2021-03-08 21:22:51,080 - 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: 0.12.0+4bbd904 ------------------------------------------------------------ 2021-03-08 21:22:51,092 - mmaction - INFO - Distributed training: True 2021-03-08 21:22:51,092 - mmaction - INFO - Config: /mnt/lustre/huangbinkun/mmaction2/configs/_base_/models/slowonly_r50.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=400, spatial_type='avg', dropout_ratio=0.5), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /mnt/lustre/huangbinkun/mmaction2/configs/_base_/schedules/sgd_150e_warmup.py # optimizer optimizer = dict( type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[90, 130], warmup='linear', warmup_by_epoch=True, warmup_iters=10) total_epochs = 150 /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/slowonly/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb.py _base_ = [ '../../_base_/models/slowonly_r50.py', '../../_base_/schedules/sgd_150e_warmup.py', '../../_base_/default_runtime.py' ] # model settings model = dict( backbone=dict( non_local=((0, 0, 0), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=True, norm_cfg=dict(type='BN3d', requires_grad=True), mode='embedded_gaussian'))) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train' data_root_val = 'data/kinetics400/rawframes_val' ann_file_train = 'data/kinetics400/kinetics400_train_list_rawframes.txt' ann_file_val = 'data/kinetics400/kinetics400_val_list_rawframes.txt' ann_file_test = 'data/kinetics400/kinetics400_val_list_rawframes.txt' 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') 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=8, frame_interval=8, num_clips=1), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, 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='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict( type='SGD', lr=0.04, momentum=0.9, weight_decay=0.0001) # this lr is used for 32 gpus # runtime settings work_dir = './work_dirs/slowonly_nl_embedded_gaussian_r50_8x8x1_150e_kinetics400_rgb' # noqa E501 find_unused_parameters = False 2021-03-08 21:22:51,092 - mmaction - INFO - Set random seed to 0, deterministic: True 2021-03-08 21:22:52,317 - mmaction - INFO - load model from: torchvision://resnet50 2021-03-08 21:22:56,214 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.g.0 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.g.0 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.conv_out 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.bn_out 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.theta 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.theta 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.phi.0 2021-03-08 21:22:56,215 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.0.non_local_block.phi.0 2021-03-08 21:22:56,226 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.g.0 2021-03-08 21:22:56,226 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.g.0 2021-03-08 21:22:56,226 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.conv_out 2021-03-08 21:22:56,226 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.bn_out 2021-03-08 21:22:56,227 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.theta 2021-03-08 21:22:56,227 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.theta 2021-03-08 21:22:56,227 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.phi.0 2021-03-08 21:22:56,227 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.2.non_local_block.phi.0 2021-03-08 21:22:56,248 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.g.0 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.g.0 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.conv_out 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.bn_out 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.theta 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.theta 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.phi.0 2021-03-08 21:22:56,249 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.0.non_local_block.phi.0 2021-03-08 21:22:56,278 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.g.0 2021-03-08 21:22:56,278 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.g.0 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.conv_out 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.bn_out 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.theta 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.theta 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.phi.0 2021-03-08 21:22:56,279 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.2.non_local_block.phi.0 2021-03-08 21:22:56,305 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.g.0 2021-03-08 21:22:56,305 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.g.0 2021-03-08 21:22:56,305 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.conv_out 2021-03-08 21:22:56,306 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.bn_out 2021-03-08 21:22:56,306 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.theta 2021-03-08 21:22:56,306 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.theta 2021-03-08 21:22:56,306 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.phi.0 2021-03-08 21:22:56,306 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.4.non_local_block.phi.0 2021-03-08 21:22:56,406 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-08 21:22:58,114 - mmaction - INFO - Start running, host: huangbinkun@SH-IDC2-172-20-21-21, work_dir: /mnt/lustre/huangbinkun/mmaction2/work_dirs/slowonly_8x8x1_nl/20210308_212202 2021-03-08 21:22:58,114 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2021-03-08 21:23:37,322 - mmaction - INFO - Epoch [1][20/940] lr: 4.073e-03, eta: 3 days, 4:42:56, time: 1.959, data_time: 0.958, memory: 8896, top1_acc: 0.0031, top5_acc: 0.0203, loss_cls: 6.0032, loss: 6.0032, grad_norm: 2.6631 2021-03-08 21:23:54,887 - mmaction - INFO - Epoch [1][40/940] lr: 4.149e-03, eta: 2 days, 7:33:29, time: 0.879, data_time: 0.004, memory: 8896, top1_acc: 0.0070, top5_acc: 0.0371, loss_cls: 5.9096, loss: 5.9096, grad_norm: 2.6596 2021-03-08 21:24:12,392 - mmaction - INFO - Epoch [1][60/940] lr: 4.226e-03, eta: 2 days, 0:27:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.0164, top5_acc: 0.0570, loss_cls: 5.8200, loss: 5.8200, grad_norm: 2.6819 2021-03-08 21:24:29,872 - mmaction - INFO - Epoch [1][80/940] lr: 4.303e-03, eta: 1 day, 20:53:20, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.0271, top5_acc: 0.0898, loss_cls: 5.6942, loss: 5.6942, grad_norm: 2.7275 2021-03-08 21:24:47,340 - mmaction - INFO - Epoch [1][100/940] lr: 4.379e-03, eta: 1 day, 18:44:35, time: 0.873, data_time: 0.001, memory: 8896, top1_acc: 0.0355, top5_acc: 0.1109, loss_cls: 5.5859, loss: 5.5859, grad_norm: 2.7747 2021-03-08 21:25:04,833 - mmaction - INFO - Epoch [1][120/940] lr: 4.456e-03, eta: 1 day, 17:19:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.0471, top5_acc: 0.1389, loss_cls: 5.4173, loss: 5.4173, grad_norm: 2.8440 2021-03-08 21:25:22,328 - mmaction - INFO - Epoch [1][140/940] lr: 4.532e-03, eta: 1 day, 16:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.0568, top5_acc: 0.1641, loss_cls: 5.3048, loss: 5.3048, grad_norm: 2.8936 2021-03-08 21:25:39,803 - mmaction - INFO - Epoch [1][160/940] lr: 4.609e-03, eta: 1 day, 15:31:50, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.0596, top5_acc: 0.1658, loss_cls: 5.2061, loss: 5.2061, grad_norm: 2.9734 2021-03-08 21:25:57,286 - mmaction - INFO - Epoch [1][180/940] lr: 4.686e-03, eta: 1 day, 14:55:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.0713, top5_acc: 0.2037, loss_cls: 5.0814, loss: 5.0814, grad_norm: 3.0082 2021-03-08 21:26:14,763 - mmaction - INFO - Epoch [1][200/940] lr: 4.762e-03, eta: 1 day, 14:27:05, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.0811, top5_acc: 0.2244, loss_cls: 5.0048, loss: 5.0048, grad_norm: 3.0462 2021-03-08 21:26:32,256 - mmaction - INFO - Epoch [1][220/940] lr: 4.839e-03, eta: 1 day, 14:03:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.0850, top5_acc: 0.2398, loss_cls: 4.8794, loss: 4.8794, grad_norm: 3.0852 2021-03-08 21:26:49,733 - mmaction - INFO - Epoch [1][240/940] lr: 4.915e-03, eta: 1 day, 13:43:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.0918, top5_acc: 0.2494, loss_cls: 4.8272, loss: 4.8272, grad_norm: 3.1560 2021-03-08 21:27:07,222 - mmaction - INFO - Epoch [1][260/940] lr: 4.992e-03, eta: 1 day, 13:27:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1004, top5_acc: 0.2684, loss_cls: 4.7449, loss: 4.7449, grad_norm: 3.2052 2021-03-08 21:27:24,720 - mmaction - INFO - Epoch [1][280/940] lr: 5.069e-03, eta: 1 day, 13:12:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.0988, top5_acc: 0.2836, loss_cls: 4.6788, loss: 4.6788, grad_norm: 3.2534 2021-03-08 21:27:42,220 - mmaction - INFO - Epoch [1][300/940] lr: 5.145e-03, eta: 1 day, 13:00:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.1148, top5_acc: 0.2908, loss_cls: 4.6210, loss: 4.6210, grad_norm: 3.2927 2021-03-08 21:27:59,697 - mmaction - INFO - Epoch [1][320/940] lr: 5.222e-03, eta: 1 day, 12:49:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1180, top5_acc: 0.3029, loss_cls: 4.5420, loss: 4.5420, grad_norm: 3.3617 2021-03-08 21:28:17,184 - mmaction - INFO - Epoch [1][340/940] lr: 5.298e-03, eta: 1 day, 12:39:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1258, top5_acc: 0.3256, loss_cls: 4.4379, loss: 4.4379, grad_norm: 3.4046 2021-03-08 21:28:34,666 - mmaction - INFO - Epoch [1][360/940] lr: 5.375e-03, eta: 1 day, 12:31:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1357, top5_acc: 0.3277, loss_cls: 4.4113, loss: 4.4113, grad_norm: 3.4882 2021-03-08 21:28:52,151 - mmaction - INFO - Epoch [1][380/940] lr: 5.451e-03, eta: 1 day, 12:23:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.1432, top5_acc: 0.3381, loss_cls: 4.3536, loss: 4.3536, grad_norm: 3.5027 2021-03-08 21:29:09,629 - mmaction - INFO - Epoch [1][400/940] lr: 5.528e-03, eta: 1 day, 12:16:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1461, top5_acc: 0.3463, loss_cls: 4.2891, loss: 4.2891, grad_norm: 3.5167 2021-03-08 21:29:27,118 - mmaction - INFO - Epoch [1][420/940] lr: 5.605e-03, eta: 1 day, 12:09:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1439, top5_acc: 0.3518, loss_cls: 4.3135, loss: 4.3135, grad_norm: 3.6186 2021-03-08 21:29:44,607 - mmaction - INFO - Epoch [1][440/940] lr: 5.681e-03, eta: 1 day, 12:04:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.1611, top5_acc: 0.3686, loss_cls: 4.2180, loss: 4.2180, grad_norm: 3.6574 2021-03-08 21:30:02,095 - mmaction - INFO - Epoch [1][460/940] lr: 5.758e-03, eta: 1 day, 11:58:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.1557, top5_acc: 0.3750, loss_cls: 4.1877, loss: 4.1877, grad_norm: 3.6758 2021-03-08 21:30:19,565 - mmaction - INFO - Epoch [1][480/940] lr: 5.834e-03, eta: 1 day, 11:53:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1592, top5_acc: 0.3834, loss_cls: 4.1352, loss: 4.1352, grad_norm: 3.7576 2021-03-08 21:30:37,037 - mmaction - INFO - Epoch [1][500/940] lr: 5.911e-03, eta: 1 day, 11:49:10, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.1672, top5_acc: 0.3807, loss_cls: 4.1214, loss: 4.1214, grad_norm: 3.7755 2021-03-08 21:30:54,510 - mmaction - INFO - Epoch [1][520/940] lr: 5.988e-03, eta: 1 day, 11:44:55, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.1791, top5_acc: 0.4029, loss_cls: 4.0418, loss: 4.0418, grad_norm: 3.7730 2021-03-08 21:31:12,009 - mmaction - INFO - Epoch [1][540/940] lr: 6.064e-03, eta: 1 day, 11:41:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.1824, top5_acc: 0.4037, loss_cls: 4.0239, loss: 4.0239, grad_norm: 3.8902 2021-03-08 21:31:29,486 - mmaction - INFO - Epoch [1][560/940] lr: 6.141e-03, eta: 1 day, 11:37:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.1807, top5_acc: 0.4168, loss_cls: 4.0028, loss: 4.0028, grad_norm: 3.9283 2021-03-08 21:31:46,966 - mmaction - INFO - Epoch [1][580/940] lr: 6.217e-03, eta: 1 day, 11:33:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.1889, top5_acc: 0.4115, loss_cls: 3.9817, loss: 3.9817, grad_norm: 3.9311 2021-03-08 21:32:04,456 - mmaction - INFO - Epoch [1][600/940] lr: 6.294e-03, eta: 1 day, 11:30:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.1859, top5_acc: 0.4180, loss_cls: 3.9482, loss: 3.9482, grad_norm: 4.0070 2021-03-08 21:32:21,933 - mmaction - INFO - Epoch [1][620/940] lr: 6.371e-03, eta: 1 day, 11:27:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2027, top5_acc: 0.4324, loss_cls: 3.8764, loss: 3.8764, grad_norm: 3.9792 2021-03-08 21:32:39,412 - mmaction - INFO - Epoch [1][640/940] lr: 6.447e-03, eta: 1 day, 11:24:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2047, top5_acc: 0.4355, loss_cls: 3.8667, loss: 3.8667, grad_norm: 4.0284 2021-03-08 21:32:56,884 - mmaction - INFO - Epoch [1][660/940] lr: 6.524e-03, eta: 1 day, 11:21:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2059, top5_acc: 0.4418, loss_cls: 3.8370, loss: 3.8370, grad_norm: 4.0305 2021-03-08 21:33:14,372 - mmaction - INFO - Epoch [1][680/940] lr: 6.600e-03, eta: 1 day, 11:19:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2029, top5_acc: 0.4408, loss_cls: 3.8395, loss: 3.8395, grad_norm: 4.0980 2021-03-08 21:33:31,853 - mmaction - INFO - Epoch [1][700/940] lr: 6.677e-03, eta: 1 day, 11:16:54, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2178, top5_acc: 0.4584, loss_cls: 3.7706, loss: 3.7706, grad_norm: 4.1219 2021-03-08 21:33:49,338 - mmaction - INFO - Epoch [1][720/940] lr: 6.754e-03, eta: 1 day, 11:14:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2166, top5_acc: 