:38:10,031 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:11:59, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7133, top5_acc: 0.9055, loss_cls: 1.0309, loss: 1.0309, grad_norm: 9.2150 2021-02-03 23:38:19,996 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:11:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 1.0112, loss: 1.0112, grad_norm: 9.1311 2021-02-03 23:38:29,973 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:11:38, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9070, loss_cls: 0.9880, loss: 0.9880, grad_norm: 9.1946 2021-02-03 23:38:39,939 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:11:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9258, loss_cls: 0.9399, loss: 0.9399, grad_norm: 9.0246 2021-02-03 23:38:49,898 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:11:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 1.0743, loss: 1.0743, grad_norm: 9.6819 2021-02-03 23:38:59,865 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:11:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9818, loss: 0.9818, grad_norm: 9.3303 2021-02-03 23:39:09,844 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:10:57, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9752, loss: 0.9752, grad_norm: 9.2606 2021-02-03 23:39:19,803 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:10:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9039, loss_cls: 1.0057, loss: 1.0057, grad_norm: 9.3229 2021-02-03 23:39:29,766 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:10:36, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9195, loss_cls: 0.9684, loss: 0.9684, grad_norm: 9.1459 2021-02-03 23:39:39,731 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:10:26, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9272, loss: 0.9272, grad_norm: 9.0028 2021-02-03 23:39:49,692 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:10:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9164, loss_cls: 0.9668, loss: 0.9668, grad_norm: 9.0872 2021-02-03 23:39:59,646 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:10:05, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9141, loss_cls: 0.9984, loss: 0.9984, grad_norm: 9.4081 2021-02-03 23:40:09,612 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:09:55, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9117, loss_cls: 1.0109, loss: 1.0109, grad_norm: 9.6082 2021-02-03 23:40:19,570 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:09:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9094, loss_cls: 1.0133, loss: 1.0133, grad_norm: 9.3640 2021-02-03 23:40:29,545 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:09:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9102, loss_cls: 0.9602, loss: 0.9602, grad_norm: 9.0358 2021-02-03 23:40:39,504 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:09:24, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9141, loss_cls: 1.0023, loss: 1.0023, grad_norm: 9.3923 2021-02-03 23:40:49,486 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:09:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 0.9892, loss: 0.9892, grad_norm: 9.2565 2021-02-03 23:40:52,056 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-02-03 23:41:25,214 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-03 23:41:25,613 - mmaction - INFO - top1_acc 0.4692 top5_acc 0.7601 2021-02-03 23:41:25,613 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-03 23:41:25,669 - mmaction - INFO - mean_acc 0.4292 2021-02-03 23:41:25,693 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4692, top5_acc: 0.7601, mean_class_accuracy: 0.4292 2021-02-03 23:42:05,684 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:09:04, time: 1.998, data_time: 1.478, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9700, loss: 0.9700, grad_norm: 9.0254 2021-02-03 23:42:15,742 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:08:54, time: 0.503, data_time: 0.007, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9133, loss_cls: 0.9953, loss: 0.9953, grad_norm: 9.0799 2021-02-03 23:42:25,694 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:08:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9148, loss_cls: 1.0176, loss: 1.0176, grad_norm: 9.4458 2021-02-03 23:42:35,637 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:08:33, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9133, loss_cls: 1.0341, loss: 1.0341, grad_norm: 9.3917 2021-02-03 23:42:45,587 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:08:23, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9078, loss_cls: 1.0141, loss: 1.0141, grad_norm: 9.2816 2021-02-03 23:42:55,538 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:08:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9437, loss: 0.9437, grad_norm: 9.0860 2021-02-03 23:43:05,497 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:08:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.9195, loss_cls: 0.9941, loss: 0.9941, grad_norm: 9.2555 2021-02-03 23:43:15,452 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:07:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9289, loss_cls: 0.8816, loss: 0.8816, grad_norm: 9.0710 2021-02-03 23:43:25,405 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:07:41, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9336, loss_cls: 0.8949, loss: 0.8949, grad_norm: 8.8863 2021-02-03 23:43:35,369 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:07:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 1.0053, loss: 1.0053, grad_norm: 9.0513 2021-02-03 23:43:45,328 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:07:21, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9133, loss_cls: 1.0434, loss: 1.0434, grad_norm: 9.4391 2021-02-03 23:43:55,304 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:07:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9062, loss_cls: 0.9723, loss: 0.9723, grad_norm: 9.2019 2021-02-03 23:44:05,270 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:07:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9567, loss: 0.9567, grad_norm: 9.1319 2021-02-03 23:44:15,239 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:06:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9300, loss: 0.9300, grad_norm: 9.0319 2021-02-03 23:44:25,207 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:06:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 0.9865, loss: 0.9865, grad_norm: 9.3546 2021-02-03 23:44:35,176 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:06:29, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9258, loss_cls: 0.9453, loss: 0.9453, grad_norm: 9.2689 2021-02-03 23:44:45,134 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:06:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9219, loss_cls: 0.9341, loss: 0.9341, grad_norm: 8.8441 2021-02-03 23:44:55,107 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:06:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9647, loss: 0.9647, grad_norm: 9.0352 2021-02-03 23:45:05,091 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:05:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9000, loss_cls: 1.0017, loss: 1.0017, grad_norm: 9.2477 2021-02-03 23:45:15,061 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:05:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.9588, loss: 0.9588, grad_norm: 9.1876 2021-02-03 23:45:25,025 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:05:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9187, loss_cls: 1.0081, loss: 1.0081, grad_norm: 9.3760 2021-02-03 23:45:34,997 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:05:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9172, loss_cls: 0.9931, loss: 0.9931, grad_norm: 9.2938 2021-02-03 23:45:44,961 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:05:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 0.9797, loss: 0.9797, grad_norm: 9.0604 2021-02-03 23:45:54,930 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:05:06, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9172, loss_cls: 0.9582, loss: 0.9582, grad_norm: 9.2920 2021-02-03 23:46:04,878 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:04:56, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.9565, loss: 0.9565, grad_norm: 9.2317 2021-02-03 23:46:14,851 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:04:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9240, loss: 0.9240, grad_norm: 9.1150 2021-02-03 23:46:24,821 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:04:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9466, loss: 0.9466, grad_norm: 9.2854 2021-02-03 23:46:34,796 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:04:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9195, loss_cls: 0.9391, loss: 0.9391, grad_norm: 9.0932 2021-02-03 23:46:44,764 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:04:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9164, loss_cls: 0.9442, loss: 0.9442, grad_norm: 9.0461 2021-02-03 23:46:54,726 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:04:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.9562, loss: 0.9562, grad_norm: 9.5132 2021-02-03 23:47:04,698 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:03:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9117, loss_cls: 1.0148, loss: 1.0148, grad_norm: 9.4713 2021-02-03 23:47:14,660 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:03:44, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9219, loss_cls: 0.9798, loss: 0.9798, grad_norm: 9.3547 2021-02-03 23:47:24,629 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:03:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9187, loss_cls: 0.9195, loss: 0.9195, grad_norm: 8.9038 2021-02-03 23:47:34,596 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:03:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9141, loss_cls: 0.9854, loss: 0.9854, grad_norm: 9.2829 2021-02-03 23:47:44,561 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:03:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9313, loss_cls: 0.9042, loss: 0.9042, grad_norm: 8.9615 2021-02-03 23:47:54,540 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:03:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0250, loss: 1.0250, grad_norm: 9.2809 2021-02-03 23:48:04,513 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:02:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9133, loss_cls: 0.9662, loss: 0.9662, grad_norm: 9.0999 2021-02-03 23:48:14,482 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:02:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7586, top5_acc: 0.9234, loss_cls: 0.9342, loss: 0.9342, grad_norm: 9.0511 2021-02-03 23:48:24,450 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:02:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9227, loss_cls: 0.9240, loss: 0.9240, grad_norm: 9.0313 2021-02-03 23:48:34,429 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:02:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9187, loss_cls: 0.9449, loss: 0.9449, grad_norm: 9.1397 2021-02-03 23:48:44,400 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:02:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.9370, loss: 0.9370, grad_norm: 9.1643 2021-02-03 23:48:54,382 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:02:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9546, loss: 0.9546, grad_norm: 9.2857 2021-02-03 23:49:04,350 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:01:50, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9419, loss: 0.9419, grad_norm: 9.0328 2021-02-03 23:49:14,333 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:01:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9234, loss_cls: 0.9904, loss: 0.9904, grad_norm: 9.4250 2021-02-03 23:49:24,300 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:01:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9070, loss_cls: 1.0245, loss: 1.0245, grad_norm: 9.6080 2021-02-03 23:49:34,269 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:01:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7195, top5_acc: 0.9062, loss_cls: 1.0430, loss: 1.0430, grad_norm: 9.7086 2021-02-03 23:49:44,242 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:01:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 1.0063, loss: 1.0063, grad_norm: 9.2650 2021-02-03 23:49:54,208 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:00:58, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9039, loss_cls: 1.0236, loss: 1.0236, grad_norm: 9.6223 2021-02-03 23:50:04,185 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:00:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0208, loss: 1.0208, grad_norm: 9.3961 2021-02-03 23:50:14,150 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:00:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 1.0250, loss: 1.0250, grad_norm: 9.4489 2021-02-03 23:50:24,143 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:00:27, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9675, loss: 0.9675, grad_norm: 9.2780 2021-02-03 23:50:34,105 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:00:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9250, loss_cls: 0.9270, loss: 0.9270, grad_norm: 9.0465 2021-02-03 23:50:44,073 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:00:07, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9148, loss_cls: 0.9773, loss: 0.9773, grad_norm: 9.2879 2021-02-03 23:50:54,051 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 0:59:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 1.0016, loss: 1.0016, grad_norm: 9.4069 2021-02-03 23:51:04,027 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 0:59:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9062, loss_cls: 1.0135, loss: 1.0135, grad_norm: 9.7376 2021-02-03 23:51:14,002 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 0:59:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9534, loss: 0.9534, grad_norm: 8.9724 2021-02-03 23:51:23,965 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 0:59:25, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9219, loss_cls: 0.9609, loss: 0.9609, grad_norm: 9.1280 2021-02-03 23:51:33,926 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 0:59:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.9466, loss: 0.9466, grad_norm: 9.4716 2021-02-03 23:51:43,899 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 0:59:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 1.0037, loss: 1.0037, grad_norm: 9.4673 2021-02-03 23:51:53,857 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 0:58:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9669, loss: 0.9669, grad_norm: 9.5007 2021-02-03 23:52:03,831 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 0:58:44, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9156, loss_cls: 0.9293, loss: 0.9293, grad_norm: 9.0080 2021-02-03 23:52:13,806 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 0:58:34, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7242, top5_acc: 0.9187, loss_cls: 0.9884, loss: 0.9884, grad_norm: 9.8587 2021-02-03 23:52:23,783 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 0:58:23, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.9321, loss: 0.9321, grad_norm: 9.2163 2021-02-03 23:52:33,751 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 0:58:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.9099, loss: 0.9099, grad_norm: 9.1251 2021-02-03 23:52:43,716 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 0:58:03, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9062, loss_cls: 0.9614, loss: 0.9614, grad_norm: 9.0738 2021-02-03 23:52:53,680 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 0:57:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0503, loss: 1.0503, grad_norm: 9.4324 2021-02-03 23:53:03,660 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 0:57:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9195, loss_cls: 0.9431, loss: 0.9431, grad_norm: 9.0587 2021-02-03 23:53:07,009 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-02-03 23:53:31,216 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 0:57:31, time: 1.173, data_time: 0.662, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9344, loss: 0.9344, grad_norm: 9.0475 2021-02-03 23:53:41,260 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 0:57:20, time: 0.502, data_time: 0.005, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9330, loss: 0.9330, grad_norm: 8.9217 2021-02-03 23:53:51,219 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 0:57:10, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9273, loss_cls: 0.9534, loss: 0.9534, grad_norm: 9.1746 2021-02-03 23:54:01,184 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 0:57:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9400, loss: 0.9400, grad_norm: 9.0491 2021-02-03 23:54:11,159 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:56:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7695, top5_acc: 0.9187, loss_cls: 0.9232, loss: 0.9232, grad_norm: 8.9640 2021-02-03 23:54:21,130 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:56:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9281, loss_cls: 0.9049, loss: 0.9049, grad_norm: 8.8807 2021-02-03 23:54:31,103 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:56:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9187, loss_cls: 0.9474, loss: 0.9474, grad_norm: 9.1753 2021-02-03 23:54:41,076 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:56:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9219, loss_cls: 0.9221, loss: 0.9221, grad_norm: 8.8078 2021-02-03 23:54:51,062 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:56:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9219, loss_cls: 0.9447, loss: 0.9447, grad_norm: 8.9921 2021-02-03 23:55:01,037 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:55:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 0.9837, loss: 0.9837, grad_norm: 9.0719 2021-02-03 23:55:11,014 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:55:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9250, loss_cls: 0.9192, loss: 0.9192, grad_norm: 9.1228 2021-02-03 23:55:20,987 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:55:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.9627, loss: 0.9627, grad_norm: 9.4574 2021-02-03 23:55:30,990 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:55:27, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.7742, top5_acc: 0.9273, loss_cls: 0.9162, loss: 0.9162, grad_norm: 8.9254 2021-02-03 23:55:40,963 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:55:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9141, loss_cls: 0.9573, loss: 0.9573, grad_norm: 8.7612 2021-02-03 23:55:50,938 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:55:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9211, loss_cls: 0.9532, loss: 0.9532, grad_norm: 9.3513 2021-02-03 23:56:00,925 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:54:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7695, top5_acc: 0.9234, loss_cls: 0.9082, loss: 0.9082, grad_norm: 8.9194 2021-02-03 23:56:10,904 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:54:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9203, loss_cls: 0.9788, loss: 0.9788, grad_norm: 9.2700 2021-02-03 23:56:20,880 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:54:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7188, top5_acc: 0.9039, loss_cls: 1.0869, loss: 1.0869, grad_norm: 9.7453 2021-02-03 23:56:30,858 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:54:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9102, loss_cls: 0.9710, loss: 0.9710, grad_norm: 9.1675 2021-02-03 23:56:40,841 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:54:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7258, top5_acc: 0.8945, loss_cls: 1.0679, loss: 1.0679, grad_norm: 9.5566 2021-02-03 23:56:50,814 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:54:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 1.0255, loss: 1.0255, grad_norm: 9.5449 2021-02-03 23:57:00,796 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:53:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0247, loss: 