0.4598, loss_cls: 3.7520, loss: 3.7520, grad_norm: 4.1126 2021-03-08 21:34:06,800 - mmaction - INFO - Epoch [1][740/940] lr: 6.830e-03, eta: 1 day, 11:12:19, time: 0.873, data_time: 0.001, memory: 8896, top1_acc: 0.2219, top5_acc: 0.4648, loss_cls: 3.7583, loss: 3.7583, grad_norm: 4.1810 2021-03-08 21:34:24,267 - mmaction - INFO - Epoch [1][760/940] lr: 6.907e-03, eta: 1 day, 11:10:09, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2260, top5_acc: 0.4434, loss_cls: 3.7745, loss: 3.7745, grad_norm: 4.2087 2021-03-08 21:34:41,764 - mmaction - INFO - Epoch [1][780/940] lr: 6.983e-03, eta: 1 day, 11:08:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2182, top5_acc: 0.4645, loss_cls: 3.7407, loss: 3.7407, grad_norm: 4.2915 2021-03-08 21:34:59,241 - mmaction - INFO - Epoch [1][800/940] lr: 7.060e-03, eta: 1 day, 11:06:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2193, top5_acc: 0.4695, loss_cls: 3.6983, loss: 3.6983, grad_norm: 4.3482 2021-03-08 21:35:16,707 - mmaction - INFO - Epoch [1][820/940] lr: 7.137e-03, eta: 1 day, 11:04:19, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2285, top5_acc: 0.4740, loss_cls: 3.6716, loss: 3.6716, grad_norm: 4.3566 2021-03-08 21:35:34,199 - mmaction - INFO - Epoch [1][840/940] lr: 7.213e-03, eta: 1 day, 11:02:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.2332, top5_acc: 0.4807, loss_cls: 3.6428, loss: 3.6428, grad_norm: 4.3211 2021-03-08 21:35:51,687 - mmaction - INFO - Epoch [1][860/940] lr: 7.290e-03, eta: 1 day, 11:00:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2313, top5_acc: 0.4842, loss_cls: 3.6297, loss: 3.6297, grad_norm: 4.3310 2021-03-08 21:36:09,175 - mmaction - INFO - Epoch [1][880/940] lr: 7.366e-03, eta: 1 day, 10:59:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.2508, top5_acc: 0.4844, loss_cls: 3.5917, loss: 3.5917, grad_norm: 4.3539 2021-03-08 21:36:26,656 - mmaction - INFO - Epoch [1][900/940] lr: 7.443e-03, eta: 1 day, 10:57:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2469, top5_acc: 0.4889, loss_cls: 3.5716, loss: 3.5716, grad_norm: 4.4182 2021-03-08 21:36:44,143 - mmaction - INFO - Epoch [1][920/940] lr: 7.520e-03, eta: 1 day, 10:56:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2338, top5_acc: 0.4773, loss_cls: 3.6198, loss: 3.6198, grad_norm: 4.4656 2021-03-08 21:37:01,080 - mmaction - INFO - Epoch [1][940/940] lr: 7.596e-03, eta: 1 day, 10:53:18, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.2415, top5_acc: 0.4872, loss_cls: 3.6168, loss: 3.6168, grad_norm: 4.4387 2021-03-08 21:37:02,598 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-08 21:37:39,506 - mmaction - INFO - Epoch [2][20/940] lr: 7.673e-03, eta: 1 day, 11:34:01, time: 1.740, data_time: 0.816, memory: 8896, top1_acc: 0.2396, top5_acc: 0.4859, loss_cls: 3.5756, loss: 3.5756, grad_norm: 4.4969 2021-03-08 21:37:57,006 - mmaction - INFO - Epoch [2][40/940] lr: 7.749e-03, eta: 1 day, 11:31:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.2592, top5_acc: 0.4982, loss_cls: 3.5132, loss: 3.5132, grad_norm: 4.4503 2021-03-08 21:38:14,503 - mmaction - INFO - Epoch [2][60/940] lr: 7.826e-03, eta: 1 day, 11:29:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2477, top5_acc: 0.5020, loss_cls: 3.5321, loss: 3.5321, grad_norm: 4.5118 2021-03-08 21:38:31,993 - mmaction - INFO - Epoch [2][80/940] lr: 7.903e-03, eta: 1 day, 11:27:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.2541, top5_acc: 0.5023, loss_cls: 3.5449, loss: 3.5449, grad_norm: 4.5116 2021-03-08 21:38:49,466 - mmaction - INFO - Epoch [2][100/940] lr: 7.979e-03, eta: 1 day, 11:25:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2551, top5_acc: 0.5172, loss_cls: 3.4926, loss: 3.4926, grad_norm: 4.5238 2021-03-08 21:39:06,963 - mmaction - INFO - Epoch [2][120/940] lr: 8.056e-03, eta: 1 day, 11:23:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.2518, top5_acc: 0.5008, loss_cls: 3.5388, loss: 3.5388, grad_norm: 4.5211 2021-03-08 21:39:24,442 - mmaction - INFO - Epoch [2][140/940] lr: 8.132e-03, eta: 1 day, 11:21:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2639, top5_acc: 0.5094, loss_cls: 3.4629, loss: 3.4629, grad_norm: 4.5389 2021-03-08 21:39:41,918 - mmaction - INFO - Epoch [2][160/940] lr: 8.209e-03, eta: 1 day, 11:20:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2547, top5_acc: 0.5055, loss_cls: 3.4889, loss: 3.4889, grad_norm: 4.5367 2021-03-08 21:39:59,382 - mmaction - INFO - Epoch [2][180/940] lr: 8.286e-03, eta: 1 day, 11:18:14, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2631, top5_acc: 0.5127, loss_cls: 3.4559, loss: 3.4559, grad_norm: 4.5312 2021-03-08 21:40:16,847 - mmaction - INFO - Epoch [2][200/940] lr: 8.362e-03, eta: 1 day, 11:16:28, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2650, top5_acc: 0.5160, loss_cls: 3.4402, loss: 3.4402, grad_norm: 4.5880 2021-03-08 21:40:34,328 - mmaction - INFO - Epoch [2][220/940] lr: 8.439e-03, eta: 1 day, 11:14:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2707, top5_acc: 0.5154, loss_cls: 3.4203, loss: 3.4203, grad_norm: 4.6208 2021-03-08 21:40:51,824 - mmaction - INFO - Epoch [2][240/940] lr: 8.515e-03, eta: 1 day, 11:13:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.2777, top5_acc: 0.5305, loss_cls: 3.3565, loss: 3.3565, grad_norm: 4.5429 2021-03-08 21:41:09,300 - mmaction - INFO - Epoch [2][260/940] lr: 8.592e-03, eta: 1 day, 11:11:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2742, top5_acc: 0.5166, loss_cls: 3.4161, loss: 3.4161, grad_norm: 4.6294 2021-03-08 21:41:26,796 - mmaction - INFO - Epoch [2][280/940] lr: 8.669e-03, eta: 1 day, 11:10:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.2801, top5_acc: 0.5211, loss_cls: 3.4085, loss: 3.4085, grad_norm: 4.6594 2021-03-08 21:41:44,271 - mmaction - INFO - Epoch [2][300/940] lr: 8.745e-03, eta: 1 day, 11:08:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2777, top5_acc: 0.5209, loss_cls: 3.3759, loss: 3.3759, grad_norm: 4.6142 2021-03-08 21:42:01,749 - mmaction - INFO - Epoch [2][320/940] lr: 8.822e-03, eta: 1 day, 11:07:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2803, top5_acc: 0.5295, loss_cls: 3.3852, loss: 3.3852, grad_norm: 4.5770 2021-03-08 21:42:19,215 - mmaction - INFO - Epoch [2][340/940] lr: 8.898e-03, eta: 1 day, 11:05:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2723, top5_acc: 0.5195, loss_cls: 3.4001, loss: 3.4001, grad_norm: 4.6444 2021-03-08 21:42:36,699 - mmaction - INFO - Epoch [2][360/940] lr: 8.975e-03, eta: 1 day, 11:04:20, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2881, top5_acc: 0.5291, loss_cls: 3.3483, loss: 3.3483, grad_norm: 4.6198 2021-03-08 21:42:54,168 - mmaction - INFO - Epoch [2][380/940] lr: 9.051e-03, eta: 1 day, 11:02:58, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2820, top5_acc: 0.5320, loss_cls: 3.3644, loss: 3.3644, grad_norm: 4.7008 2021-03-08 21:43:11,641 - mmaction - INFO - Epoch [2][400/940] lr: 9.128e-03, eta: 1 day, 11:01:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2816, top5_acc: 0.5354, loss_cls: 3.3048, loss: 3.3048, grad_norm: 4.6707 2021-03-08 21:43:29,119 - mmaction - INFO - Epoch [2][420/940] lr: 9.205e-03, eta: 1 day, 11:00:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2822, top5_acc: 0.5404, loss_cls: 3.3117, loss: 3.3117, grad_norm: 4.6746 2021-03-08 21:43:46,591 - mmaction - INFO - Epoch [2][440/940] lr: 9.281e-03, eta: 1 day, 10:59:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2807, top5_acc: 0.5381, loss_cls: 3.3157, loss: 3.3157, grad_norm: 4.6918 2021-03-08 21:44:04,061 - mmaction - INFO - Epoch [2][460/940] lr: 9.358e-03, eta: 1 day, 10:57:49, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2795, top5_acc: 0.5396, loss_cls: 3.3414, loss: 3.3414, grad_norm: 4.6849 2021-03-08 21:44:21,529 - mmaction - INFO - Epoch [2][480/940] lr: 9.434e-03, eta: 1 day, 10:56:35, time: 0.873, data_time: 0.001, memory: 8896, top1_acc: 0.2955, top5_acc: 0.5492, loss_cls: 3.2834, loss: 3.2834, grad_norm: 4.6601 2021-03-08 21:44:39,008 - mmaction - INFO - Epoch [2][500/940] lr: 9.511e-03, eta: 1 day, 10:55:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2877, top5_acc: 0.5533, loss_cls: 3.2810, loss: 3.2810, grad_norm: 4.7003 2021-03-08 21:44:56,495 - mmaction - INFO - Epoch [2][520/940] lr: 9.588e-03, eta: 1 day, 10:54:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2902, top5_acc: 0.5492, loss_cls: 3.2629, loss: 3.2629, grad_norm: 4.6135 2021-03-08 21:45:13,977 - mmaction - INFO - Epoch [2][540/940] lr: 9.664e-03, eta: 1 day, 10:53:08, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2908, top5_acc: 0.5492, loss_cls: 3.2841, loss: 3.2841, grad_norm: 4.6685 2021-03-08 21:45:31,449 - mmaction - INFO - Epoch [2][560/940] lr: 9.741e-03, eta: 1 day, 10:52:01, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2867, top5_acc: 0.5467, loss_cls: 3.2953, loss: 3.2953, grad_norm: 4.7855 2021-03-08 21:45:48,933 - mmaction - INFO - Epoch [2][580/940] lr: 9.817e-03, eta: 1 day, 10:50:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3035, top5_acc: 0.5545, loss_cls: 3.2576, loss: 3.2576, grad_norm: 4.6790 2021-03-08 21:46:06,400 - mmaction - INFO - Epoch [2][600/940] lr: 9.894e-03, eta: 1 day, 10:49:50, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2865, top5_acc: 0.5383, loss_cls: 3.2790, loss: 3.2790, grad_norm: 4.7089 2021-03-08 21:46:23,890 - mmaction - INFO - Epoch [2][620/940] lr: 9.971e-03, eta: 1 day, 10:48:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3045, top5_acc: 0.5543, loss_cls: 3.2253, loss: 3.2253, grad_norm: 4.6137 2021-03-08 21:46:41,354 - mmaction - INFO - Epoch [2][640/940] lr: 1.005e-02, eta: 1 day, 10:47:45, time: 0.873, data_time: 0.001, memory: 8896, top1_acc: 0.2889, top5_acc: 0.5453, loss_cls: 3.2969, loss: 3.2969, grad_norm: 4.7681 2021-03-08 21:46:58,833 - mmaction - INFO - Epoch [2][660/940] lr: 1.012e-02, eta: 1 day, 10:46:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2877, top5_acc: 0.5420, loss_cls: 3.3071, loss: 3.3071, grad_norm: 4.8101 2021-03-08 21:47:16,313 - mmaction - INFO - Epoch [2][680/940] lr: 1.020e-02, eta: 1 day, 10:45:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3016, top5_acc: 0.5553, loss_cls: 3.2324, loss: 3.2324, grad_norm: 4.7555 2021-03-08 21:47:33,788 - mmaction - INFO - Epoch [2][700/940] lr: 1.028e-02, eta: 1 day, 10:44:46, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2969, top5_acc: 0.5520, loss_cls: 3.2414, loss: 3.2414, grad_norm: 4.8102 2021-03-08 21:47:51,249 - mmaction - INFO - Epoch [2][720/940] lr: 1.035e-02, eta: 1 day, 10:43:47, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.2885, top5_acc: 0.5430, loss_cls: 3.2885, loss: 3.2885, grad_norm: 4.8048 2021-03-08 21:48:08,732 - mmaction - INFO - Epoch [2][740/940] lr: 1.043e-02, eta: 1 day, 10:42:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2936, top5_acc: 0.5459, loss_cls: 3.2820, loss: 3.2820, grad_norm: 4.7055 2021-03-08 21:48:26,217 - mmaction - INFO - Epoch [2][760/940] lr: 1.051e-02, eta: 1 day, 10:41:55, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3000, top5_acc: 0.5594, loss_cls: 3.2089, loss: 3.2089, grad_norm: 4.7429 2021-03-08 21:48:43,705 - mmaction - INFO - Epoch [2][780/940] lr: 1.058e-02, eta: 1 day, 10:41:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3002, top5_acc: 0.5498, loss_cls: 3.2434, loss: 3.2434, grad_norm: 4.7940 2021-03-08 21:49:01,198 - mmaction - INFO - Epoch [2][800/940] lr: 1.066e-02, eta: 1 day, 10:40:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3143, top5_acc: 0.5564, loss_cls: 3.2175, loss: 3.2175, grad_norm: 4.7311 2021-03-08 21:49:18,675 - mmaction - INFO - Epoch [2][820/940] lr: 1.074e-02, eta: 1 day, 10:39:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3025, top5_acc: 0.5473, loss_cls: 3.2754, loss: 3.2754, grad_norm: 4.8280 2021-03-08 21:49:36,150 - mmaction - INFO - Epoch [2][840/940] lr: 1.081e-02, eta: 1 day, 10:38:22, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.2998, top5_acc: 0.5563, loss_cls: 3.2363, loss: 3.2363, grad_norm: 4.7759 2021-03-08 21:49:53,618 - mmaction - INFO - Epoch [2][860/940] lr: 1.089e-02, eta: 1 day, 10:37:29, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3033, top5_acc: 0.5566, loss_cls: 3.2191, loss: 3.2191, grad_norm: 4.7327 2021-03-08 21:50:11,109 - mmaction - INFO - Epoch [2][880/940] lr: 1.097e-02, eta: 1 day, 10:36:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3039, top5_acc: 0.5539, loss_cls: 3.2037, loss: 3.2037, grad_norm: 4.7781 2021-03-08 21:50:28,579 - mmaction - INFO - Epoch [2][900/940] lr: 1.104e-02, eta: 1 day, 10:35:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3027, top5_acc: 0.5682, loss_cls: 3.1905, loss: 3.1905, grad_norm: 4.7833 2021-03-08 21:50:46,066 - mmaction - INFO - Epoch [2][920/940] lr: 1.112e-02, eta: 1 day, 10:35:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.2980, top5_acc: 0.5588, loss_cls: 3.2151, loss: 3.2151, grad_norm: 4.7987 2021-03-08 21:51:02,992 - mmaction - INFO - Epoch [2][940/940] lr: 1.120e-02, eta: 1 day, 10:33:31, time: 0.846, data_time: 0.001, memory: 8896, top1_acc: 0.3040, top5_acc: 0.5580, loss_cls: 3.2125, loss: 3.2125, grad_norm: 4.8034 2021-03-08 21:51:03,752 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-08 21:51:40,455 - mmaction - INFO - Epoch [3][20/940] lr: 1.127e-02, eta: 1 day, 10:54:42, time: 1.775, data_time: 0.891, memory: 8896, top1_acc: 0.3156, top5_acc: 0.5615, loss_cls: 3.1966, loss: 3.1966, grad_norm: 4.7627 2021-03-08 21:51:57,949 - mmaction - INFO - Epoch [3][40/940] lr: 1.135e-02, eta: 1 day, 10:53:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3098, top5_acc: 0.5570, loss_cls: 3.2100, loss: 