1.0247, grad_norm: 9.5726 2021-02-03 23:57:10,768 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:53:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9141, loss_cls: 0.9693, loss: 0.9693, grad_norm: 9.3498 2021-02-03 23:57:20,749 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:53:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9258, loss_cls: 0.9344, loss: 0.9344, grad_norm: 9.1568 2021-02-03 23:57:30,728 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:53:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.9833, loss: 0.9833, grad_norm: 9.2986 2021-02-03 23:57:40,711 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:53:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.9424, loss: 0.9424, grad_norm: 9.1715 2021-02-03 23:57:50,681 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:53:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 0.9829, loss: 0.9829, grad_norm: 9.4281 2021-02-03 23:58:00,658 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:52:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.9342, loss: 0.9342, grad_norm: 8.9200 2021-02-03 23:58:10,637 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:52:41, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9375, loss_cls: 0.9080, loss: 0.9080, grad_norm: 9.2448 2021-02-03 23:58:20,624 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:52:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 1.0144, loss: 1.0144, grad_norm: 9.7981 2021-02-03 23:58:30,608 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:52:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9281, loss_cls: 0.8977, loss: 0.8977, grad_norm: 8.9508 2021-02-03 23:58:40,585 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:52:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0651, loss: 1.0651, grad_norm: 9.5260 2021-02-03 23:58:50,568 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:52:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9211, loss_cls: 0.9214, loss: 0.9214, grad_norm: 9.1733 2021-02-03 23:59:00,557 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:51:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9195, loss_cls: 0.9792, loss: 0.9792, grad_norm: 9.2806 2021-02-03 23:59:10,527 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:51:39, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.9952, loss: 0.9952, grad_norm: 9.1748 2021-02-03 23:59:20,507 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:51:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 0.9928, loss: 0.9928, grad_norm: 9.0360 2021-02-03 23:59:30,483 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:51:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7625, top5_acc: 0.9234, loss_cls: 0.9258, loss: 0.9258, grad_norm: 8.7770 2021-02-03 23:59:40,466 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:51:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.9525, loss: 0.9525, grad_norm: 8.9855 2021-02-03 23:59:50,447 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:50:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9234, loss_cls: 0.9281, loss: 0.9281, grad_norm: 9.1822 2021-02-04 00:00:00,435 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:50:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7180, top5_acc: 0.9055, loss_cls: 1.0634, loss: 1.0634, grad_norm: 9.8670 2021-02-04 00:00:11,547 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:50:38, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9234, loss_cls: 0.9613, loss: 0.9613, grad_norm: 9.2257 2021-02-04 00:00:21,556 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:50:27, time: 0.503, data_time: 0.005, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.9284, loss: 0.9284, grad_norm: 9.2232 2021-02-04 00:00:31,538 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:50:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9293, loss: 0.9293, grad_norm: 9.1818 2021-02-04 00:00:41,519 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:50:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9680, loss: 0.9680, grad_norm: 9.1602 2021-02-04 00:00:51,507 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:49:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9062, loss_cls: 1.0014, loss: 1.0014, grad_norm: 9.3116 2021-02-04 00:01:01,480 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:49:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 1.0054, loss: 1.0054, grad_norm: 9.7586 2021-02-04 00:01:11,473 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:49:36, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7281, top5_acc: 0.9156, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.7851 2021-02-04 00:01:21,448 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:49:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9125, loss_cls: 0.9825, loss: 0.9825, grad_norm: 9.3240 2021-02-04 00:01:31,430 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:49:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9344, loss_cls: 0.8880, loss: 0.8880, grad_norm: 8.9193 2021-02-04 00:01:41,407 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:49:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9500, loss: 0.9500, grad_norm: 9.1919 2021-02-04 00:01:51,391 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:48:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9313, loss_cls: 0.9273, loss: 0.9273, grad_norm: 9.1897 2021-02-04 00:02:01,367 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:48:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9305, loss_cls: 0.9247, loss: 0.9247, grad_norm: 9.2090 2021-02-04 00:02:11,341 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:48:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 0.9775, loss: 0.9775, grad_norm: 9.1741 2021-02-04 00:02:21,317 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:48:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0129, loss: 1.0129, grad_norm: 9.3610 2021-02-04 00:02:31,288 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:48:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9180, loss_cls: 0.9781, loss: 0.9781, grad_norm: 9.2820 2021-02-04 00:02:41,271 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:48:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9895, loss: 0.9895, grad_norm: 9.2784 2021-02-04 00:02:51,259 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:47:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.9279, loss: 0.9279, grad_norm: 8.8822 2021-02-04 00:03:01,247 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:47:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9234, loss_cls: 0.9358, loss: 0.9358, grad_norm: 9.4027 2021-02-04 00:03:11,216 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:47:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9242, loss_cls: 0.9621, loss: 0.9621, grad_norm: 9.3160 2021-02-04 00:03:21,188 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:47:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9227, loss_cls: 0.9557, loss: 0.9557, grad_norm: 9.2688 2021-02-04 00:03:31,160 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:47:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9313, loss_cls: 0.9149, loss: 0.9149, grad_norm: 9.2704 2021-02-04 00:03:41,137 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:47:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9281, loss_cls: 0.9116, loss: 0.9116, grad_norm: 9.3703 2021-02-04 00:03:51,103 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:46:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0145, loss: 1.0145, grad_norm: 9.5646 2021-02-04 00:04:01,085 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:46:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9195, loss_cls: 0.9234, loss: 0.9234, grad_norm: 9.3532 2021-02-04 00:04:11,062 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:46:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0482, loss: 1.0482, grad_norm: 9.4634 2021-02-04 00:04:21,054 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:46:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9172, loss_cls: 0.9806, loss: 0.9806, grad_norm: 9.1848 2021-02-04 00:04:31,036 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:46:09, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9211, loss_cls: 0.9709, loss: 0.9709, grad_norm: 9.3234 2021-02-04 00:04:34,357 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-02-04 00:06:12,819 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:06:12,970 - mmaction - INFO - top1_acc 0.4710 top5_acc 0.7602 2021-02-04 00:06:12,971 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:06:13,022 - mmaction - INFO - mean_acc 0.4327 2021-02-04 00:06:13,024 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4710, top5_acc: 0.7602, mean_class_accuracy: 0.4327 2021-02-04 00:06:37,197 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:45:58, time: 1.208, data_time: 0.708, memory: 7066, top1_acc: 0.7367, top5_acc: 0.8930, loss_cls: 1.0144, loss: 1.0144, grad_norm: 9.5391 2021-02-04 00:06:47,236 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:45:47, time: 0.502, data_time: 0.005, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9273, loss_cls: 0.9537, loss: 0.9537, grad_norm: 9.3774 2021-02-04 00:06:57,192 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:45:37, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9148, loss_cls: 0.9603, loss: 0.9603, grad_norm: 9.0241 2021-02-04 00:07:07,148 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:45:27, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 1.0090, loss: 1.0090, grad_norm: 9.3444 2021-02-04 00:07:17,124 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:45:16, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9540, loss: 0.9540, grad_norm: 9.2238 2021-02-04 00:07:27,105 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:45:06, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.9398, loss: 0.9398, grad_norm: 8.8739 2021-02-04 00:07:37,061 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:44:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9266, loss_cls: 0.9469, loss: 0.9469, grad_norm: 9.1365 2021-02-04 00:07:47,029 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:44:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9187, loss_cls: 0.9376, loss: 0.9376, grad_norm: 9.0408 2021-02-04 00:07:56,991 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:44:35, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9195, loss_cls: 0.9450, loss: 0.9450, grad_norm: 9.3565 2021-02-04 00:08:06,960 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:44:25, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9187, loss_cls: 0.9672, loss: 0.9672, grad_norm: 9.3654 2021-02-04 00:08:16,924 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:44:14, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 0.9966, loss: 0.9966, grad_norm: 9.4504 2021-02-04 00:08:26,889 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:44:04, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0166, loss: 1.0166, grad_norm: 9.2413 2021-02-04 00:08:36,848 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:43:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9352, loss_cls: 0.8958, loss: 0.8958, grad_norm: 8.9316 2021-02-04 00:08:46,825 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:43:43, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9336, loss_cls: 0.9005, loss: 0.9005, grad_norm: 8.9352 2021-02-04 00:08:56,786 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:43:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9266, loss_cls: 0.9529, loss: 0.9529, grad_norm: 9.3348 2021-02-04 00:09:06,745 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:43:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9266, loss_cls: 0.8787, loss: 0.8787, grad_norm: 8.8655 2021-02-04 00:09:16,727 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:43:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9203, loss_cls: 0.9546, loss: 0.9546, grad_norm: 9.3436 2021-02-04 00:09:26,704 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:43:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9203, loss_cls: 0.9292, loss: 0.9292, grad_norm: 9.1302 2021-02-04 00:09:36,691 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:42:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9487, loss: 0.9487, grad_norm: 9.2356 2021-02-04 00:09:46,658 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:42:42, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7664, top5_acc: 0.9180, loss_cls: 0.9245, loss: 0.9245, grad_norm: 8.8602 2021-02-04 00:09:56,632 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:42:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9109, loss_cls: 0.9544, loss: 0.9544, grad_norm: 9.2387 2021-02-04 00:10:06,603 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:42:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 0.9991, loss: 0.9991, grad_norm: 9.6045 2021-02-04 00:10:16,586 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:42:11, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7680, top5_acc: 0.9344, loss_cls: 0.8698, loss: 0.8698, grad_norm: 9.0641 2021-02-04 00:10:26,569 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:42:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9062, loss_cls: 0.9862, loss: 0.9862, grad_norm: 9.2571 2021-02-04 00:10:36,550 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:41:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9313, loss_cls: 0.9166, loss: 0.9166, grad_norm: 9.1343 2021-02-04 00:10:46,525 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:41:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9211, loss_cls: 0.9622, loss: 0.9622, grad_norm: 9.4432 2021-02-04 00:10:56,507 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:41:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9187, loss_cls: 1.0047, loss: 1.0047, grad_norm: 9.8702 2021-02-04 00:11:06,472 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:41:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9156, loss_cls: 0.9999, loss: 0.9999, grad_norm: 9.3754 2021-02-04 00:11:16,448 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:41:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9195, loss_cls: 0.9979, loss: 0.9979, grad_norm: 9.5386 2021-02-04 00:11:26,411 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:40:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.8993, loss: 0.8993, grad_norm: 9.0100 2021-02-04 00:11:36,388 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:40:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9070, loss_cls: 1.0045, loss: 1.0045, grad_norm: 9.3871 2021-02-04 00:11:46,363 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:40:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9234, loss_cls: 0.9292, loss: 0.9292, grad_norm: 9.2293 2021-02-04 00:11:56,340 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:40:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.9916, loss: 0.9916, grad_norm: 9.3845 2021-02-04 00:12:06,315 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:40:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9102, loss_cls: 0.9804, loss: 0.9804, grad_norm: 9.2677 2021-02-04 00:12:16,302 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:40:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9203, loss_cls: 0.9681, loss: 0.9681, grad_norm: 9.3846 2021-02-04 00:12:26,270 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:39:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9335, loss: 0.9335, grad_norm: 9.2738 2021-02-04 00:12:36,257 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:39:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8959, loss: 0.8959, grad_norm: 8.9125 2021-02-04 00:12:46,227 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:39:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9433, loss: 0.9433, grad_norm: 9.3342 2021-02-04 00:12:56,200 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:39:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9047, loss_cls: 1.0415, loss: 1.0415, grad_norm: 9.7638 2021-02-04 00:13:06,169 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:39:15, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9597, loss: 0.9597, grad_norm: 9.2384 2021-02-04 00:13:16,156 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:39:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9055, loss_cls: 1.0004, loss: 1.0004, grad_norm: 9.6067 2021-02-04 00:13:26,127 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:38:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9527, loss: 0.9527, grad_norm: 9.2014 2021-02-04 00:13:36,109 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:38:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.9900, loss: 0.9900, grad_norm: 9.4750 2021-02-04 00:13:46,090 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:38:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9627, loss: 0.9627, grad_norm: 9.3035 2021-02-04 00:13:56,198 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:38:24, time: 0.505, data_time: 0.006, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 0.9812, loss: 0.9812, grad_norm: 9.1711 2021-02-04 00:14:06,186 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:38:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 0.9509, loss: 0.9509, grad_norm: 9.2095 2021-02-04 00:14:16,188 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:38:03, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9760, loss: 0.9760, grad_norm: 9.2229 2021-02-04 00:14:26,165 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:37:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9750, loss: 0.9750, grad_norm: 9.5212 2021-02-04 00:14:36,147 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:37:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9729, loss: 0.9729, grad_norm: 9.2898 2021-02-04 00:14:46,112 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:37:32, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9195, loss_cls: 0.9726, loss: 0.9726, grad_norm: 9.5545 2021-02-04 00:14:56,092 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:37:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9203, loss_cls: 0.9598, loss: 0.9598, grad_norm: 9.0873 2021-02-04 00:15:06,066 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:37:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 1.0032, loss: 1.0032, grad_norm: 9.5518 2021-02-04 00:15:16,062 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:37:01, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9000, loss_cls: 1.0210, loss: 1.0210, grad_norm: 9.5920 2021-02-04 00:15:26,034 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:36:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9512, loss: 0.9512, grad_norm: 9.4842 2021-02-04 00:15:36,014 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:36:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9187, loss_cls: 0.9432, loss: 0.9432, grad_norm: 9.7185 2021-02-04 00:15:45,986 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:36:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9164, loss_cls: 0.9834, loss: 0.9834, grad_norm: 9.2372 2021-02-04 00:15:55,971 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:36:20, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9164, loss_cls: 0.9551, loss: 0.9551, grad_norm: 9.5483 2021-02-04 00:16:05,962 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:36:10, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9094, loss_cls: 0.9692, loss: 0.9692, grad_norm: 9.4918 2021-02-04 00:16:15,961 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:35:59, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9566, loss: 0.9566, grad_norm: 9.2460 2021-02-04 00:16:25,944 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:35:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9508, loss: 0.9508, grad_norm: 9.1148 2021-02-04 00:16:35,939 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:35:39, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7734, top5_acc: 0.9195, loss_cls: 0.9168, loss: 0.9168, grad_norm: 9.0234 2021-02-04 00:16:45,918 