3.2100, grad_norm: 4.7712 2021-03-08 21:52:15,435 - mmaction - INFO - Epoch [3][60/940] lr: 1.143e-02, eta: 1 day, 10:52:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3203, top5_acc: 0.5680, loss_cls: 3.1350, loss: 3.1350, grad_norm: 4.7156 2021-03-08 21:52:32,916 - mmaction - INFO - Epoch [3][80/940] lr: 1.150e-02, eta: 1 day, 10:51:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3203, top5_acc: 0.5709, loss_cls: 3.1236, loss: 3.1236, grad_norm: 4.6922 2021-03-08 21:52:50,395 - mmaction - INFO - Epoch [3][100/940] lr: 1.158e-02, eta: 1 day, 10:50:45, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3160, top5_acc: 0.5693, loss_cls: 3.1687, loss: 3.1687, grad_norm: 4.6801 2021-03-08 21:53:07,891 - mmaction - INFO - Epoch [3][120/940] lr: 1.166e-02, eta: 1 day, 10:49:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3197, top5_acc: 0.5756, loss_cls: 3.1183, loss: 3.1183, grad_norm: 4.7622 2021-03-08 21:53:25,376 - mmaction - INFO - Epoch [3][140/940] lr: 1.173e-02, eta: 1 day, 10:48:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3207, top5_acc: 0.5809, loss_cls: 3.1053, loss: 3.1053, grad_norm: 4.7232 2021-03-08 21:53:42,848 - mmaction - INFO - Epoch [3][160/940] lr: 1.181e-02, eta: 1 day, 10:47:56, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3189, top5_acc: 0.5738, loss_cls: 3.1135, loss: 3.1135, grad_norm: 4.7357 2021-03-08 21:54:00,320 - mmaction - INFO - Epoch [3][180/940] lr: 1.189e-02, eta: 1 day, 10:47:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3285, top5_acc: 0.5746, loss_cls: 3.1108, loss: 3.1108, grad_norm: 4.8367 2021-03-08 21:54:17,792 - mmaction - INFO - Epoch [3][200/940] lr: 1.196e-02, eta: 1 day, 10:46:05, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3229, top5_acc: 0.5783, loss_cls: 3.1023, loss: 3.1023, grad_norm: 4.8398 2021-03-08 21:54:35,263 - mmaction - INFO - Epoch [3][220/940] lr: 1.204e-02, eta: 1 day, 10:45:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3150, top5_acc: 0.5723, loss_cls: 3.1533, loss: 3.1533, grad_norm: 4.6830 2021-03-08 21:54:52,735 - mmaction - INFO - Epoch [3][240/940] lr: 1.212e-02, eta: 1 day, 10:44:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3186, top5_acc: 0.5752, loss_cls: 3.1170, loss: 3.1170, grad_norm: 4.7580 2021-03-08 21:55:10,204 - mmaction - INFO - Epoch [3][260/940] lr: 1.219e-02, eta: 1 day, 10:43:25, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3174, top5_acc: 0.5713, loss_cls: 3.1126, loss: 3.1126, grad_norm: 4.7929 2021-03-08 21:55:27,683 - mmaction - INFO - Epoch [3][280/940] lr: 1.227e-02, eta: 1 day, 10:42:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3092, top5_acc: 0.5689, loss_cls: 3.1783, loss: 3.1783, grad_norm: 4.7803 2021-03-08 21:55:45,152 - mmaction - INFO - Epoch [3][300/940] lr: 1.235e-02, eta: 1 day, 10:41:41, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3227, top5_acc: 0.5863, loss_cls: 3.0803, loss: 3.0803, grad_norm: 4.6764 2021-03-08 21:56:02,652 - mmaction - INFO - Epoch [3][320/940] lr: 1.242e-02, eta: 1 day, 10:40:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3283, top5_acc: 0.5779, loss_cls: 3.0619, loss: 3.0619, grad_norm: 4.6589 2021-03-08 21:56:20,146 - mmaction - INFO - Epoch [3][340/940] lr: 1.250e-02, eta: 1 day, 10:40:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3215, top5_acc: 0.5734, loss_cls: 3.1167, loss: 3.1167, grad_norm: 4.7451 2021-03-08 21:56:37,622 - mmaction - INFO - Epoch [3][360/940] lr: 1.257e-02, eta: 1 day, 10:39:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3307, top5_acc: 0.5797, loss_cls: 3.1049, loss: 3.1049, grad_norm: 4.8021 2021-03-08 21:56:55,096 - mmaction - INFO - Epoch [3][380/940] lr: 1.265e-02, eta: 1 day, 10:38:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3121, top5_acc: 0.5701, loss_cls: 3.1342, loss: 3.1342, grad_norm: 4.7605 2021-03-08 21:57:12,573 - mmaction - INFO - Epoch [3][400/940] lr: 1.273e-02, eta: 1 day, 10:37:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3223, top5_acc: 0.5834, loss_cls: 3.0728, loss: 3.0728, grad_norm: 4.7481 2021-03-08 21:57:30,062 - mmaction - INFO - Epoch [3][420/940] lr: 1.280e-02, eta: 1 day, 10:36:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3178, top5_acc: 0.5674, loss_cls: 3.1261, loss: 3.1261, grad_norm: 4.7212 2021-03-08 21:57:47,543 - mmaction - INFO - Epoch [3][440/940] lr: 1.288e-02, eta: 1 day, 10:36:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3316, top5_acc: 0.5846, loss_cls: 3.0422, loss: 3.0422, grad_norm: 4.6021 2021-03-08 21:58:05,024 - mmaction - INFO - Epoch [3][460/940] lr: 1.296e-02, eta: 1 day, 10:35:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3248, top5_acc: 0.5803, loss_cls: 3.0790, loss: 3.0790, grad_norm: 4.7362 2021-03-08 21:58:22,491 - mmaction - INFO - Epoch [3][480/940] lr: 1.303e-02, eta: 1 day, 10:34:28, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3162, top5_acc: 0.5787, loss_cls: 3.1071, loss: 3.1071, grad_norm: 4.7380 2021-03-08 21:58:39,978 - mmaction - INFO - Epoch [3][500/940] lr: 1.311e-02, eta: 1 day, 10:33:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3217, top5_acc: 0.5775, loss_cls: 3.1053, loss: 3.1053, grad_norm: 4.7508 2021-03-08 21:58:57,457 - mmaction - INFO - Epoch [3][520/940] lr: 1.319e-02, eta: 1 day, 10:32:57, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3225, top5_acc: 0.5732, loss_cls: 3.1510, loss: 3.1510, grad_norm: 4.6978 2021-03-08 21:59:14,938 - mmaction - INFO - Epoch [3][540/940] lr: 1.326e-02, eta: 1 day, 10:32:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3223, top5_acc: 0.5711, loss_cls: 3.1241, loss: 3.1241, grad_norm: 4.7134 2021-03-08 21:59:32,415 - mmaction - INFO - Epoch [3][560/940] lr: 1.334e-02, eta: 1 day, 10:31:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3250, top5_acc: 0.5783, loss_cls: 3.1298, loss: 3.1298, grad_norm: 4.6830 2021-03-08 21:59:49,899 - mmaction - INFO - Epoch [3][580/940] lr: 1.342e-02, eta: 1 day, 10:30:45, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3299, top5_acc: 0.5766, loss_cls: 3.0990, loss: 3.0990, grad_norm: 4.6870 2021-03-08 22:00:07,391 - mmaction - INFO - Epoch [3][600/940] lr: 1.349e-02, eta: 1 day, 10:30:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3291, top5_acc: 0.5779, loss_cls: 3.1060, loss: 3.1060, grad_norm: 4.6627 2021-03-08 22:00:24,883 - mmaction - INFO - Epoch [3][620/940] lr: 1.357e-02, eta: 1 day, 10:29:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3227, top5_acc: 0.5777, loss_cls: 3.1055, loss: 3.1055, grad_norm: 4.7215 2021-03-08 22:00:42,360 - mmaction - INFO - Epoch [3][640/940] lr: 1.365e-02, eta: 1 day, 10:28:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3316, top5_acc: 0.5906, loss_cls: 3.0552, loss: 3.0552, grad_norm: 4.7205 2021-03-08 22:00:59,844 - mmaction - INFO - Epoch [3][660/940] lr: 1.372e-02, eta: 1 day, 10:27:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3270, top5_acc: 0.5826, loss_cls: 3.0754, loss: 3.0754, grad_norm: 4.6535 2021-03-08 22:01:17,323 - mmaction - INFO - Epoch [3][680/940] lr: 1.380e-02, eta: 1 day, 10:27:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3217, top5_acc: 0.5873, loss_cls: 3.0794, loss: 3.0794, grad_norm: 4.6978 2021-03-08 22:01:34,802 - mmaction - INFO - Epoch [3][700/940] lr: 1.388e-02, eta: 1 day, 10:26:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3385, top5_acc: 0.5771, loss_cls: 3.0770, loss: 3.0770, grad_norm: 4.6900 2021-03-08 22:01:52,287 - mmaction - INFO - Epoch [3][720/940] lr: 1.395e-02, eta: 1 day, 10:25:51, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3336, top5_acc: 0.5877, loss_cls: 3.0797, loss: 3.0797, grad_norm: 4.6101 2021-03-08 22:02:09,781 - mmaction - INFO - Epoch [3][740/940] lr: 1.403e-02, eta: 1 day, 10:25:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3217, top5_acc: 0.5783, loss_cls: 3.1010, loss: 3.1010, grad_norm: 4.6983 2021-03-08 22:02:27,258 - mmaction - INFO - Epoch [3][760/940] lr: 1.411e-02, eta: 1 day, 10:24:30, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3344, top5_acc: 0.5852, loss_cls: 3.0521, loss: 3.0521, grad_norm: 4.6648 2021-03-08 22:02:44,749 - mmaction - INFO - Epoch [3][780/940] lr: 1.418e-02, eta: 1 day, 10:23:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3379, top5_acc: 0.5938, loss_cls: 3.0281, loss: 3.0281, grad_norm: 4.6596 2021-03-08 22:03:02,227 - mmaction - INFO - Epoch [3][800/940] lr: 1.426e-02, eta: 1 day, 10:23:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3373, top5_acc: 0.5990, loss_cls: 3.0104, loss: 3.0104, grad_norm: 4.6038 2021-03-08 22:03:19,711 - mmaction - INFO - Epoch [3][820/940] lr: 1.434e-02, eta: 1 day, 10:22:32, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3299, top5_acc: 0.5809, loss_cls: 3.0702, loss: 3.0702, grad_norm: 4.5932 2021-03-08 22:03:37,184 - mmaction - INFO - Epoch [3][840/940] lr: 1.441e-02, eta: 1 day, 10:21:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3314, top5_acc: 0.5830, loss_cls: 3.0898, loss: 3.0898, grad_norm: 4.6574 2021-03-08 22:03:54,671 - mmaction - INFO - Epoch [3][860/940] lr: 1.449e-02, eta: 1 day, 10:21:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3246, top5_acc: 0.5725, loss_cls: 3.1305, loss: 3.1305, grad_norm: 4.6751 2021-03-08 22:04:12,155 - mmaction - INFO - Epoch [3][880/940] lr: 1.457e-02, eta: 1 day, 10:20:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3416, top5_acc: 0.5984, loss_cls: 3.0125, loss: 3.0125, grad_norm: 4.6117 2021-03-08 22:04:29,654 - mmaction - INFO - Epoch [3][900/940] lr: 1.464e-02, eta: 1 day, 10:19:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3389, top5_acc: 0.5910, loss_cls: 3.0399, loss: 3.0399, grad_norm: 4.6014 2021-03-08 22:04:47,135 - mmaction - INFO - Epoch [3][920/940] lr: 1.472e-02, eta: 1 day, 10:19:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3396, top5_acc: 0.5941, loss_cls: 2.9989, loss: 2.9989, grad_norm: 4.5782 2021-03-08 22:05:04,085 - mmaction - INFO - Epoch [3][940/940] lr: 1.480e-02, eta: 1 day, 10:18:17, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.3395, top5_acc: 0.6004, loss_cls: 3.0264, loss: 3.0264, grad_norm: 4.6377 2021-03-08 22:05:04,744 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-08 22:05:41,858 - mmaction - INFO - Epoch [4][20/940] lr: 1.487e-02, eta: 1 day, 10:32:49, time: 1.809, data_time: 0.895, memory: 8896, top1_acc: 0.3393, top5_acc: 0.5922, loss_cls: 3.0207, loss: 3.0207, grad_norm: 4.5665 2021-03-08 22:05:59,385 - mmaction - INFO - Epoch [4][40/940] lr: 1.495e-02, eta: 1 day, 10:32:08, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.3371, top5_acc: 0.5967, loss_cls: 3.0298, loss: 3.0298, grad_norm: 4.5723 2021-03-08 22:06:16,873 - mmaction - INFO - Epoch [4][60/940] lr: 1.503e-02, eta: 1 day, 10:31:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3447, top5_acc: 0.5979, loss_cls: 2.9834, loss: 2.9834, grad_norm: 4.5545 2021-03-08 22:06:34,356 - mmaction - INFO - Epoch [4][80/940] lr: 1.510e-02, eta: 1 day, 10:30:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3418, top5_acc: 0.5990, loss_cls: 3.0057, loss: 3.0057, grad_norm: 4.5357 2021-03-08 22:06:51,829 - mmaction - INFO - Epoch [4][100/940] lr: 1.518e-02, eta: 1 day, 10:30:01, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3469, top5_acc: 0.5965, loss_cls: 2.9828, loss: 2.9828, grad_norm: 4.5620 2021-03-08 22:07:09,296 - mmaction - INFO - Epoch [4][120/940] lr: 1.526e-02, eta: 1 day, 10:29:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3441, top5_acc: 0.6037, loss_cls: 2.9695, loss: 2.9695, grad_norm: 4.5357 2021-03-08 22:07:26,807 - mmaction - INFO - Epoch [4][140/940] lr: 1.533e-02, eta: 1 day, 10:28:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.3314, top5_acc: 0.6010, loss_cls: 2.9956, loss: 2.9956, grad_norm: 4.6307 2021-03-08 22:07:44,308 - mmaction - INFO - Epoch [4][160/940] lr: 1.541e-02, eta: 1 day, 10:27:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3410, top5_acc: 0.5986, loss_cls: 2.9874, loss: 2.9874, grad_norm: 4.5818 2021-03-08 22:08:01,796 - mmaction - INFO - Epoch [4][180/940] lr: 1.549e-02, eta: 1 day, 10:27:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3572, top5_acc: 0.6006, loss_cls: 2.9337, loss: 2.9337, grad_norm: 4.5021 2021-03-08 22:08:19,309 - mmaction - INFO - Epoch [4][200/940] lr: 1.556e-02, eta: 1 day, 10:26:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3432, top5_acc: 0.5926, loss_cls: 3.0302, loss: 3.0302, grad_norm: 4.6358 2021-03-08 22:08:36,789 - mmaction - INFO - Epoch [4][220/940] lr: 1.564e-02, eta: 1 day, 10:25:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3482, top5_acc: 0.6020, loss_cls: 2.9809, loss: 2.9809, grad_norm: 4.5173 2021-03-08 22:08:54,264 - mmaction - INFO - Epoch [4][240/940] lr: 1.572e-02, eta: 1 day, 10:25:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3389, top5_acc: 0.5926, loss_cls: 3.0012, loss: 3.0012, grad_norm: 4.5793 2021-03-08 22:09:11,747 - mmaction - INFO - Epoch [4][260/940] lr: 1.579e-02, eta: 1 day, 10:24:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3404, top5_acc: 0.5957, loss_cls: 2.9966, loss: 2.9966, grad_norm: 4.6317 2021-03-08 22:09:29,232 - mmaction - INFO - Epoch [4][280/940] lr: 1.587e-02, eta: 1 day, 10:23:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3473, top5_acc: 0.6023, loss_cls: 2.9851, loss: 2.9851, grad_norm: 4.4852 2021-03-08 22:09:46,708 - mmaction - INFO - Epoch [4][300/940] lr: 1.595e-02, eta: 1 day, 10:23:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3406, top5_acc: 0.6008, loss_cls: 3.0322, loss: 3.0322, grad_norm: 4.5830 2021-03-08 22:10:04,193 - mmaction - INFO - Epoch [4][320/940] lr: 1.602e-02, eta: 1 day, 