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:35:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9156, loss_cls: 0.9823, loss: 0.9823, grad_norm: 9.5180 2021-02-04 00:16:55,890 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:35:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9242, loss_cls: 0.9337, loss: 0.9337, grad_norm: 9.1718 2021-02-04 00:17:05,877 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:35:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9156, loss_cls: 0.9728, loss: 0.9728, grad_norm: 9.5705 2021-02-04 00:17:15,842 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:34:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7227, top5_acc: 0.9102, loss_cls: 1.0321, loss: 1.0321, grad_norm: 9.5985 2021-02-04 00:17:25,830 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:34:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 0.9908, loss: 0.9908, grad_norm: 9.4371 2021-02-04 00:17:35,804 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:34:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9395, loss: 0.9395, grad_norm: 9.2079 2021-02-04 00:17:38,544 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-02-04 00:18:05,168 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:34:25, time: 1.255, data_time: 0.741, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9109, loss_cls: 0.9532, loss: 0.9532, grad_norm: 9.1577 2021-02-04 00:18:15,181 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:34:15, time: 0.500, data_time: 0.002, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9328, loss_cls: 0.8671, loss: 0.8671, grad_norm: 9.1579 2021-02-04 00:18:25,152 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:34:04, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9318, loss: 0.9318, grad_norm: 9.3349 2021-02-04 00:18:35,110 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:33:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9540, loss: 0.9540, grad_norm: 9.4415 2021-02-04 00:18:45,090 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:33:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7664, top5_acc: 0.9297, loss_cls: 0.9081, loss: 0.9081, grad_norm: 9.0880 2021-02-04 00:18:55,051 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:33:33, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9195, loss_cls: 0.9300, loss: 0.9300, grad_norm: 9.1185 2021-02-04 00:19:05,045 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:33:23, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9219, loss_cls: 0.9663, loss: 0.9663, grad_norm: 9.6341 2021-02-04 00:19:15,009 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:33:13, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9747, loss: 0.9747, grad_norm: 9.2890 2021-02-04 00:19:24,992 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:33:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7680, top5_acc: 0.9391, loss_cls: 0.8618, loss: 0.8618, grad_norm: 8.7548 2021-02-04 00:19:34,962 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:32:52, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9433, loss: 0.9433, grad_norm: 9.2883 2021-02-04 00:19:44,940 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:32:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7695, top5_acc: 0.9305, loss_cls: 0.8950, loss: 0.8950, grad_norm: 8.9668 2021-02-04 00:19:54,919 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:32:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9117, loss_cls: 1.0007, loss: 1.0007, grad_norm: 9.2560 2021-02-04 00:20:04,888 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:32:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7219, top5_acc: 0.9047, loss_cls: 1.0225, loss: 1.0225, grad_norm: 9.7366 2021-02-04 00:20:14,872 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:32:11, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9741, loss: 0.9741, grad_norm: 9.4815 2021-02-04 00:20:24,857 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:32:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9203, loss_cls: 0.9614, loss: 0.9614, grad_norm: 9.1512 2021-02-04 00:20:34,827 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:31:50, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7719, top5_acc: 0.9328, loss_cls: 0.9019, loss: 0.9019, grad_norm: 9.1169 2021-02-04 00:20:44,807 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:31:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9164, loss_cls: 0.9643, loss: 0.9643, grad_norm: 9.3644 2021-02-04 00:20:54,794 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:31:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9492, loss: 0.9492, grad_norm: 9.4517 2021-02-04 00:21:04,766 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:31:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9776, loss: 0.9776, grad_norm: 9.4423 2021-02-04 00:21:14,739 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:31:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9645, loss: 0.9645, grad_norm: 9.3973 2021-02-04 00:21:24,723 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:30:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9281, loss_cls: 0.9309, loss: 0.9309, grad_norm: 9.3560 2021-02-04 00:21:34,693 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:30:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9273, loss_cls: 0.9284, loss: 0.9284, grad_norm: 9.2462 2021-02-04 00:21:44,667 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:30:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.9994, loss: 0.9994, grad_norm: 9.5277 2021-02-04 00:21:54,648 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:30:28, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0123, loss: 1.0123, grad_norm: 9.6276 2021-02-04 00:22:04,633 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:30:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.9437, loss: 0.9437, grad_norm: 9.2781 2021-02-04 00:22:14,612 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:30:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 0.9560, loss: 0.9560, grad_norm: 9.2440 2021-02-04 00:22:24,598 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:29:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9180, loss_cls: 0.9257, loss: 0.9257, grad_norm: 9.1873 2021-02-04 00:22:34,573 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:29:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9227, loss_cls: 0.9471, loss: 0.9471, grad_norm: 9.4685 2021-02-04 00:22:44,541 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:29:36, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9195, loss_cls: 0.9570, loss: 0.9570, grad_norm: 9.0698 2021-02-04 00:22:54,520 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:29:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 1.0027, loss: 1.0027, grad_norm: 9.4455 2021-02-04 00:23:04,490 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:29:16, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9047, loss_cls: 1.0341, loss: 1.0341, grad_norm: 9.7126 2021-02-04 00:23:14,473 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:29:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9632, loss: 0.9632, grad_norm: 9.2939 2021-02-04 00:23:24,454 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:28:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9109, loss_cls: 0.9315, loss: 0.9315, grad_norm: 9.1151 2021-02-04 00:23:34,438 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:28:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7273, top5_acc: 0.9016, loss_cls: 1.0329, loss: 1.0329, grad_norm: 9.7761 2021-02-04 00:23:44,425 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:28:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9250, loss_cls: 0.9488, loss: 0.9488, grad_norm: 9.3001 2021-02-04 00:23:54,408 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:28:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.9133, loss_cls: 0.9675, loss: 0.9675, grad_norm: 9.7256 2021-02-04 00:24:04,379 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:28:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9156, loss_cls: 0.9316, loss: 0.9316, grad_norm: 9.1971 2021-02-04 00:24:14,365 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:28:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.9551, loss: 0.9551, grad_norm: 9.1621 2021-02-04 00:24:24,333 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:27:53, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9227, loss_cls: 0.9529, loss: 0.9529, grad_norm: 9.5556 2021-02-04 00:24:34,309 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:27:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0381, loss: 1.0381, grad_norm: 9.8809 2021-02-04 00:24:44,297 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:27:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9986, loss: 0.9986, grad_norm: 9.4150 2021-02-04 00:24:54,285 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:27:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9117, loss_cls: 0.9994, loss: 0.9994, grad_norm: 9.6722 2021-02-04 00:25:04,280 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:27:12, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9650, loss: 0.9650, grad_norm: 9.3559 2021-02-04 00:25:14,257 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:27:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7680, top5_acc: 0.9156, loss_cls: 0.9400, loss: 0.9400, grad_norm: 9.0411 2021-02-04 00:25:24,233 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:26:52, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9230, loss: 0.9230, grad_norm: 9.3493 2021-02-04 00:25:34,216 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:26:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.9375, loss: 0.9375, grad_norm: 9.3800 2021-02-04 00:25:44,195 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:26:31, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9305, loss_cls: 0.9092, loss: 0.9092, grad_norm: 9.1606 2021-02-04 00:25:54,175 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:26:21, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9522, loss: 0.9522, grad_norm: 9.2784 2021-02-04 00:26:04,168 