10:22:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3465, top5_acc: 0.5992, loss_cls: 2.9775, loss: 2.9775, grad_norm: 4.5246 2021-03-08 22:10:21,666 - mmaction - INFO - Epoch [4][340/940] lr: 1.610e-02, eta: 1 day, 10:22:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3520, top5_acc: 0.6000, loss_cls: 2.9573, loss: 2.9573, grad_norm: 4.5150 2021-03-08 22:10:39,147 - mmaction - INFO - Epoch [4][360/940] lr: 1.617e-02, eta: 1 day, 10:21:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3545, top5_acc: 0.6127, loss_cls: 2.9321, loss: 2.9321, grad_norm: 4.4778 2021-03-08 22:10:56,627 - mmaction - INFO - Epoch [4][380/940] lr: 1.625e-02, eta: 1 day, 10:20:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3436, top5_acc: 0.5992, loss_cls: 2.9900, loss: 2.9900, grad_norm: 4.5639 2021-03-08 22:11:14,123 - mmaction - INFO - Epoch [4][400/940] lr: 1.633e-02, eta: 1 day, 10:20:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3439, top5_acc: 0.5932, loss_cls: 2.9989, loss: 2.9989, grad_norm: 4.5090 2021-03-08 22:11:31,604 - mmaction - INFO - Epoch [4][420/940] lr: 1.640e-02, eta: 1 day, 10:19:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3492, top5_acc: 0.5941, loss_cls: 2.9867, loss: 2.9867, grad_norm: 4.4750 2021-03-08 22:11:49,093 - mmaction - INFO - Epoch [4][440/940] lr: 1.648e-02, eta: 1 day, 10:18:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3633, top5_acc: 0.6141, loss_cls: 2.9151, loss: 2.9151, grad_norm: 4.4663 2021-03-08 22:12:06,559 - mmaction - INFO - Epoch [4][460/940] lr: 1.656e-02, eta: 1 day, 10:18:15, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3428, top5_acc: 0.5957, loss_cls: 3.0157, loss: 3.0157, grad_norm: 4.5104 2021-03-08 22:12:24,048 - mmaction - INFO - Epoch [4][480/940] lr: 1.663e-02, eta: 1 day, 10:17:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3381, top5_acc: 0.5908, loss_cls: 3.0080, loss: 3.0080, grad_norm: 4.5656 2021-03-08 22:12:41,541 - mmaction - INFO - Epoch [4][500/940] lr: 1.671e-02, eta: 1 day, 10:17:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3365, top5_acc: 0.5910, loss_cls: 2.9911, loss: 2.9911, grad_norm: 4.5336 2021-03-08 22:12:59,019 - mmaction - INFO - Epoch [4][520/940] lr: 1.679e-02, eta: 1 day, 10:16:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3400, top5_acc: 0.5875, loss_cls: 3.0251, loss: 3.0251, grad_norm: 4.4908 2021-03-08 22:13:16,493 - mmaction - INFO - Epoch [4][540/940] lr: 1.686e-02, eta: 1 day, 10:15:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3455, top5_acc: 0.5984, loss_cls: 2.9854, loss: 2.9854, grad_norm: 4.4918 2021-03-08 22:13:33,967 - mmaction - INFO - Epoch [4][560/940] lr: 1.694e-02, eta: 1 day, 10:15:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3396, top5_acc: 0.6027, loss_cls: 2.9737, loss: 2.9737, grad_norm: 4.5132 2021-03-08 22:13:51,466 - mmaction - INFO - Epoch [4][580/940] lr: 1.702e-02, eta: 1 day, 10:14:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3387, top5_acc: 0.5887, loss_cls: 3.0084, loss: 3.0084, grad_norm: 4.5013 2021-03-08 22:14:08,961 - mmaction - INFO - Epoch [4][600/940] lr: 1.709e-02, eta: 1 day, 10:14:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3398, top5_acc: 0.5912, loss_cls: 3.0125, loss: 3.0125, grad_norm: 4.4890 2021-03-08 22:14:26,446 - mmaction - INFO - Epoch [4][620/940] lr: 1.717e-02, eta: 1 day, 10:13:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3514, top5_acc: 0.6041, loss_cls: 2.9441, loss: 2.9441, grad_norm: 4.4695 2021-03-08 22:14:43,915 - mmaction - INFO - Epoch [4][640/940] lr: 1.725e-02, eta: 1 day, 10:12:53, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3469, top5_acc: 0.6045, loss_cls: 2.9675, loss: 2.9675, grad_norm: 4.4824 2021-03-08 22:15:01,393 - mmaction - INFO - Epoch [4][660/940] lr: 1.732e-02, eta: 1 day, 10:12:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3486, top5_acc: 0.6082, loss_cls: 2.9655, loss: 2.9655, grad_norm: 4.4228 2021-03-08 22:15:18,876 - mmaction - INFO - Epoch [4][680/940] lr: 1.740e-02, eta: 1 day, 10:11:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3549, top5_acc: 0.5961, loss_cls: 2.9569, loss: 2.9569, grad_norm: 4.3710 2021-03-08 22:15:36,358 - mmaction - INFO - Epoch [4][700/940] lr: 1.748e-02, eta: 1 day, 10:11:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3443, top5_acc: 0.6053, loss_cls: 2.9629, loss: 2.9629, grad_norm: 4.4315 2021-03-08 22:15:53,840 - mmaction - INFO - Epoch [4][720/940] lr: 1.755e-02, eta: 1 day, 10:10:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3504, top5_acc: 0.6213, loss_cls: 2.9003, loss: 2.9003, grad_norm: 4.4106 2021-03-08 22:16:11,323 - mmaction - INFO - Epoch [4][740/940] lr: 1.763e-02, eta: 1 day, 10:10:00, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3461, top5_acc: 0.6033, loss_cls: 2.9600, loss: 2.9600, grad_norm: 4.4485 2021-03-08 22:16:28,799 - mmaction - INFO - Epoch [4][760/940] lr: 1.771e-02, eta: 1 day, 10:09:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3461, top5_acc: 0.5975, loss_cls: 3.0154, loss: 3.0154, grad_norm: 4.4287 2021-03-08 22:16:46,277 - mmaction - INFO - Epoch [4][780/940] lr: 1.778e-02, eta: 1 day, 10:08:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3490, top5_acc: 0.6074, loss_cls: 2.9486, loss: 2.9486, grad_norm: 4.3644 2021-03-08 22:17:03,755 - mmaction - INFO - Epoch [4][800/940] lr: 1.786e-02, eta: 1 day, 10:08:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3445, top5_acc: 0.5912, loss_cls: 3.0231, loss: 3.0231, grad_norm: 4.4077 2021-03-08 22:17:21,247 - mmaction - INFO - Epoch [4][820/940] lr: 1.794e-02, eta: 1 day, 10:07:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3479, top5_acc: 0.6021, loss_cls: 2.9512, loss: 2.9512, grad_norm: 4.3817 2021-03-08 22:17:38,727 - mmaction - INFO - Epoch [4][840/940] lr: 1.801e-02, eta: 1 day, 10:07:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3529, top5_acc: 0.5941, loss_cls: 2.9885, loss: 2.9885, grad_norm: 4.4066 2021-03-08 22:17:56,213 - mmaction - INFO - Epoch [4][860/940] lr: 1.809e-02, eta: 1 day, 10:06:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3480, top5_acc: 0.6025, loss_cls: 2.9609, loss: 2.9609, grad_norm: 4.3814 2021-03-08 22:18:13,708 - mmaction - INFO - Epoch [4][880/940] lr: 1.817e-02, eta: 1 day, 10:06:07, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3340, top5_acc: 0.5955, loss_cls: 2.9927, loss: 2.9927, grad_norm: 4.4225 2021-03-08 22:18:31,194 - mmaction - INFO - Epoch [4][900/940] lr: 1.824e-02, eta: 1 day, 10:05:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3441, top5_acc: 0.5949, loss_cls: 2.9921, loss: 2.9921, grad_norm: 4.3715 2021-03-08 22:18:48,683 - mmaction - INFO - Epoch [4][920/940] lr: 1.832e-02, eta: 1 day, 10:05:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3445, top5_acc: 0.6000, loss_cls: 2.9669, loss: 2.9669, grad_norm: 4.3682 2021-03-08 22:19:05,623 - mmaction - INFO - Epoch [4][940/940] lr: 1.840e-02, eta: 1 day, 10:04:10, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.3403, top5_acc: 0.5907, loss_cls: 2.9844, loss: 2.9844, grad_norm: 4.4796 2021-03-08 22:19:06,265 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-08 22:19:44,499 - mmaction - INFO - Epoch [5][20/940] lr: 1.847e-02, eta: 1 day, 10:15:30, time: 1.855, data_time: 0.972, memory: 8896, top1_acc: 0.3479, top5_acc: 0.6045, loss_cls: 2.9725, loss: 2.9725, grad_norm: 4.3731 2021-03-08 22:20:02,002 - mmaction - INFO - Epoch [5][40/940] lr: 1.855e-02, eta: 1 day, 10:14:55, time: 0.875, data_time: 0.003, memory: 8896, top1_acc: 0.3635, top5_acc: 0.6170, loss_cls: 2.9004, loss: 2.9004, grad_norm: 4.3091 2021-03-08 22:20:19,475 - mmaction - INFO - Epoch [5][60/940] lr: 1.863e-02, eta: 1 day, 10:14:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3326, top5_acc: 0.6002, loss_cls: 3.0257, loss: 3.0257, grad_norm: 4.4321 2021-03-08 22:20:38,032 - mmaction - INFO - Epoch [5][80/940] lr: 1.870e-02, eta: 1 day, 10:14:22, time: 0.928, data_time: 0.055, memory: 8896, top1_acc: 0.3588, top5_acc: 0.6037, loss_cls: 2.9405, loss: 2.9405, grad_norm: 4.2805 2021-03-08 22:20:55,494 - mmaction - INFO - Epoch [5][100/940] lr: 1.878e-02, eta: 1 day, 10:13:46, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3520, top5_acc: 0.6133, loss_cls: 2.9169, loss: 2.9169, grad_norm: 4.3392 2021-03-08 22:21:12,990 - mmaction - INFO - Epoch [5][120/940] lr: 1.886e-02, eta: 1 day, 10:13:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3482, top5_acc: 0.5990, loss_cls: 2.9648, loss: 2.9648, grad_norm: 4.3103 2021-03-08 22:21:30,485 - mmaction - INFO - Epoch [5][140/940] lr: 1.893e-02, eta: 1 day, 10:12:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3525, top5_acc: 0.6070, loss_cls: 2.9470, loss: 2.9470, grad_norm: 4.3190 2021-03-08 22:21:47,988 - mmaction - INFO - Epoch [5][160/940] lr: 1.901e-02, eta: 1 day, 10:12:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3572, top5_acc: 0.6143, loss_cls: 2.9222, loss: 2.9222, grad_norm: 4.3725 2021-03-08 22:22:05,481 - mmaction - INFO - Epoch [5][180/940] lr: 1.909e-02, eta: 1 day, 10:11:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3639, top5_acc: 0.6201, loss_cls: 2.8906, loss: 2.8906, grad_norm: 4.2918 2021-03-08 22:22:22,949 - mmaction - INFO - Epoch [5][200/940] lr: 1.916e-02, eta: 1 day, 10:10:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3518, top5_acc: 0.6135, loss_cls: 2.8993, loss: 2.8993, grad_norm: 4.2391 2021-03-08 22:22:40,435 - mmaction - INFO - Epoch [5][220/940] lr: 1.924e-02, eta: 1 day, 10:10:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3533, top5_acc: 0.6150, loss_cls: 2.9084, loss: 2.9084, grad_norm: 4.3086 2021-03-08 22:22:57,921 - mmaction - INFO - Epoch [5][240/940] lr: 1.932e-02, eta: 1 day, 10:09:45, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3525, top5_acc: 0.6062, loss_cls: 2.9249, loss: 2.9249, grad_norm: 4.2750 2021-03-08 22:23:15,399 - mmaction - INFO - Epoch [5][260/940] lr: 1.939e-02, eta: 1 day, 10:09:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3602, top5_acc: 0.6096, loss_cls: 2.9365, loss: 2.9365, grad_norm: 4.3165 2021-03-08 22:23:32,886 - mmaction - INFO - Epoch [5][280/940] lr: 1.947e-02, eta: 1 day, 10:08:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3547, top5_acc: 0.6109, loss_cls: 2.9528, loss: 2.9528, grad_norm: 4.3855 2021-03-08 22:23:50,368 - mmaction - INFO - Epoch [5][300/940] lr: 1.955e-02, eta: 1 day, 10:08:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3615, top5_acc: 0.6121, loss_cls: 2.9053, loss: 2.9053, grad_norm: 4.2988 2021-03-08 22:24:07,848 - mmaction - INFO - Epoch [5][320/940] lr: 1.962e-02, eta: 1 day, 10:07:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3729, top5_acc: 0.6150, loss_cls: 2.8827, loss: 2.8827, grad_norm: 4.2872 2021-03-08 22:24:25,353 - mmaction - INFO - Epoch [5][340/940] lr: 1.970e-02, eta: 1 day, 10:06:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3582, top5_acc: 0.6191, loss_cls: 2.9023, loss: 2.9023, grad_norm: 4.2257 2021-03-08 22:24:42,837 - mmaction - INFO - Epoch [5][360/940] lr: 1.977e-02, eta: 1 day, 10:06:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3527, top5_acc: 0.6121, loss_cls: 2.9163, loss: 2.9163, grad_norm: 4.2981 2021-03-08 22:25:00,335 - mmaction - INFO - Epoch [5][380/940] lr: 1.985e-02, eta: 1 day, 10:05:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3607, top5_acc: 0.6141, loss_cls: 2.9170, loss: 2.9170, grad_norm: 4.2835 2021-03-08 22:25:17,805 - mmaction - INFO - Epoch [5][400/940] lr: 1.993e-02, eta: 1 day, 10:05:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3512, top5_acc: 0.6061, loss_cls: 2.9655, loss: 2.9655, grad_norm: 4.1994 2021-03-08 22:25:35,292 - mmaction - INFO - Epoch [5][420/940] lr: 2.000e-02, eta: 1 day, 10:04:45, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3572, top5_acc: 0.6145, loss_cls: 2.8967, loss: 2.8967, grad_norm: 4.2468 2021-03-08 22:25:52,781 - mmaction - INFO - Epoch [5][440/940] lr: 2.008e-02, eta: 1 day, 10:04:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3371, top5_acc: 0.5891, loss_cls: 3.0095, loss: 3.0095, grad_norm: 4.3057 2021-03-08 22:26:10,267 - mmaction - INFO - Epoch [5][460/940] lr: 2.016e-02, eta: 1 day, 10:03:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3553, top5_acc: 0.6129, loss_cls: 2.9109, loss: 2.9109, grad_norm: 4.1803 2021-03-08 22:26:27,778 - mmaction - INFO - Epoch [5][480/940] lr: 2.023e-02, eta: 1 day, 10:03:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.3533, top5_acc: 0.6068, loss_cls: 2.9498, loss: 2.9498, grad_norm: 4.2147 2021-03-08 22:26:45,267 - mmaction - INFO - Epoch [5][500/940] lr: 2.031e-02, eta: 1 day, 10:02:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3604, top5_acc: 0.6139, loss_cls: 2.9231, loss: 2.9231, grad_norm: 4.2857 2021-03-08 22:27:02,758 - mmaction - INFO - Epoch [5][520/940] lr: 2.039e-02, eta: 1 day, 10:02:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3463, top5_acc: 0.5922, loss_cls: 2.9934, loss: 2.9934, grad_norm: 4.2832 2021-03-08 22:27:20,250 - mmaction - INFO - Epoch [5][540/940] lr: 2.046e-02, eta: 1 day, 10:01:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3486, top5_acc: 0.5980, loss_cls: 2.9644, loss: 2.9644, grad_norm: 4.2061 2021-03-08 22:27:37,720 - mmaction - INFO - Epoch [5][560/940] lr: 2.054e-02, eta: 1 day, 10:01:01, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3623, top5_acc: 0.6078, loss_cls: 2.9298, loss: 2.9298, grad_norm: 4.1575 2021-03-08 22:27:55,204 - mmaction - INFO - Epoch [5][580/940] lr: 2.062e-02, eta: 1 day, 10:00:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3566, top5_acc: 0.6139, loss_cls: 2.8936, loss: 2.8936, grad_norm: 4.2458 2021-03-08 22:28:12,688 - mmaction - INFO - Epoch [5][600/940] lr: 2.069e-02, eta: 1 day, 9:59:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3547, top5_acc: 0.6119, loss_cls: 2.9530, loss: 2.9530, grad_norm: 4.1820 2021-03-08 22:28:30,175 - mmaction - INFO - Epoch [5][620/940] lr: 2.077e-02, eta: 1 day, 9:59:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3602, top5_acc: 0.6094, loss_cls: 2.9159, loss: 2.9159, grad_norm: 4.1747 2021-03-08 22:28:47,653 - mmaction - INFO - Epoch [5][640/940] lr: 2.085e-02, eta: 1 day, 9:58:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3605, top5_acc: 0.6104, loss_cls: 2.9031, loss: 2.9031, grad_norm: 4.0574 2021-03-08 22:29:05,139 - mmaction - INFO - Epoch [5][660/940] lr: 2.092e-02, eta: 1 day, 9:58:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3600, top5_acc: 0.6129, loss_cls: 2.9012, loss: 2.9012, grad_norm: 4.1801 2021-03-08 22:29:22,616 - mmaction - INFO - Epoch [5][680/940] lr: 2.100e-02, eta: 1 day, 9:57:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3775, top5_acc: 0.6172, loss_cls: 2.8509, loss: 2.8509, grad_norm: 4.1412 2021-03-08 22:29:40,091 - mmaction - INFO - Epoch [5][700/940] lr: 2.108e-02, eta: 1 day, 9:57:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3615, top5_acc: 0.6062, loss_cls: 2.9391, loss: 2.9391, grad_norm: 4.2823 2021-03-08 22:29:57,567 - mmaction - INFO - Epoch [5][720/940] lr: 2.115e-02, eta: 1 day, 9:56:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3607, top5_acc: 0.6221, loss_cls: 2.8667, loss: 2.8667, grad_norm: 4.0473 2021-03-08 22:30:15,049 - mmaction - INFO - Epoch [5][740/940] lr: 2.123e-02, eta: 1 day, 9:56:20, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3611, top5_acc: 0.6102, loss_cls: 2.9096, loss: 2.9096, grad_norm: 4.1829 2021-03-08 22:30:32,522 - mmaction - INFO - Epoch [5][760/940] lr: 2.131e-02, eta: 1 day, 9:55:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3572, top5_acc: 0.6090, loss_cls: 2.9218, loss: 2.9218, grad_norm: 4.1109 2021-03-08 22:30:50,009 - mmaction - INFO - Epoch [5][780/940] lr: 2.138e-02, eta: 1 day, 9:55:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3598, top5_acc: 0.6197, loss_cls: 2.9033, loss: 2.9033, grad_norm: 4.1647 2021-03-08 22:31:07,491 - mmaction - INFO - Epoch [5][800/940] lr: 2.146e-02, eta: 1 day, 9:54:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3641, top5_acc: 0.6068, loss_cls: 2.9106, loss: 2.9106, grad_norm: 4.1396 2021-03-08 22:31:24,972 - mmaction - INFO - Epoch [5][820/940] lr: 2.154e-02, eta: 1 day, 9:54:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3645, top5_acc: 0.6021, loss_cls: 2.9065, loss: 2.9065, grad_norm: 4.1169 2021-03-08 22:31:42,450 - mmaction - INFO - Epoch [5][840/940] lr: 2.161e-02, eta: 1 day, 9:53:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3738, top5_acc: 0.6172, loss_cls: 2.8576, loss: 2.8576, grad_norm: 4.1330 2021-03-08 22:31:59,945 - mmaction - INFO - Epoch [5][860/940] lr: 2.169e-02, eta: 1 day, 9:53:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3584, top5_acc: 0.6082, loss_cls: 2.9083, loss: 2.9083, grad_norm: 4.1802 2021-03-08 22:32:17,436 - mmaction - INFO - Epoch [5][880/940] lr: 2.177e-02, eta: 1 day, 9:52:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3623, top5_acc: 0.6115, loss_cls: 2.9253, loss: 2.9253, grad_norm: 4.1369 2021-03-08 22:32:34,928 - mmaction - INFO - Epoch [5][900/940] lr: 2.184e-02, eta: 1 day, 9:52:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3568, top5_acc: 0.6170, loss_cls: 2.8970, loss: 2.8970, grad_norm: 4.0893 2021-03-08 22:32:52,397 - mmaction - INFO - Epoch [5][920/940] lr: 2.192e-02, eta: 1 day, 9:51:49, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3512, top5_acc: 0.6129, loss_cls: 2.9378, loss: 2.9378, grad_norm: 4.1632 2021-03-08 22:33:09,334 - mmaction - INFO - Epoch [5][940/940] lr: 2.200e-02, eta: 1 day, 9:51:04, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.3511, top5_acc: 0.6067, loss_cls: 2.9332, loss: 2.9332, grad_norm: 4.1329 2021-03-08 22:33:10,068 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-08 22:33:48,412 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 22:33:49,143 - mmaction - INFO - top1_acc 0.4296 top5_acc 0.6984 2021-03-08 22:33:49,143 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-08 22:33:49,171 - mmaction - INFO - mean_acc 0.4295 2021-03-08 22:33:51,610 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-03-08 22:33:51,611 - mmaction - INFO - Best top1_acc is 0.4296 at 5 epoch. 2021-03-08 22:33:51,618 - mmaction - INFO - Epoch(val) [5][940] top1_acc: 0.4296, top5_acc: 0.6984, mean_class_accuracy: 0.4295 2021-03-08 22:34:44,345 - mmaction - INFO - Epoch [6][20/940] lr: 2.207e-02, eta: 1 day, 10:07:32, time: 2.636, data_time: 1.747, memory: 8896, top1_acc: 0.3658, top5_acc: 0.6271, loss_cls: 2.8757, loss: 2.8757, grad_norm: 4.1109 2021-03-08 22:35:01,874 - mmaction - INFO - Epoch [6][40/940] lr: 2.215e-02, eta: 1 day, 10:07:00, time: 0.876, data_time: 0.004, memory: 8896, top1_acc: 0.3553, top5_acc: 0.6100, loss_cls: 2.9022, loss: 2.9022, grad_norm: 4.0954 2021-03-08 22:35:19,365 - mmaction - INFO - Epoch [6][60/940] lr: 2.223e-02, eta: 1 day, 10:06:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3730, top5_acc: 0.6193, loss_cls: 2.8462, loss: 2.8462, grad_norm: 4.0873 2021-03-08 22:35:36,852 - mmaction - INFO - Epoch [6][80/940] lr: 2.230e-02, eta: 1 day, 10:05:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3660, top5_acc: 0.6105, loss_cls: 2.9034, loss: 2.9034, grad_norm: 4.0791 2021-03-08 22:35:54,362 - mmaction - INFO - Epoch [6][100/940] lr: 2.238e-02, eta: 1 day, 10:05:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3836, top5_acc: 0.6295, loss_cls: 2.8158, loss: 2.8158, grad_norm: 4.0653 2021-03-08 22:36:11,849 - mmaction - INFO - Epoch [6][120/940] lr: 2.246e-02, eta: 1 day, 10:04:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3695, top5_acc: 0.6139, loss_cls: 2.8793, loss: 2.8793, grad_norm: 4.0696 2021-03-08 22:36:29,352 - mmaction - INFO - Epoch [6][140/940] lr: 2.253e-02, eta: 1 day, 10:04:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3629, top5_acc: 0.6205, loss_cls: 2.8828, loss: 2.8828, grad_norm: 4.0895 2021-03-08 22:36:46,832 - mmaction - INFO - Epoch [6][160/940] lr: 2.261e-02, eta: 1 day, 10:03:42, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3623, top5_acc: 0.6236, loss_cls: 2.8573, loss: 2.8573, grad_norm: 4.0336 2021-03-08 22:37:04,316 - mmaction - INFO - Epoch [6][180/940] lr: 2.269e-02, eta: 1 day, 10:03:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3703, top5_acc: 0.6307, loss_cls: 2.8220, loss: 2.8220, grad_norm: 4.0517 2021-03-08 22:37:21,796 - mmaction - INFO - Epoch [6][200/940] lr: 2.276e-02, eta: 1 day, 10:02:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3746, top5_acc: 0.6359, loss_cls: 2.8045, loss: 2.8045, grad_norm: 3.9825 2021-03-08 22:37:39,285 - mmaction - INFO - Epoch [6][220/940] lr: 2.284e-02, eta: 1 day, 10:02:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3695, top5_acc: 0.6186, loss_cls: 2.8694, loss: 2.8694, grad_norm: 4.0817 2021-03-08 22:37:56,773 - mmaction - INFO - Epoch [6][240/940] lr: 2.292e-02, eta: 1 day, 10:01:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3633, top5_acc: 0.6193, loss_cls: 2.8607, loss: 2.8607, grad_norm: 4.0432 2021-03-08 22:38:14,275 - mmaction - INFO - Epoch [6][260/940] lr: 2.299e-02, eta: 1 day, 10:00:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3715, top5_acc: 0.6221, loss_cls: 2.8745, loss: 2.8745, grad_norm: 4.0293 2021-03-08 22:38:31,760 - mmaction - INFO - Epoch [6][280/940] lr: 2.307e-02, eta: 1 day, 10:00:27, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3744, top5_acc: 0.6191, loss_cls: 2.8711, loss: 2.8711, grad_norm: 4.0434 2021-03-08 22:38:49,250 - mmaction - INFO - Epoch [6][300/940] lr: 2.315e-02, eta: 1 day, 9:59:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3621, top5_acc: 0.6117, loss_cls: 2.8930, loss: 2.8930, grad_norm: 4.0138 2021-03-08 22:39:06,736 - mmaction - INFO - Epoch [6][320/940] lr: 2.322e-02, eta: 1 day, 9:59:23, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3818, top5_acc: 0.6229, loss_cls: 2.8104, loss: 2.8104, grad_norm: 3.9369 2021-03-08 22:39:24,203 - mmaction - INFO - Epoch [6][340/940] lr: 2.330e-02, eta: 1 day, 9:58:51, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3648, top5_acc: 0.6303, loss_cls: 2.8473, loss: 2.8473, grad_norm: 3.9946 2021-03-08 22:39:41,686 - mmaction - INFO - Epoch [6][360/940] lr: 2.337e-02, eta: 1 day, 9:58:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3617, top5_acc: 0.6076, loss_cls: 2.9291, loss: 2.9291, grad_norm: 3.9744 2021-03-08 22:39:59,189 - mmaction - INFO - Epoch [6][380/940] lr: 2.345e-02, eta: 1 day, 9:57:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3742, top5_acc: 0.6205, loss_cls: 2.8400, loss: 2.8400, grad_norm: 3.9002 2021-03-08 22:40:16,692 - mmaction - INFO - Epoch [6][400/940] lr: 2.353e-02, eta: 1 day, 9:57:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3658, top5_acc: 0.6246, loss_cls: 2.8873, loss: 2.8873, grad_norm: 4.0521 2021-03-08 22:40:34,167 - mmaction - INFO - Epoch [6][420/940] lr: 2.360e-02, eta: 1 day, 9:56:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3740, top5_acc: 0.6270, loss_cls: 2.8492, loss: 2.8492, grad_norm: 3.9515 2021-03-08 22:40:51,653 - mmaction - INFO - Epoch [6][440/940] lr: 2.368e-02, eta: 1 day, 9:56:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3701, top5_acc: 0.6150, loss_cls: 2.8665, loss: 2.8665, grad_norm: 4.0037 2021-03-08 22:41:09,158 - mmaction - INFO - Epoch [6][460/940] lr: 2.376e-02, eta: 1 day, 9:55:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.3717, top5_acc: 0.6256, loss_cls: 2.8517, loss: 2.8517, grad_norm: 3.8823 2021-03-08 22:41:26,645 - mmaction - INFO - Epoch [6][480/940] lr: 2.383e-02, eta: 1 day, 9:55:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3773, top5_acc: 0.6273, loss_cls: 2.8407, loss: 2.8407, grad_norm: 3.9432 2021-03-08 22:41:44,138 - mmaction - INFO - Epoch [6][500/940] lr: 2.391e-02, eta: 1 day, 9:54:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3615, top5_acc: 0.6219, loss_cls: 2.8345, loss: 2.8345, grad_norm: 4.0015 2021-03-08 22:42:01,621 - mmaction - INFO - Epoch [6][520/940] lr: 2.399e-02, eta: 1 day, 9:54:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3725, top5_acc: 0.6268, loss_cls: 2.8487, loss: 2.8487, grad_norm: 3.9579 2021-03-08 22:42:19,101 - mmaction - INFO - Epoch [6][540/940] lr: 2.406e-02, eta: 1 day, 9:53:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3791, top5_acc: 0.6326, loss_cls: 2.8288, loss: 2.8288, grad_norm: 4.0352 2021-03-08 22:42:36,589 - mmaction - INFO - Epoch [6][560/940] lr: 2.414e-02, eta: 1 day, 9:53:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3730, top5_acc: 0.6170, loss_cls: 2.8916, loss: 2.8916, grad_norm: 3.9938 2021-03-08 22:42:54,108 - mmaction - INFO - Epoch [6][580/940] lr: 2.422e-02, eta: 1 day, 9:52:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3797, top5_acc: 0.6264, loss_cls: 2.8312, loss: 2.8312, grad_norm: 3.9574 2021-03-08 22:43:11,607 - mmaction - INFO - Epoch [6][600/940] lr: 2.429e-02, eta: 1 day, 9:52:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3736, top5_acc: 0.6197, loss_cls: 2.8264, loss: 2.8264, grad_norm: 3.9558 2021-03-08 22:43:29,088 - mmaction - INFO - Epoch [6][620/940] lr: 2.437e-02, eta: 1 day, 9:51:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3697, top5_acc: 0.6283, loss_cls: 2.8301, loss: 2.8301, grad_norm: 3.8606 2021-03-08 22:43:46,578 - mmaction - INFO - Epoch [6][640/940] lr: 2.445e-02, eta: 1 day, 9:51:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3600, top5_acc: 0.6188, loss_cls: 2.8753, loss: 2.8753, grad_norm: 3.9505 2021-03-08 22:44:04,096 - mmaction - INFO - Epoch [6][660/940] lr: 2.452e-02, eta: 1 day, 9:50:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.3637, top5_acc: 0.6113, loss_cls: 2.9093, loss: 2.9093, grad_norm: 3.9011 2021-03-08 22:44:21,606 - mmaction - INFO - Epoch [6][680/940] lr: 2.460e-02, eta: 1 day, 9:50:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3684, top5_acc: 0.6314, loss_cls: 2.8294, loss: 2.8294, grad_norm: 3.8899 2021-03-08 22:44:39,110 - mmaction - INFO - Epoch [6][700/940] lr: 2.468e-02, eta: 1 day, 9:49:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3764, top5_acc: 0.6291, loss_cls: 2.8155, loss: 2.8155, grad_norm: 3.9087 2021-03-08 22:44:56,597 - mmaction - INFO - Epoch [6][720/940] lr: 2.475e-02, eta: 1 day, 9:49:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3752, top5_acc: 0.6299, loss_cls: 2.8434, loss: 2.8434, grad_norm: 3.9330 2021-03-08 22:45:14,092 - mmaction - INFO - Epoch [6][740/940] lr: 2.483e-02, eta: 1 day, 9:48:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3748, top5_acc: 0.6193, loss_cls: 2.8688, loss: 2.8688, grad_norm: 3.8786 2021-03-08 22:45:31,594 - mmaction - INFO - Epoch [6][760/940] lr: 2.491e-02, eta: 1 day, 9:48:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3678, top5_acc: 0.6219, loss_cls: 2.8769, loss: 2.8769, grad_norm: 3.8364 2021-03-08 22:45:49,088 - mmaction - INFO - Epoch [6][780/940] lr: 2.498e-02, eta: 1 day, 9:47:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3666, top5_acc: 0.6168, loss_cls: 2.8859, loss: 2.8859, grad_norm: 3.8856 2021-03-08 22:46:06,579 - mmaction - INFO - Epoch [6][800/940] lr: 2.506e-02, eta: 1 day, 9:47:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3729, top5_acc: 0.6186, loss_cls: 2.8796, loss: 2.8796, grad_norm: 3.7848 2021-03-08 22:46:24,086 - mmaction - INFO - Epoch [6][820/940] lr: 2.514e-02, eta: 1 day, 9:46:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3764, top5_acc: 