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:26:10, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9266, loss_cls: 0.8949, loss: 0.8949, grad_norm: 9.2956 2021-02-04 00:26:14,135 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:26:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 0.9718, loss: 0.9718, grad_norm: 9.7311 2021-02-04 00:26:24,118 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:25:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9741, loss: 0.9741, grad_norm: 9.5751 2021-02-04 00:26:34,094 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:25:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9148, loss_cls: 0.9758, loss: 0.9758, grad_norm: 9.4040 2021-02-04 00:26:44,072 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:25:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9102, loss_cls: 1.0319, loss: 1.0319, grad_norm: 9.5512 2021-02-04 00:26:54,053 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:25:19, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9227, loss_cls: 0.9278, loss: 0.9278, grad_norm: 9.2831 2021-02-04 00:27:04,029 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:25:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9211, loss_cls: 0.9245, loss: 0.9245, grad_norm: 9.0711 2021-02-04 00:27:13,999 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:24:58, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9195, loss_cls: 0.9611, loss: 0.9611, grad_norm: 9.5534 2021-02-04 00:27:23,976 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:24:48, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7695, top5_acc: 0.9203, loss_cls: 0.9038, loss: 0.9038, grad_norm: 9.0503 2021-02-04 00:27:33,936 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:24:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9313, loss_cls: 0.9100, loss: 0.9100, grad_norm: 9.2066 2021-02-04 00:27:43,917 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:24:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9242, loss_cls: 0.9381, loss: 0.9381, grad_norm: 9.4020 2021-02-04 00:27:53,887 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:24:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9250, loss_cls: 0.9432, loss: 0.9432, grad_norm: 9.6038 2021-02-04 00:28:03,884 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:24:07, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9187, loss_cls: 0.9473, loss: 0.9473, grad_norm: 9.4398 2021-02-04 00:28:13,853 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:23:56, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9062, loss_cls: 0.9837, loss: 0.9837, grad_norm: 9.1771 2021-02-04 00:28:23,830 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:23:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 0.9927, loss: 0.9927, grad_norm: 9.4542 2021-02-04 00:28:33,819 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:23:36, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9550, loss: 0.9550, grad_norm: 9.4361 2021-02-04 00:28:43,790 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:23:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9572, loss: 0.9572, grad_norm: 9.3592 2021-02-04 00:28:53,773 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:23:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9039, loss_cls: 0.9932, loss: 0.9932, grad_norm: 9.5191 2021-02-04 00:29:03,751 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:23:05, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7234, top5_acc: 0.9031, loss_cls: 1.0374, loss: 1.0374, grad_norm: 9.8463 2021-02-04 00:29:06,361 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-02-04 00:29:39,891 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:29:40,044 - mmaction - INFO - top1_acc 0.4698 top5_acc 0.7631 2021-02-04 00:29:40,045 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:29:40,058 - mmaction - INFO - mean_acc 0.4303 2021-02-04 00:29:40,061 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4698, top5_acc: 0.7631, mean_class_accuracy: 0.4303 2021-02-04 00:30:08,305 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:22:53, time: 1.412, data_time: 0.900, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9702, loss: 0.9702, grad_norm: 9.4684 2021-02-04 00:30:18,304 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:22:43, time: 0.500, data_time: 0.003, memory: 7066, top1_acc: 0.7352, top5_acc: 0.9055, loss_cls: 1.0250, loss: 1.0250, grad_norm: 9.7295 2021-02-04 00:30:28,267 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:22:32, time: 0.498, data_time: 0.001, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9172, loss_cls: 0.9182, loss: 0.9182, grad_norm: 9.1298 2021-02-04 00:30:38,221 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:22:22, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9148, loss_cls: 1.0330, loss: 1.0330, grad_norm: 9.9366 2021-02-04 00:30:48,182 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:22:12, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9273, loss_cls: 0.9428, loss: 0.9428, grad_norm: 9.5200 2021-02-04 00:30:58,162 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:22:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 0.9935, loss: 0.9935, grad_norm: 9.4303 2021-02-04 00:31:08,131 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:21:51, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9381, loss: 0.9381, grad_norm: 9.3050 2021-02-04 00:31:18,106 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:21:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7727, top5_acc: 0.9281, loss_cls: 0.8641, loss: 0.8641, grad_norm: 8.8691 2021-02-04 00:31:28,093 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:21:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9133, loss_cls: 0.9690, loss: 0.9690, grad_norm: 9.3978 2021-02-04 00:31:38,079 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:21:20, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9148, loss_cls: 0.9774, loss: 0.9774, grad_norm: 9.6623 2021-02-04 00:31:48,067 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:21:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9250, loss_cls: 0.8912, loss: 0.8912, grad_norm: 8.8368 2021-02-04 00:31:58,042 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:21:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7562, top5_acc: 0.9148, loss_cls: 0.9487, loss: 0.9487, grad_norm: 9.4570 2021-02-04 00:32:08,023 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:20:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9305, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.2834 2021-02-04 00:32:18,005 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:20:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9172, loss_cls: 0.9324, loss: 0.9324, grad_norm: 9.1984 2021-02-04 00:32:27,984 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:20:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9227, loss_cls: 0.9659, loss: 0.9659, grad_norm: 9.5175 2021-02-04 00:32:37,966 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:20:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.9227, loss: 0.9227, grad_norm: 9.1897 2021-02-04 00:32:47,943 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:20:08, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9154, loss: 0.9154, grad_norm: 9.1350 2021-02-04 00:32:57,918 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:19:58, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9203, loss_cls: 0.8937, loss: 0.8937, grad_norm: 9.1517 2021-02-04 00:33:07,893 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:19:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9290, loss: 0.9290, grad_norm: 9.3076 2021-02-04 00:33:17,871 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:19:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7414, top5_acc: 0.9203, loss_cls: 0.9400, loss: 0.9400, grad_norm: 9.2353 2021-02-04 00:33:27,845 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:19:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9172, loss_cls: 0.9439, loss: 0.9439, grad_norm: 9.2826 2021-02-04 00:33:37,843 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:19:17, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7500, top5_acc: 0.9227, loss_cls: 0.9576, loss: 0.9576, grad_norm: 9.7176 2021-02-04 00:33:47,832 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:19:06, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7688, top5_acc: 0.9313, loss_cls: 0.8402, loss: 0.8402, grad_norm: 8.8707 2021-02-04 00:33:57,809 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:18:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9086, loss_cls: 0.9585, loss: 0.9585, grad_norm: 9.2176 2021-02-04 00:34:07,800 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:18:46, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9319, loss: 0.9319, grad_norm: 9.3387 2021-02-04 00:34:17,775 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:18:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9344, loss_cls: 0.8546, loss: 0.8546, grad_norm: 9.1282 2021-02-04 00:34:27,761 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:18:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9086, loss_cls: 0.9910, loss: 0.9910, grad_norm: 9.4425 2021-02-04 00:34:37,760 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:18:15, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9211, loss_cls: 0.9440, loss: 0.9440, grad_norm: 9.3476 2021-02-04 00:34:47,732 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:18:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9675, loss: 0.9675, grad_norm: 9.5451 2021-02-04 00:34:57,710 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:17:54, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7633, top5_acc: 0.9273, loss_cls: 0.8946, loss: 0.8946, grad_norm: 9.2127 2021-02-04 00:35:07,707 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:17:44, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9748, loss: 0.9748, grad_norm: 9.4866 2021-02-04 00:35:17,686 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:17:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 0.9892, loss: 0.9892, grad_norm: 9.6341 2021-02-04 00:35:27,666 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:17:23, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9266, loss_cls: 0.9130, loss: 0.9130, grad_norm: 9.1618 2021-02-04 00:35:37,649 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:17:13, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7156, top5_acc: 0.8992, loss_cls: 1.0306, loss: 1.0306, grad_norm: 9.8809 2021-02-04 00:35:47,621 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:17:03, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9094, loss_cls: 0.9875, loss: 0.9875, grad_norm: 9.5619 2021-02-04 00:35:57,611 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:16:52, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9377, loss: 0.9377, grad_norm: 9.2226 2021-02-04 00:36:07,582 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:16:42, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9172, loss_cls: 0.9958, loss: 0.9958, grad_norm: 9.6656 2021-02-04 00:36:17,572 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:16:32, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7328, top5_acc: 0.8969, loss_cls: 1.0682, loss: 1.0682, grad_norm: 9.8076 2021-02-04 00:36:27,543 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:16:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 1.0062, loss: 1.0062, grad_norm: 9.4730 2021-02-04 00:36:37,533 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:16:11, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9266, loss_cls: 0.9012, loss: 0.9012, grad_norm: 8.9245 2021-02-04 00:36:47,509 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:16:01, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 1.0029, loss: 1.0029, grad_norm: 9.6316 2021-02-04 00:36:57,492 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:15:51, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9320, loss_cls: 0.8928, loss: 0.8928, grad_norm: 9.4495 2021-02-04 00:37:07,470 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:15:40, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9141, loss_cls: 0.9938, loss: 0.9938, grad_norm: 9.3145 2021-02-04 00:37:17,445 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:15:30, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9258, loss_cls: 0.9311, loss: 0.9311, grad_norm: 9.2111 2021-02-04 00:37:27,418 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:15:20, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9925, loss: 0.9925, grad_norm: 9.6521 2021-02-04 00:37:37,402 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:15:10, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9242, loss_cls: 0.9246, loss: 0.9246, grad_norm: 9.5004 2021-02-04 00:37:47,371 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:14:59, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9117, loss_cls: 0.9929, loss: 0.9929, grad_norm: 9.2565 2021-02-04 00:37:57,359 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:14:49, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.9426, loss: 0.9426, grad_norm: 9.3813 2021-02-04 00:38:07,332 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:14:39, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9073, loss: 0.9073, grad_norm: 9.2072 2021-02-04 00:38:17,310 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:14:28, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9523, loss: 0.9523, grad_norm: 9.3977 2021-02-04 00:38:27,281 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:14:18, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9195, loss_cls: 0.9333, loss: 0.9333, grad_norm: 9.3584 2021-02-04 00:38:37,275 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:14:08, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9125, loss_cls: 0.9476, loss: 0.9476, grad_norm: 9.4272 2021-02-04 00:38:47,236 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:13:57, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9164, loss_cls: 0.9795, loss: 0.9795, grad_norm: 9.5322 2021-02-04 00:38:57,212 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:13:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9297, loss_cls: 0.9450, loss: 0.9450, grad_norm: 9.7609 2021-02-04 00:39:07,197 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:13:37, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7656, top5_acc: 0.9242, loss_cls: 0.9136, loss: 0.9136, grad_norm: 9.2937 2021-02-04 00:39:17,177 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:13:27, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9380, loss: 0.9380, grad_norm: 9.5524 2021-02-04 00:39:27,158 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:13:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9650, loss: 0.9650, grad_norm: 9.3309 2021-02-04 00:39:37,147 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:13:06, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7602, top5_acc: 0.9195, loss_cls: 0.9508, loss: 0.9508, grad_norm: 9.6270 2021-02-04 00:39:47,122 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:12:56, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9195, loss_cls: 0.9351, loss: 0.9351, grad_norm: 9.2280 2021-02-04 00:39:57,109 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:12:45, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9273, loss_cls: 0.9320, loss: 0.9320, grad_norm: 8.9795 2021-02-04 00:40:07,086 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:12:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 0.9638, loss: 0.9638, grad_norm: 9.4273 2021-02-04 00:40:17,058 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:12:25, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9211, loss_cls: 0.9717, loss: 0.9717, grad_norm: 9.5649 2021-02-04 00:40:27,047 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:12:15, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7609, top5_acc: 0.9273, loss_cls: 0.9219, loss: 0.9219, grad_norm: 9.5022 2021-02-04 00:40:37,027 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:12:04, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9164, loss_cls: 0.9682, loss: 0.9682, grad_norm: 9.4826 2021-02-04 00:40:46,989 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:11:54, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 1.0313, loss: 1.0313, grad_norm: 9.6892 2021-02-04 00:40:56,970 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:11:44, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9582, loss: 0.9582, grad_norm: 9.8053 2021-02-04 00:41:06,944 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:11:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7602, top5_acc: 0.9328, loss_cls: 0.9160, loss: 0.9160, grad_norm: 9.4586 2021-02-04 00:41:09,606 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-02-04 00:41:34,326 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:11:21, time: 1.222, data_time: 0.696, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9078, loss_cls: 0.9713, loss: 0.9713, grad_norm: 9.2281 2021-02-04 00:41:44,376 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:11:11, time: 0.503, data_time: 0.005, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9195, loss_cls: 0.9645, loss: 0.9645, grad_norm: 9.3648 2021-02-04 00:41:54,330 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:11:00, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8908, loss: 0.8908, grad_norm: 9.0076 2021-02-04 00:42:04,306 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:10:50, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9951, loss: 0.9951, grad_norm: 9.3575 2021-02-04 00:42:14,273 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:10:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7742, top5_acc: 0.9141, loss_cls: 0.9272, loss: 0.9272, grad_norm: 9.2385 2021-02-04 00:42:24,236 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:10:29, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9070, loss_cls: 1.0118, loss: 1.0118, grad_norm: 9.6362 2021-02-04 00:42:34,206 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:10:19, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9281, loss_cls: 0.9522, loss: 0.9522, grad_norm: 9.1933 2021-02-04 00:42:44,153 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:10:09, time: 0.497, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9242, loss_cls: 0.8957, loss: 0.8957, grad_norm: 9.2669 2021-02-04 00:42:54,126 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:09:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7617, top5_acc: 0.9211, loss_cls: 0.9206, loss: 0.9206, grad_norm: 9.3076 2021-02-04 00:43:04,093 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:09:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7555, top5_acc: 0.9172, loss_cls: 0.9395, loss: 0.9395, grad_norm: 9.1027 2021-02-04 00:43:14,061 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:09:38, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9596, loss: 0.9596, grad_norm: 9.5782 2021-02-04 00:43:24,028 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:09:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9582, loss: 0.9582, grad_norm: 9.2473 2021-02-04 00:43:33,995 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:09:17, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9443, loss: 0.9443, grad_norm: 9.4893 2021-02-04 00:43:43,971 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:09:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9258, loss_cls: 0.9032, loss: 0.9032, grad_norm: 9.2631 2021-02-04 00:43:53,966 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:08:57, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9039, loss_cls: 1.0570, loss: 1.0570, grad_norm: 9.7260 2021-02-04 00:44:03,935 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:08:46, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7648, top5_acc: 0.9336, loss_cls: 0.8580, loss: 0.8580, grad_norm: 9.1447 2021-02-04 00:44:13,917 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:08:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.9379, loss: 0.9379, grad_norm: 9.5105 2021-02-04 00:44:23,892 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:08:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.8992, loss_cls: 