0.6312, loss_cls: 2.8100, loss: 2.8100, grad_norm: 3.8507 2021-03-08 22:46:41,576 - mmaction - INFO - Epoch [6][840/940] lr: 2.521e-02, eta: 1 day, 9:46:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3645, top5_acc: 0.6158, loss_cls: 2.8789, loss: 2.8789, grad_norm: 3.8890 2021-03-08 22:46:59,065 - mmaction - INFO - Epoch [6][860/940] lr: 2.529e-02, eta: 1 day, 9:45:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3693, top5_acc: 0.6297, loss_cls: 2.8564, loss: 2.8564, grad_norm: 3.8255 2021-03-08 22:47:16,553 - mmaction - INFO - Epoch [6][880/940] lr: 2.537e-02, eta: 1 day, 9:45:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3916, top5_acc: 0.6369, loss_cls: 2.7695, loss: 2.7695, grad_norm: 3.8045 2021-03-08 22:47:34,038 - mmaction - INFO - Epoch [6][900/940] lr: 2.544e-02, eta: 1 day, 9:44:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3822, top5_acc: 0.6238, loss_cls: 2.8070, loss: 2.8070, grad_norm: 3.9402 2021-03-08 22:47:51,538 - mmaction - INFO - Epoch [6][920/940] lr: 2.552e-02, eta: 1 day, 9:44:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3748, top5_acc: 0.6164, loss_cls: 2.8602, loss: 2.8602, grad_norm: 3.7951 2021-03-08 22:48:08,481 - mmaction - INFO - Epoch [6][940/940] lr: 2.560e-02, eta: 1 day, 9:43:37, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.3592, top5_acc: 0.6191, loss_cls: 2.8815, loss: 2.8815, grad_norm: 3.8042 2021-03-08 22:48:09,429 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-08 22:48:48,698 - mmaction - INFO - Epoch [7][20/940] lr: 2.567e-02, eta: 1 day, 9:51:17, time: 1.896, data_time: 1.006, memory: 8896, top1_acc: 0.3848, top5_acc: 0.6312, loss_cls: 2.7969, loss: 2.7969, grad_norm: 3.7890 2021-03-08 22:49:06,232 - mmaction - INFO - Epoch [7][40/940] lr: 2.575e-02, eta: 1 day, 9:50:48, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.3729, top5_acc: 0.6355, loss_cls: 2.7889, loss: 2.7889, grad_norm: 3.8820 2021-03-08 22:49:23,722 - mmaction - INFO - Epoch [7][60/940] lr: 2.583e-02, eta: 1 day, 9:50:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3689, top5_acc: 0.6213, loss_cls: 2.8530, loss: 2.8530, grad_norm: 3.8839 2021-03-08 22:49:41,218 - mmaction - INFO - Epoch [7][80/940] lr: 2.590e-02, eta: 1 day, 9:49:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3730, top5_acc: 0.6305, loss_cls: 2.8309, loss: 2.8309, grad_norm: 3.8588 2021-03-08 22:49:58,715 - mmaction - INFO - Epoch [7][100/940] lr: 2.598e-02, eta: 1 day, 9:49:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3736, top5_acc: 0.6236, loss_cls: 2.8440, loss: 2.8440, grad_norm: 3.8316 2021-03-08 22:50:16,206 - mmaction - INFO - Epoch [7][120/940] lr: 2.606e-02, eta: 1 day, 9:48:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3896, top5_acc: 0.6414, loss_cls: 2.7451, loss: 2.7451, grad_norm: 3.7674 2021-03-08 22:50:33,696 - mmaction - INFO - Epoch [7][140/940] lr: 2.613e-02, eta: 1 day, 9:48:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3857, top5_acc: 0.6326, loss_cls: 2.7892, loss: 2.7892, grad_norm: 3.8313 2021-03-08 22:50:51,196 - mmaction - INFO - Epoch [7][160/940] lr: 2.621e-02, eta: 1 day, 9:47:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3738, top5_acc: 0.6254, loss_cls: 2.8167, loss: 2.8167, grad_norm: 3.7681 2021-03-08 22:51:08,677 - mmaction - INFO - Epoch [7][180/940] lr: 2.629e-02, eta: 1 day, 9:47:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3797, top5_acc: 0.6252, loss_cls: 2.8375, loss: 2.8375, grad_norm: 3.8320 2021-03-08 22:51:26,174 - mmaction - INFO - Epoch [7][200/940] lr: 2.636e-02, eta: 1 day, 9:46:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3736, top5_acc: 0.6340, loss_cls: 2.8241, loss: 2.8241, grad_norm: 3.8533 2021-03-08 22:51:43,659 - mmaction - INFO - Epoch [7][220/940] lr: 2.644e-02, eta: 1 day, 9:46:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3719, top5_acc: 0.6199, loss_cls: 2.8624, loss: 2.8624, grad_norm: 3.7458 2021-03-08 22:52:01,157 - mmaction - INFO - Epoch [7][240/940] lr: 2.652e-02, eta: 1 day, 9:45:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3939, top5_acc: 0.6383, loss_cls: 2.7497, loss: 2.7497, grad_norm: 3.8112 2021-03-08 22:52:18,658 - mmaction - INFO - Epoch [7][260/940] lr: 2.659e-02, eta: 1 day, 9:45:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3818, top5_acc: 0.6221, loss_cls: 2.8160, loss: 2.8160, grad_norm: 3.7752 2021-03-08 22:52:36,143 - mmaction - INFO - Epoch [7][280/940] lr: 2.667e-02, eta: 1 day, 9:44:50, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3809, top5_acc: 0.6211, loss_cls: 2.8258, loss: 2.8258, grad_norm: 3.7643 2021-03-08 22:52:53,635 - mmaction - INFO - Epoch [7][300/940] lr: 2.675e-02, eta: 1 day, 9:44:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3875, top5_acc: 0.6359, loss_cls: 2.7460, loss: 2.7460, grad_norm: 3.7605 2021-03-08 22:53:11,116 - mmaction - INFO - Epoch [7][320/940] lr: 2.682e-02, eta: 1 day, 9:43:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3734, top5_acc: 0.6264, loss_cls: 2.8000, loss: 2.8000, grad_norm: 3.7846 2021-03-08 22:53:28,593 - mmaction - INFO - Epoch [7][340/940] lr: 2.690e-02, eta: 1 day, 9:43:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3803, top5_acc: 0.6273, loss_cls: 2.8403, loss: 2.8403, grad_norm: 3.7902 2021-03-08 22:53:46,076 - mmaction - INFO - Epoch [7][360/940] lr: 2.697e-02, eta: 1 day, 9:42:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3900, top5_acc: 0.6311, loss_cls: 2.7885, loss: 2.7885, grad_norm: 3.7687 2021-03-08 22:54:03,567 - mmaction - INFO - Epoch [7][380/940] lr: 2.705e-02, eta: 1 day, 9:42:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3758, top5_acc: 0.6340, loss_cls: 2.8258, loss: 2.8258, grad_norm: 3.7927 2021-03-08 22:54:21,055 - mmaction - INFO - Epoch [7][400/940] lr: 2.713e-02, eta: 1 day, 9:41:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3777, top5_acc: 0.6402, loss_cls: 2.7865, loss: 2.7865, grad_norm: 3.6987 2021-03-08 22:54:38,552 - mmaction - INFO - Epoch [7][420/940] lr: 2.720e-02, eta: 1 day, 9:41:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3914, top5_acc: 0.6357, loss_cls: 2.7852, loss: 2.7852, grad_norm: 3.7165 2021-03-08 22:54:56,036 - mmaction - INFO - Epoch [7][440/940] lr: 2.728e-02, eta: 1 day, 9:40:57, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.3793, top5_acc: 0.6195, loss_cls: 2.8283, loss: 2.8283, grad_norm: 3.7890 2021-03-08 22:55:13,527 - mmaction - INFO - Epoch [7][460/940] lr: 2.736e-02, eta: 1 day, 9:40:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3736, top5_acc: 0.6285, loss_cls: 2.8325, loss: 2.8325, grad_norm: 3.7058 2021-03-08 22:55:31,011 - mmaction - INFO - Epoch [7][480/940] lr: 2.743e-02, eta: 1 day, 9:40:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3697, top5_acc: 0.6270, loss_cls: 2.8309, loss: 2.8309, grad_norm: 3.7696 2021-03-08 22:55:48,489 - mmaction - INFO - Epoch [7][500/940] lr: 2.751e-02, eta: 1 day, 9:39:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3920, top5_acc: 0.6451, loss_cls: 2.7484, loss: 2.7484, grad_norm: 3.6889 2021-03-08 22:56:05,971 - mmaction - INFO - Epoch [7][520/940] lr: 2.759e-02, eta: 1 day, 9:39:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3820, top5_acc: 0.6246, loss_cls: 2.8117, loss: 2.8117, grad_norm: 3.7124 2021-03-08 22:56:23,445 - mmaction - INFO - Epoch [7][540/940] lr: 2.766e-02, eta: 1 day, 9:38:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3711, top5_acc: 0.6285, loss_cls: 2.8255, loss: 2.8255, grad_norm: 3.6734 2021-03-08 22:56:40,938 - mmaction - INFO - Epoch [7][560/940] lr: 2.774e-02, eta: 1 day, 9:38:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3746, top5_acc: 0.6256, loss_cls: 2.8150, loss: 2.8150, grad_norm: 3.7406 2021-03-08 22:56:58,438 - mmaction - INFO - Epoch [7][580/940] lr: 2.782e-02, eta: 1 day, 9:37:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3803, top5_acc: 0.6371, loss_cls: 2.7863, loss: 2.7863, grad_norm: 3.6547 2021-03-08 22:57:15,925 - mmaction - INFO - Epoch [7][600/940] lr: 2.789e-02, eta: 1 day, 9:37:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3678, top5_acc: 0.6186, loss_cls: 2.8673, loss: 2.8673, grad_norm: 3.7681 2021-03-08 22:57:33,415 - mmaction - INFO - Epoch [7][620/940] lr: 2.797e-02, eta: 1 day, 9:36:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3729, top5_acc: 0.6242, loss_cls: 2.8301, loss: 2.8301, grad_norm: 3.6894 2021-03-08 22:57:50,883 - mmaction - INFO - Epoch [7][640/940] lr: 2.805e-02, eta: 1 day, 9:36:12, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3799, top5_acc: 0.6236, loss_cls: 2.8138, loss: 2.8138, grad_norm: 3.6538 2021-03-08 22:58:08,349 - mmaction - INFO - Epoch [7][660/940] lr: 2.812e-02, eta: 1 day, 9:35:44, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3799, top5_acc: 0.6445, loss_cls: 2.7640, loss: 2.7640, grad_norm: 3.6689 2021-03-08 22:58:25,825 - mmaction - INFO - Epoch [7][680/940] lr: 2.820e-02, eta: 1 day, 9:35:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3768, top5_acc: 0.6234, loss_cls: 2.8206, loss: 2.8206, grad_norm: 3.6187 2021-03-08 22:58:43,307 - mmaction - INFO - Epoch [7][700/940] lr: 2.828e-02, eta: 1 day, 9:34:48, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3920, top5_acc: 0.6377, loss_cls: 2.7697, loss: 2.7697, grad_norm: 3.6113 2021-03-08 22:59:00,777 - mmaction - INFO - Epoch [7][720/940] lr: 2.835e-02, eta: 1 day, 9:34:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3977, top5_acc: 0.6406, loss_cls: 2.7686, loss: 2.7686, grad_norm: 3.6352 2021-03-08 22:59:18,267 - mmaction - INFO - Epoch [7][740/940] lr: 2.843e-02, eta: 1 day, 9:33:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3791, top5_acc: 0.6164, loss_cls: 2.8478, loss: 2.8478, grad_norm: 3.7194 2021-03-08 22:59:35,755 - mmaction - INFO - Epoch [7][760/940] lr: 2.851e-02, eta: 1 day, 9:33:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3764, top5_acc: 0.6328, loss_cls: 2.7784, loss: 2.7784, grad_norm: 3.6382 2021-03-08 22:59:53,236 - mmaction - INFO - Epoch [7][780/940] lr: 2.858e-02, eta: 1 day, 9:32:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3871, top5_acc: 0.6287, loss_cls: 2.8335, loss: 2.8335, grad_norm: 3.6314 2021-03-08 23:00:10,711 - mmaction - INFO - Epoch [7][800/940] lr: 2.866e-02, eta: 1 day, 9:32:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3822, top5_acc: 0.6385, loss_cls: 2.8010, loss: 2.8010, grad_norm: 3.6114 2021-03-08 23:00:28,183 - mmaction - INFO - Epoch [7][820/940] lr: 2.874e-02, eta: 1 day, 9:32:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3803, top5_acc: 0.6350, loss_cls: 2.7904, loss: 2.7904, grad_norm: 3.5927 2021-03-08 23:00:45,673 - mmaction - INFO - Epoch [7][840/940] lr: 2.881e-02, eta: 1 day, 9:31:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3836, top5_acc: 0.6434, loss_cls: 2.7674, loss: 2.7674, grad_norm: 3.5963 2021-03-08 23:01:03,157 - mmaction - INFO - Epoch [7][860/940] lr: 2.889e-02, eta: 1 day, 9:31:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3930, top5_acc: 0.6543, loss_cls: 2.7079, loss: 2.7079, grad_norm: 3.5849 2021-03-08 23:01:20,631 - mmaction - INFO - Epoch [7][880/940] lr: 2.897e-02, eta: 1 day, 9:30:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3764, top5_acc: 0.6305, loss_cls: 2.7910, loss: 2.7910, grad_norm: 3.6228 2021-03-08 23:01:38,124 - mmaction - INFO - Epoch [7][900/940] lr: 2.904e-02, eta: 1 day, 9:30:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3803, top5_acc: 0.6297, loss_cls: 2.8179, loss: 2.8179, grad_norm: 3.6787 2021-03-08 23:01:55,622 - mmaction - INFO - Epoch [7][920/940] lr: 2.912e-02, eta: 1 day, 9:29:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3777, top5_acc: 0.6307, loss_cls: 2.7835, loss: 2.7835, grad_norm: 3.6814 2021-03-08 23:02:12,563 - mmaction - INFO - Epoch [7][940/940] lr: 2.920e-02, eta: 1 day, 9:29:05, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.3876, top5_acc: 0.6323, loss_cls: 2.7797, loss: 2.7797, grad_norm: 3.6211 2021-03-08 23:02:13,184 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-08 23:02:49,967 - mmaction - INFO - Epoch [8][20/940] lr: 2.927e-02, eta: 1 day, 9:34:50, time: 1.788, data_time: 0.898, memory: 8896, top1_acc: 0.3770, top5_acc: 0.6311, loss_cls: 2.8004, loss: 2.8004, grad_norm: 3.5919 2021-03-08 23:03:07,471 - mmaction - INFO - Epoch [8][40/940] lr: 2.935e-02, eta: 1 day, 9:34:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3920, top5_acc: 0.6426, loss_cls: 2.7232, loss: 2.7232, grad_norm: 3.5632 2021-03-08 23:03:24,981 - mmaction - INFO - Epoch [8][60/940] lr: 2.943e-02, eta: 1 day, 9:33:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3891, top5_acc: 0.6381, loss_cls: 2.7533, loss: 2.7533, grad_norm: 3.5382 2021-03-08 23:03:42,479 - mmaction - INFO - Epoch [8][80/940] lr: 2.950e-02, eta: 1 day, 9:33:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3936, top5_acc: 0.6428, loss_cls: 2.7117, loss: 2.7117, grad_norm: 3.6189 2021-03-08 23:03:59,980 - mmaction - INFO - Epoch [8][100/940] lr: 2.958e-02, eta: 1 day, 9:32:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3877, top5_acc: 0.6398, loss_cls: 2.7713, loss: 2.7713, grad_norm: 3.6531 2021-03-08 23:04:17,475 - mmaction - INFO - Epoch [8][120/940] lr: 2.966e-02, eta: 1 day, 9:32:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4037, top5_acc: 0.6486, loss_cls: 2.7227, loss: 2.7227, grad_norm: 3.6245 2021-03-08 23:04:34,972 - mmaction - INFO - Epoch [8][140/940] lr: 2.973e-02, eta: 1 day, 9:32:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3861, top5_acc: 0.6418, loss_cls: 2.7338, loss: 2.7338, grad_norm: 3.5432 2021-03-08 23:04:52,467 - mmaction - INFO - Epoch [8][160/940] lr: 