1.0329, loss: 1.0329, grad_norm: 9.7557 2021-02-04 00:44:33,869 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:08:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.9743, loss: 0.9743, grad_norm: 9.4244 2021-02-04 00:44:43,848 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:08:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 1.0206, loss: 1.0206, grad_norm: 9.6288 2021-02-04 00:44:53,830 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:07:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.9267, loss: 0.9267, grad_norm: 9.3058 2021-02-04 00:45:03,801 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:07:45, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7594, top5_acc: 0.9148, loss_cls: 0.9588, loss: 0.9588, grad_norm: 9.3485 2021-02-04 00:45:13,775 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:07:34, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.8929, loss: 0.8929, grad_norm: 9.0736 2021-02-04 00:45:23,746 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:07:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7672, top5_acc: 0.9180, loss_cls: 0.8923, loss: 0.8923, grad_norm: 9.2444 2021-02-04 00:45:33,737 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:07:14, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7703, top5_acc: 0.9328, loss_cls: 0.8802, loss: 0.8802, grad_norm: 9.4347 2021-02-04 00:45:43,721 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:07:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7320, top5_acc: 0.9094, loss_cls: 1.0121, loss: 1.0121, grad_norm: 9.5796 2021-02-04 00:45:53,699 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:06:53, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9653, loss: 0.9653, grad_norm: 9.4263 2021-02-04 00:46:03,673 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:06:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9761, loss: 0.9761, grad_norm: 9.7566 2021-02-04 00:46:13,647 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:06:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9070, loss_cls: 0.9872, loss: 0.9872, grad_norm: 9.4414 2021-02-04 00:46:23,628 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:06:22, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7828, top5_acc: 0.9266, loss_cls: 0.8602, loss: 0.8602, grad_norm: 8.8830 2021-02-04 00:46:33,610 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:06:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7266, top5_acc: 0.9180, loss_cls: 0.9896, loss: 0.9896, grad_norm: 9.6177 2021-02-04 00:46:43,594 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:06:02, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7367, top5_acc: 0.9211, loss_cls: 0.9649, loss: 0.9649, grad_norm: 9.6339 2021-02-04 00:46:53,803 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:05:52, time: 0.510, data_time: 0.012, memory: 7066, top1_acc: 0.7539, top5_acc: 0.9125, loss_cls: 0.9491, loss: 0.9491, grad_norm: 9.6376 2021-02-04 00:47:03,774 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:05:41, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9560, loss: 0.9560, grad_norm: 9.4570 2021-02-04 00:47:13,743 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:05:31, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7445, top5_acc: 0.9172, loss_cls: 0.9624, loss: 0.9624, grad_norm: 9.6554 2021-02-04 00:47:23,736 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:05:21, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9133, loss_cls: 0.9520, loss: 0.9520, grad_norm: 9.5481 2021-02-04 00:47:33,704 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:05:11, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9109, loss_cls: 0.9631, loss: 0.9631, grad_norm: 9.1778 2021-02-04 00:47:43,678 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:05:00, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9227, loss_cls: 0.9280, loss: 0.9280, grad_norm: 9.2271 2021-02-04 00:47:53,669 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:04:50, time: 0.500, data_time: 0.000, memory: 7066, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.2495 2021-02-04 00:48:03,637 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:04:40, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9664, loss: 0.9664, grad_norm: 9.4403 2021-02-04 00:48:13,610 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:04:29, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.8945, loss_cls: 1.0331, loss: 1.0331, grad_norm: 9.6767 2021-02-04 00:48:23,579 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:04:19, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7664, top5_acc: 0.9187, loss_cls: 0.9133, loss: 0.9133, grad_norm: 9.3331 2021-02-04 00:48:33,559 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:04:09, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9892, loss: 0.9892, grad_norm: 9.2496 2021-02-04 00:48:43,529 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:03:59, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8974, loss: 0.8974, grad_norm: 9.1023 2021-02-04 00:48:53,499 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:03:48, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7406, top5_acc: 0.9234, loss_cls: 0.9608, loss: 0.9608, grad_norm: 9.8427 2021-02-04 00:49:03,473 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:03:38, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0324, loss: 1.0324, grad_norm: 9.8938 2021-02-04 00:49:13,435 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:03:28, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7391, top5_acc: 0.9141, loss_cls: 0.9956, loss: 0.9956, grad_norm: 9.7844 2021-02-04 00:49:23,409 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:03:17, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9686, loss: 0.9686, grad_norm: 9.5768 2021-02-04 00:49:33,380 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:03:07, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7672, top5_acc: 0.9258, loss_cls: 0.8937, loss: 0.8937, grad_norm: 9.1355 2021-02-04 00:49:43,359 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:02:57, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7727, top5_acc: 0.9313, loss_cls: 0.8882, loss: 0.8882, grad_norm: 9.0567 2021-02-04 00:49:53,343 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:47, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7312, top5_acc: 0.9117, loss_cls: 1.0064, loss: 1.0064, grad_norm: 9.7582 2021-02-04 00:50:03,315 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:36, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9273, loss_cls: 0.9395, loss: 0.9395, grad_norm: 9.8436 2021-02-04 00:50:13,287 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:02:26, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.8657, loss: 0.8657, grad_norm: 8.9132 2021-02-04 00:50:23,257 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:02:16, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0000, loss: 1.0000, grad_norm: 9.6623 2021-02-04 00:50:33,228 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:02:05, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9242, loss_cls: 0.9409, loss: 0.9409, grad_norm: 9.5958 2021-02-04 00:50:43,207 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:01:55, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7250, top5_acc: 0.9117, loss_cls: 1.0287, loss: 1.0287, grad_norm: 10.0011 2021-02-04 00:50:53,176 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:45, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.9059, loss: 0.9059, grad_norm: 9.6195 2021-02-04 00:51:03,155 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:35, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7297, top5_acc: 0.9180, loss_cls: 0.9957, loss: 0.9957, grad_norm: 9.8729 2021-02-04 00:51:13,131 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:24, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7492, top5_acc: 0.9219, loss_cls: 0.9422, loss: 0.9422, grad_norm: 9.6723 2021-02-04 00:51:23,101 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:14, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7508, top5_acc: 0.9258, loss_cls: 0.9279, loss: 0.9279, grad_norm: 9.4501 2021-02-04 00:51:33,081 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:04, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7641, top5_acc: 0.9250, loss_cls: 0.9176, loss: 0.9176, grad_norm: 9.0857 2021-02-04 00:51:43,081 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:53, time: 0.500, data_time: 0.001, memory: 7066, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9527, loss: 0.9527, grad_norm: 9.4850 2021-02-04 00:51:53,059 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:43, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7469, top5_acc: 0.9055, loss_cls: 0.9892, loss: 0.9892, grad_norm: 9.5612 2021-02-04 00:52:03,033 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:33, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7664, top5_acc: 0.9344, loss_cls: 0.8539, loss: 0.8539, grad_norm: 9.0478 2021-02-04 00:52:13,004 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:23, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7523, top5_acc: 0.9078, loss_cls: 0.9811, loss: 0.9811, grad_norm: 9.6387 2021-02-04 00:52:22,983 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:12, time: 0.499, data_time: 0.000, memory: 7066, top1_acc: 0.7570, top5_acc: 0.9211, loss_cls: 0.9299, loss: 0.9299, grad_norm: 9.3642 2021-02-04 00:52:32,946 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.498, data_time: 0.000, memory: 7066, top1_acc: 0.7305, top5_acc: 0.9078, loss_cls: 1.0110, loss: 1.0110, grad_norm: 9.6853 2021-02-04 00:52:35,541 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-02-04 00:53:08,076 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-04 00:53:08,240 - mmaction - INFO - top1_acc 0.4689 top5_acc 0.7604 2021-02-04 00:53:08,240 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-04 00:53:08,250 - mmaction - INFO - mean_acc 0.4320 2021-02-04 00:53:08,252 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4689, top5_acc: 0.7604, mean_class_accuracy: 0.4320