2.981e-02, eta: 1 day, 9:31:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3889, top5_acc: 0.6426, loss_cls: 2.7431, loss: 2.7431, grad_norm: 3.6247 2021-03-08 23:05:09,944 - mmaction - INFO - Epoch [8][180/940] lr: 2.989e-02, eta: 1 day, 9:31:08, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3814, top5_acc: 0.6406, loss_cls: 2.7774, loss: 2.7774, grad_norm: 3.6666 2021-03-08 23:05:27,427 - mmaction - INFO - Epoch [8][200/940] lr: 2.996e-02, eta: 1 day, 9:30:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3896, top5_acc: 0.6449, loss_cls: 2.7189, loss: 2.7189, grad_norm: 3.5764 2021-03-08 23:05:44,915 - mmaction - INFO - Epoch [8][220/940] lr: 3.004e-02, eta: 1 day, 9:30:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3871, top5_acc: 0.6467, loss_cls: 2.7452, loss: 2.7452, grad_norm: 3.6077 2021-03-08 23:06:02,403 - mmaction - INFO - Epoch [8][240/940] lr: 3.012e-02, eta: 1 day, 9:29:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3861, top5_acc: 0.6408, loss_cls: 2.7486, loss: 2.7486, grad_norm: 3.5840 2021-03-08 23:06:19,883 - mmaction - INFO - Epoch [8][260/940] lr: 3.019e-02, eta: 1 day, 9:29:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3975, top5_acc: 0.6377, loss_cls: 2.7430, loss: 2.7430, grad_norm: 3.5726 2021-03-08 23:06:37,353 - mmaction - INFO - Epoch [8][280/940] lr: 3.027e-02, eta: 1 day, 9:28:50, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3898, top5_acc: 0.6457, loss_cls: 2.7497, loss: 2.7497, grad_norm: 3.5411 2021-03-08 23:06:54,833 - mmaction - INFO - Epoch [8][300/940] lr: 3.035e-02, eta: 1 day, 9:28:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3771, top5_acc: 0.6262, loss_cls: 2.8196, loss: 2.8196, grad_norm: 3.4975 2021-03-08 23:07:12,324 - mmaction - INFO - Epoch [8][320/940] lr: 3.042e-02, eta: 1 day, 9:27:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3838, top5_acc: 0.6299, loss_cls: 2.7778, loss: 2.7778, grad_norm: 3.5062 2021-03-08 23:07:29,811 - mmaction - INFO - Epoch [8][340/940] lr: 3.050e-02, eta: 1 day, 9:27:28, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3764, top5_acc: 0.6283, loss_cls: 2.8200, loss: 2.8200, grad_norm: 3.5246 2021-03-08 23:07:47,302 - mmaction - INFO - Epoch [8][360/940] lr: 3.057e-02, eta: 1 day, 9:27:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3988, top5_acc: 0.6482, loss_cls: 2.7382, loss: 2.7382, grad_norm: 3.5509 2021-03-08 23:08:04,784 - mmaction - INFO - Epoch [8][380/940] lr: 3.065e-02, eta: 1 day, 9:26:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3814, top5_acc: 0.6334, loss_cls: 2.8004, loss: 2.8004, grad_norm: 3.5617 2021-03-08 23:08:22,265 - mmaction - INFO - Epoch [8][400/940] lr: 3.073e-02, eta: 1 day, 9:26:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3842, top5_acc: 0.6363, loss_cls: 2.7492, loss: 2.7492, grad_norm: 3.5754 2021-03-08 23:08:39,779 - mmaction - INFO - Epoch [8][420/940] lr: 3.080e-02, eta: 1 day, 9:25:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4045, top5_acc: 0.6566, loss_cls: 2.6854, loss: 2.6854, grad_norm: 3.4651 2021-03-08 23:08:57,263 - mmaction - INFO - Epoch [8][440/940] lr: 3.088e-02, eta: 1 day, 9:25:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3826, top5_acc: 0.6418, loss_cls: 2.7347, loss: 2.7347, grad_norm: 3.5943 2021-03-08 23:09:14,744 - mmaction - INFO - Epoch [8][460/940] lr: 3.096e-02, eta: 1 day, 9:24:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3855, top5_acc: 0.6398, loss_cls: 2.7714, loss: 2.7714, grad_norm: 3.5797 2021-03-08 23:09:32,219 - mmaction - INFO - Epoch [8][480/940] lr: 3.103e-02, eta: 1 day, 9:24:18, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.3945, top5_acc: 0.6395, loss_cls: 2.7388, loss: 2.7388, grad_norm: 3.4495 2021-03-08 23:09:49,696 - mmaction - INFO - Epoch [8][500/940] lr: 3.111e-02, eta: 1 day, 9:23:51, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3850, top5_acc: 0.6311, loss_cls: 2.7738, loss: 2.7738, grad_norm: 3.5343 2021-03-08 23:10:07,186 - mmaction - INFO - Epoch [8][520/940] lr: 3.119e-02, eta: 1 day, 9:23:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3898, top5_acc: 0.6510, loss_cls: 2.7346, loss: 2.7346, grad_norm: 3.5215 2021-03-08 23:10:24,670 - mmaction - INFO - Epoch [8][540/940] lr: 3.126e-02, eta: 1 day, 9:22:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4020, top5_acc: 0.6443, loss_cls: 2.7238, loss: 2.7238, grad_norm: 3.5070 2021-03-08 23:10:42,160 - mmaction - INFO - Epoch [8][560/940] lr: 3.134e-02, eta: 1 day, 9:22:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3850, top5_acc: 0.6334, loss_cls: 2.8052, loss: 2.8052, grad_norm: 3.4867 2021-03-08 23:10:59,656 - mmaction - INFO - Epoch [8][580/940] lr: 3.142e-02, eta: 1 day, 9:22:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4025, top5_acc: 0.6500, loss_cls: 2.6920, loss: 2.6920, grad_norm: 3.4417 2021-03-08 23:11:17,129 - mmaction - INFO - Epoch [8][600/940] lr: 3.149e-02, eta: 1 day, 9:21:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3908, top5_acc: 0.6475, loss_cls: 2.7543, loss: 2.7543, grad_norm: 3.5069 2021-03-08 23:11:34,606 - mmaction - INFO - Epoch [8][620/940] lr: 3.157e-02, eta: 1 day, 9:21:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3973, top5_acc: 0.6475, loss_cls: 2.7327, loss: 2.7327, grad_norm: 3.4747 2021-03-08 23:11:52,092 - mmaction - INFO - Epoch [8][640/940] lr: 3.165e-02, eta: 1 day, 9:20:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3863, top5_acc: 0.6318, loss_cls: 2.7726, loss: 2.7726, grad_norm: 3.5019 2021-03-08 23:12:09,592 - mmaction - INFO - Epoch [8][660/940] lr: 3.172e-02, eta: 1 day, 9:20:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3846, top5_acc: 0.6395, loss_cls: 2.7569, loss: 2.7569, grad_norm: 3.4930 2021-03-08 23:12:27,086 - mmaction - INFO - Epoch [8][680/940] lr: 3.180e-02, eta: 1 day, 9:19:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3914, top5_acc: 0.6338, loss_cls: 2.7524, loss: 2.7524, grad_norm: 3.4888 2021-03-08 23:12:44,562 - mmaction - INFO - Epoch [8][700/940] lr: 3.188e-02, eta: 1 day, 9:19:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3787, top5_acc: 0.6352, loss_cls: 2.7714, loss: 2.7714, grad_norm: 3.4225 2021-03-08 23:13:02,053 - mmaction - INFO - Epoch [8][720/940] lr: 3.195e-02, eta: 1 day, 9:18:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3807, top5_acc: 0.6414, loss_cls: 2.7625, loss: 2.7625, grad_norm: 3.4412 2021-03-08 23:13:19,530 - mmaction - INFO - Epoch [8][740/940] lr: 3.203e-02, eta: 1 day, 9:18:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3947, top5_acc: 0.6424, loss_cls: 2.7275, loss: 2.7275, grad_norm: 3.3829 2021-03-08 23:13:37,019 - mmaction - INFO - Epoch [8][760/940] lr: 3.211e-02, eta: 1 day, 9:18:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3877, top5_acc: 0.6373, loss_cls: 2.7725, loss: 2.7725, grad_norm: 3.4769 2021-03-08 23:13:54,493 - mmaction - INFO - Epoch [8][780/940] lr: 3.218e-02, eta: 1 day, 9:17:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3844, top5_acc: 0.6361, loss_cls: 2.7709, loss: 2.7709, grad_norm: 3.4681 2021-03-08 23:14:11,971 - mmaction - INFO - Epoch [8][800/940] lr: 3.226e-02, eta: 1 day, 9:17:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3855, top5_acc: 0.6340, loss_cls: 2.7705, loss: 2.7705, grad_norm: 3.4690 2021-03-08 23:14:30,528 - mmaction - INFO - Epoch [8][820/940] lr: 3.234e-02, eta: 1 day, 9:17:07, time: 0.928, data_time: 0.000, memory: 8896, top1_acc: 0.3904, top5_acc: 0.6410, loss_cls: 2.7520, loss: 2.7520, grad_norm: 3.3889 2021-03-08 23:14:48,011 - mmaction - INFO - Epoch [8][840/940] lr: 3.241e-02, eta: 1 day, 9:16:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4014, top5_acc: 0.6494, loss_cls: 2.6742, loss: 2.6742, grad_norm: 3.4518 2021-03-08 23:15:05,493 - mmaction - INFO - Epoch [8][860/940] lr: 3.249e-02, eta: 1 day, 9:16:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3793, top5_acc: 0.6418, loss_cls: 2.7957, loss: 2.7957, grad_norm: 3.3932 2021-03-08 23:15:23,002 - mmaction - INFO - Epoch [8][880/940] lr: 3.257e-02, eta: 1 day, 9:15:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3908, top5_acc: 0.6467, loss_cls: 2.7213, loss: 2.7213, grad_norm: 3.3452 2021-03-08 23:15:40,504 - mmaction - INFO - Epoch [8][900/940] lr: 3.264e-02, eta: 1 day, 9:15:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3936, top5_acc: 0.6395, loss_cls: 2.7494, loss: 2.7494, grad_norm: 3.3912 2021-03-08 23:15:57,994 - mmaction - INFO - Epoch [8][920/940] lr: 3.272e-02, eta: 1 day, 9:14:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3906, top5_acc: 0.6367, loss_cls: 2.7740, loss: 2.7740, grad_norm: 3.3735 2021-03-08 23:16:14,960 - mmaction - INFO - Epoch [8][940/940] lr: 3.280e-02, eta: 1 day, 9:14:23, time: 0.848, data_time: 0.002, memory: 8896, top1_acc: 0.3927, top5_acc: 0.6441, loss_cls: 2.7304, loss: 2.7304, grad_norm: 3.4015 2021-03-08 23:16:15,747 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-08 23:16:56,910 - mmaction - INFO - Epoch [9][20/940] lr: 3.287e-02, eta: 1 day, 9:20:26, time: 1.975, data_time: 1.099, memory: 8896, top1_acc: 0.3918, top5_acc: 0.6438, loss_cls: 2.7396, loss: 2.7396, grad_norm: 3.4968 2021-03-08 23:17:14,397 - mmaction - INFO - Epoch [9][40/940] lr: 3.295e-02, eta: 1 day, 9:20:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3955, top5_acc: 0.6543, loss_cls: 2.6886, loss: 2.6886, grad_norm: 3.4493 2021-03-08 23:17:31,891 - mmaction - INFO - Epoch [9][60/940] lr: 3.303e-02, eta: 1 day, 9:19:33, time: 0.874, data_time: 0.002, memory: 8896, top1_acc: 0.4018, top5_acc: 0.6508, loss_cls: 2.6808, loss: 2.6808, grad_norm: 3.4288 2021-03-08 23:17:49,391 - mmaction - INFO - Epoch [9][80/940] lr: 3.310e-02, eta: 1 day, 9:19:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3896, top5_acc: 0.6439, loss_cls: 2.6922, loss: 2.6922, grad_norm: 3.4226 2021-03-08 23:18:06,906 - mmaction - INFO - Epoch [9][100/940] lr: 3.318e-02, eta: 1 day, 9:18:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.3877, top5_acc: 0.6367, loss_cls: 2.7381, loss: 2.7381, grad_norm: 3.4654 2021-03-08 23:18:24,408 - mmaction - INFO - Epoch [9][120/940] lr: 3.326e-02, eta: 1 day, 9:18:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3961, top5_acc: 0.6559, loss_cls: 2.6914, loss: 2.6914, grad_norm: 3.4025 2021-03-08 23:18:41,916 - mmaction - INFO - Epoch [9][140/940] lr: 3.333e-02, eta: 1 day, 9:17:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3908, top5_acc: 0.6422, loss_cls: 2.7443, loss: 2.7443, grad_norm: 3.3912 2021-03-08 23:18:59,421 - mmaction - INFO - Epoch [9][160/940] lr: 3.341e-02, eta: 1 day, 9:17:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4008, top5_acc: 0.6488, loss_cls: 2.6936, loss: 2.6936, grad_norm: 3.3787 2021-03-08 23:19:16,936 - mmaction - INFO - Epoch [9][180/940] lr: 3.349e-02, eta: 1 day, 9:16:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3879, top5_acc: 0.6449, loss_cls: 2.7571, loss: 2.7571, grad_norm: 3.4005 2021-03-08 23:19:34,434 - mmaction - INFO - Epoch [9][200/940] lr: 3.356e-02, eta: 1 day, 9:16:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4029, top5_acc: 0.6564, loss_cls: 2.6827, loss: 2.6827, grad_norm: 3.4097 2021-03-08 23:19:51,927 - mmaction - INFO - Epoch [9][220/940] lr: 3.364e-02, eta: 1 day, 9:16:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3943, top5_acc: 0.6512, loss_cls: 2.7198, loss: 2.7198, grad_norm: 3.4615 2021-03-08 23:20:09,433 - mmaction - INFO - Epoch [9][240/940] lr: 3.372e-02, eta: 1 day, 9:15:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3943, top5_acc: 0.6430, loss_cls: 2.7308, loss: 2.7308, grad_norm: 3.3476 2021-03-08 23:20:26,931 - mmaction - INFO - Epoch [9][260/940] lr: 3.379e-02, eta: 1 day, 9:15:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3855, top5_acc: 0.6441, loss_cls: 2.7335, loss: 2.7335, grad_norm: 3.4135 2021-03-08 23:20:44,423 - mmaction - INFO - Epoch [9][280/940] lr: 3.387e-02, eta: 1 day, 9:14:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3937, top5_acc: 0.6416, loss_cls: 2.7059, loss: 2.7059, grad_norm: 3.4058 2021-03-08 23:21:01,943 - mmaction - INFO - Epoch [9][300/940] lr: 3.395e-02, eta: 1 day, 9:14:19, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.4084, top5_acc: 0.6525, loss_cls: 2.6770, loss: 2.6770, grad_norm: 3.3446 2021-03-08 23:21:19,435 - mmaction - INFO - Epoch [9][320/940] lr: 3.402e-02, eta: 1 day, 9:13:53, time: 0.874, data_time: 0.002, memory: 8896, top1_acc: 0.3959, top5_acc: 0.6434, loss_cls: 2.7346, loss: 2.7346, grad_norm: 3.3660 2021-03-08 23:21:36,925 - mmaction - INFO - Epoch [9][340/940] lr: 3.410e-02, eta: 1 day, 9:13:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3996, top5_acc: 0.6369, loss_cls: 2.7185, loss: 2.7185, grad_norm: 3.3159 2021-03-08 23:21:54,420 - mmaction - INFO - Epoch [9][360/940] lr: 3.417e-02, eta: 1 day, 9:13:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3934, top5_acc: 0.6439, loss_cls: 2.7417, loss: 2.7417, grad_norm: 3.3423 2021-03-08 23:22:11,920 - mmaction - INFO - Epoch [9][380/940] lr: 3.425e-02, eta: 1 day, 9:12:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3863, top5_acc: 0.6342, loss_cls: 2.7476, loss: 2.7476, grad_norm: 3.3614 2021-03-08 23:22:29,420 - mmaction - INFO - Epoch [9][400/940] lr: 3.433e-02, eta: 1 day, 9:12:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4098, top5_acc: 0.6455, loss_cls: 2.6738, loss: 2.6738, grad_norm: 3.2621 2021-03-08 23:22:46,905 - mmaction - INFO - Epoch [9][420/940] lr: 3.440e-02, eta: 1 day, 9:11:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3969, top5_acc: 0.6467, loss_cls: 2.7033, loss: 2.7033, grad_norm: 3.3354 2021-03-08 23:23:04,399 - mmaction - INFO - Epoch [9][440/940] lr: 3.448e-02, eta: 1 day, 9:11:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3928, top5_acc: 0.6471, loss_cls: 2.6932, loss: 2.6932, grad_norm: 3.3139 2021-03-08 23:23:21,907 - mmaction - INFO - Epoch [9][460/940] lr: 3.456e-02, eta: 1 day, 9:10:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3994, top5_acc: 0.6426, loss_cls: 2.7152, loss: 2.7152, grad_norm: 3.3285 2021-03-08 23:23:39,408 - mmaction - INFO - Epoch [9][480/940] lr: 3.463e-02, eta: 1 day, 9:10:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4062, top5_acc: 0.6602, loss_cls: 2.6721, loss: 2.6721, grad_norm: 3.3592 2021-03-08 23:23:56,918 - mmaction - INFO - Epoch [9][500/940] lr: 3.471e-02, eta: 1 day, 9:10:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.3975, top5_acc: 0.6512, loss_cls: 2.6975, loss: 2.6975, grad_norm: 3.3563 2021-03-08 23:24:14,418 - mmaction - INFO - Epoch [9][520/940] lr: 3.479e-02, eta: 1 day, 9:09:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4025, top5_acc: 0.6461, loss_cls: 2.7299, loss: 2.7299, grad_norm: 3.2711 2021-03-08 23:24:31,916 - mmaction - INFO - Epoch [9][540/940] lr: 3.486e-02, eta: 1 day, 9:09:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4010, top5_acc: 0.6496, loss_cls: 2.7247, loss: 2.7247, grad_norm: 3.3063 2021-03-08 23:24:49,407 - mmaction - INFO - Epoch [9][560/940] lr: 3.494e-02, eta: 1 day, 9:08:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3955, top5_acc: 0.6385, loss_cls: 2.7408, loss: 2.7408, grad_norm: 3.3312 2021-03-08 23:25:06,911 - mmaction - INFO - Epoch [9][580/940] lr: 3.502e-02, eta: 1 day, 9:08:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3932, top5_acc: 0.6498, loss_cls: 2.7176, loss: 2.7176, grad_norm: 3.3287 2021-03-08 23:25:24,414 - mmaction - INFO - Epoch [9][600/940] lr: 3.509e-02, eta: 1 day, 9:07:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3953, top5_acc: 0.6334, loss_cls: 2.7557, loss: 2.7557, grad_norm: 3.3543 2021-03-08 23:25:41,925 - mmaction - INFO - Epoch [9][620/940] lr: 3.517e-02, eta: 1 day, 9:07:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.3975, top5_acc: 0.6449, loss_cls: 2.7149, loss: 2.7149, grad_norm: 3.2256 2021-03-08 23:25:59,419 - mmaction - INFO - Epoch [9][640/940] lr: 3.525e-02, eta: 1 day, 9:07:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.3992, top5_acc: 0.6520, loss_cls: 2.6871, loss: 2.6871, grad_norm: 3.3232 2021-03-08 23:26:16,916 - mmaction - INFO - Epoch [9][660/940] lr: 3.532e-02, eta: 1 day, 9:06:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4090, top5_acc: 0.6543, loss_cls: 2.6955, loss: 2.6955, grad_norm: 3.2907 2021-03-08 23:26:34,408 - mmaction - INFO - Epoch [9][680/940] lr: 3.540e-02, eta: 1 day, 9:06:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3863, top5_acc: 0.6438, loss_cls: 2.7314, loss: 2.7314, grad_norm: 3.2754 2021-03-08 23:26:51,892 - mmaction - INFO - Epoch [9][700/940] lr: 3.548e-02, eta: 1 day, 9:05:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4041, top5_acc: 0.6449, loss_cls: 2.7190, loss: 2.7190, grad_norm: 3.3704 2021-03-08 23:27:09,393 - mmaction - INFO - Epoch [9][720/940] lr: 3.555e-02, eta: 1 day, 9:05:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4037, top5_acc: 0.6516, loss_cls: 2.6780, loss: 2.6780, grad_norm: 3.2217 2021-03-08 23:27:26,891 - mmaction - INFO - Epoch [9][740/940] lr: 3.563e-02, eta: 1 day, 9:04:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3963, top5_acc: 0.6381, loss_cls: 2.7312, loss: 2.7312, grad_norm: 3.2213 2021-03-08 23:27:44,385 - mmaction - INFO - Epoch [9][760/940] lr: 3.571e-02, eta: 1 day, 9:04:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3980, top5_acc: 0.6441, loss_cls: 2.6910, loss: 2.6910, grad_norm: 3.2994 2021-03-08 23:28:01,873 - mmaction - INFO - Epoch [9][780/940] lr: 3.578e-02, eta: 1 day, 9:04:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3973, top5_acc: 0.6445, loss_cls: 2.6745, loss: 2.6745, grad_norm: 3.2855 2021-03-08 23:28:19,361 - mmaction - INFO - Epoch [9][800/940] lr: 3.586e-02, eta: 1 day, 9:03:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4033, top5_acc: 0.6471, loss_cls: 2.6944, loss: 2.6944, grad_norm: 3.2196 2021-03-08 23:28:36,848 - mmaction - INFO - Epoch [9][820/940] lr: 3.594e-02, eta: 1 day, 9:03:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4121, top5_acc: 0.6502, loss_cls: 2.6886, loss: 2.6886, grad_norm: 3.1871 2021-03-08 23:28:54,342 - mmaction - INFO - Epoch [9][840/940] lr: 3.601e-02, eta: 1 day, 9:02:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3994, top5_acc: 0.6410, loss_cls: 2.7331, loss: 2.7331, grad_norm: 3.2546 2021-03-08 23:29:11,859 - mmaction - INFO - Epoch [9][860/940] lr: 3.609e-02, eta: 1 day, 9:02:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.3990, top5_acc: 0.6486, loss_cls: 2.6951, loss: 2.6951, grad_norm: 3.2495 2021-03-08 23:29:29,344 - mmaction - INFO - Epoch [9][880/940] lr: 3.617e-02, eta: 1 day, 9:02:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4016, top5_acc: 0.6539, loss_cls: 2.6895, loss: 2.6895, grad_norm: 3.2904 2021-03-08 23:29:46,843 - mmaction - INFO - Epoch [9][900/940] lr: 3.624e-02, eta: 1 day, 9:01:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3857, top5_acc: 0.6424, loss_cls: 2.7657, loss: 2.7657, grad_norm: 3.2624 2021-03-08 23:30:04,351 - mmaction - INFO - Epoch [9][920/940] lr: 3.632e-02, eta: 1 day, 9:01:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4002, top5_acc: 0.6408, loss_cls: 2.6965, loss: 2.6965, grad_norm: 3.2390 2021-03-08 23:30:21,297 - mmaction - INFO - Epoch [9][940/940] lr: 3.640e-02, eta: 1 day, 9:00:39, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.3961, top5_acc: 0.6465, loss_cls: 2.6875, loss: 2.6875, grad_norm: 3.2563 2021-03-08 23:30:21,980 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-08 23:30:59,803 - mmaction - INFO - Epoch [10][20/940] lr: 3.647e-02, eta: 1 day, 9:05:09, time: 1.820, data_time: 0.944, memory: 8896, top1_acc: 0.4059, top5_acc: 0.6473, loss_cls: 2.6954, loss: 2.6954, grad_norm: 3.2537 2021-03-08 23:31:17,330 - mmaction - INFO - Epoch [10][40/940] lr: 3.655e-02, eta: 1 day, 9:04:44, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.4035, top5_acc: 0.6590, loss_cls: 2.6506, loss: 2.6506, grad_norm: 3.2014 2021-03-08 23:31:34,827 - mmaction - INFO - Epoch [10][60/940] lr: 3.663e-02, eta: 1 day, 9:04:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4045, top5_acc: 0.6629, loss_cls: 2.6709, loss: 2.6709, grad_norm: 3.2845 2021-03-08 23:31:52,344 - mmaction - INFO - Epoch [10][80/940] lr: 3.670e-02, eta: 1 day, 9:03:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.3961, top5_acc: 0.6498, loss_cls: 2.6966, loss: 2.6966, grad_norm: 3.2751 2021-03-08 23:32:09,852 - mmaction - INFO - Epoch [10][100/940] lr: 3.678e-02, eta: 1 day, 9:03:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4080, top5_acc: 0.6498, loss_cls: 2.6789, loss: 2.6789, grad_norm: 3.2374 2021-03-08 23:32:27,336 - mmaction - INFO - Epoch [10][120/940] lr: 3.686e-02, eta: 1 day, 9:03:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4000, top5_acc: 0.6584, loss_cls: 2.6773, loss: 2.6773, grad_norm: 3.1713 2021-03-08 23:32:44,824 - mmaction - INFO - Epoch [10][140/940] lr: 3.693e-02, eta: 1 day, 9:02:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4100, top5_acc: 0.6611, loss_cls: 2.6383, loss: 2.6383, grad_norm: 3.2294 2021-03-08 23:33:02,313 - mmaction - INFO - Epoch [10][160/940] lr: 3.701e-02, eta: 1 day, 9:02:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3953, top5_acc: 0.6502, loss_cls: 2.7266, loss: 2.7266, grad_norm: 3.2461 2021-03-08 23:33:19,806 - mmaction - INFO - Epoch [10][180/940] lr: 3.709e-02, eta: 1 day, 9:01:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4055, top5_acc: 0.6510, loss_cls: 2.7029, loss: 2.7029, grad_norm: 3.1534 2021-03-08 23:33:37,283 - mmaction - INFO - Epoch [10][200/940] lr: 3.716e-02, eta: 1 day, 9:01:22, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4064, top5_acc: 0.6551, loss_cls: 2.6450, loss: 2.6450, grad_norm: 3.2441 2021-03-08 23:33:54,783 - mmaction - INFO - Epoch [10][220/940] lr: 3.724e-02, eta: 1 day, 9:00:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4113, top5_acc: 0.6619, loss_cls: 2.6102, loss: 2.6102, grad_norm: 3.2529 2021-03-08 23:34:12,282 - mmaction - INFO - Epoch [10][240/940] lr: 3.732e-02, eta: 1 day, 9:00:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4125, top5_acc: 0.6637, loss_cls: 2.6027, loss: 2.6027, grad_norm: 3.1977 2021-03-08 23:34:29,782 - mmaction - INFO - Epoch [10][260/940] lr: 3.739e-02, eta: 1 day, 9:00:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3977, top5_acc: 0.6457, loss_cls: 2.7137, loss: 2.7137, grad_norm: 3.1174 2021-03-08 23:34:47,272 - mmaction - INFO - Epoch [10][280/940] lr: 3.747e-02, eta: 1 day, 8:59:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4078, top5_acc: 0.6551, loss_cls: 2.6693, loss: 2.6693, grad_norm: 3.1804 2021-03-08 23:35:04,759 - mmaction - INFO - Epoch [10][300/940] lr: 3.755e-02, eta: 1 day, 8:59:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4105, top5_acc: 0.6637, loss_cls: 2.6504, loss: 2.6504, grad_norm: 3.1381 2021-03-08 23:35:22,259 - mmaction - INFO - Epoch [10][320/940] lr: 3.762e-02, eta: 1 day, 8:58:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3992, top5_acc: 0.6543, loss_cls: 2.6998, loss: 2.6998, grad_norm: 3.1771 2021-03-08 23:35:39,761 - mmaction - INFO - Epoch [10][340/940] lr: 3.770e-02, eta: 1 day, 8:58:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4119, top5_acc: 0.6613, loss_cls: 2.6362, loss: 2.6362, grad_norm: 3.2422 2021-03-08 23:35:57,250 - mmaction - INFO - Epoch [10][360/940] lr: 3.777e-02, eta: 1 day, 8:58:01, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4012, top5_acc: 0.6457, loss_cls: 2.7299, loss: 2.7299, grad_norm: 3.1979 2021-03-08 23:36:14,740 - mmaction - INFO - Epoch [10][380/940] lr: 3.785e-02, eta: 1 day, 8:57:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3959, top5_acc: 0.6461, loss_cls: 2.7063, loss: 2.7063, grad_norm: 3.2094 2021-03-08 23:36:32,231 - mmaction - INFO - Epoch [10][400/940] lr: 3.793e-02, eta: 1 day, 8:57:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3963, top5_acc: 0.6512, loss_cls: 2.6962, loss: 2.6962, grad_norm: 3.2179 2021-03-08 23:36:49,715 - mmaction - INFO - Epoch [10][420/940] lr: 3.800e-02, eta: 1 day, 8:56:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3930, top5_acc: 0.6453, loss_cls: 2.7178, loss: 2.7178, grad_norm: 3.1776 2021-03-08 23:37:07,202 - mmaction - INFO - Epoch [10][440/940] lr: 3.808e-02, eta: 1 day, 8:56:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3930, top5_acc: 0.6449, loss_cls: 2.7359, loss: 2.7359, grad_norm: 3.1816 2021-03-08 23:37:24,697 - mmaction - INFO - Epoch [10][460/940] lr: 3.816e-02, eta: 1 day, 8:55:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3949, top5_acc: 0.6531, loss_cls: 2.6865, loss: 2.6865, grad_norm: 3.1914 2021-03-08 23:37:42,183 - mmaction - INFO - Epoch [10][480/940] lr: 3.823e-02, eta: 1 day, 8:55:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.3994, top5_acc: 0.6443, loss_cls: 2.7064, loss: 2.7064, grad_norm: 3.1693 2021-03-08 23:37:59,664 - mmaction - INFO - Epoch [10][500/940] lr: 3.831e-02, eta: 1 day, 8:55:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4035, top5_acc: 0.6520, loss_cls: 2.6806, loss: 2.6806, grad_norm: 3.1658 2021-03-08 23:38:17,157 - mmaction - INFO - Epoch [10][520/940] lr: 3.839e-02, eta: 1 day, 8:54:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.3953, top5_acc: 0.6508, loss_cls: 2.7219, loss: 2.7219, grad_norm: 3.1723 2021-03-08 23:38:34,637 - mmaction - INFO - Epoch [10][540/940] lr: 3.846e-02, eta: 1 day, 8:54:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3943, top5_acc: 0.6477, loss_cls: 2.7041, loss: 2.7041, grad_norm: 3.1833 2021-03-08 23:38:52,118 - mmaction - INFO - Epoch [10][560/940] lr: 3.854e-02, eta: 1 day, 8:53:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4025, top5_acc: 0.6596, loss_cls: 2.6454, loss: 2.6454, grad_norm: 3.1809 2021-03-08 23:39:09,597 - mmaction - INFO - Epoch [10][580/940] lr: 3.862e-02, eta: 1 day, 8:53:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3932, top5_acc: 0.6508, loss_cls: 2.7002, loss: 2.7002, grad_norm: 3.1096 2021-03-08 23:39:27,083 - mmaction - INFO - Epoch [10][600/940] lr: 3.869e-02, eta: 1 day, 8:53:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4043, top5_acc: 0.6516, loss_cls: 2.6750, loss: 2.6750, grad_norm: 3.1144 2021-03-08 23:39:44,564 - mmaction - INFO - Epoch [10][620/940] lr: 3.877e-02, eta: 1 day, 8:52:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4107, top5_acc: 0.6631, loss_cls: 2.6279, loss: 2.6279, grad_norm: 3.1704 2021-03-08 23:40:02,050 - mmaction - INFO - Epoch [10][640/940] lr: 3.885e-02, eta: 1 day, 8:52:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4062, top5_acc: 0.6619, loss_cls: 2.6351, loss: 2.6351, grad_norm: 3.1288 2021-03-08 23:40:19,530 - mmaction - INFO - Epoch [10][660/940] lr: 3.892e-02, eta: 1 day, 8:51:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.3998, top5_acc: 0.6547, loss_cls: 2.6879, loss: 2.6879, grad_norm: 3.1454 2021-03-08 23:40:37,031 - mmaction - INFO - Epoch [10][680/940] lr: 3.900e-02, eta: 1 day, 8:51:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4088, top5_acc: 0.6568, loss_cls: 2.6516, loss: 2.6516, grad_norm: 3.1157 2021-03-08 23:40:54,528 - mmaction - INFO - Epoch [10][700/940] lr: 3.908e-02, eta: 1 day, 8:51:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4033, top5_acc: 0.6498, loss_cls: 2.6738, loss: 2.6738, grad_norm: 3.0196 2021-03-08 23:41:12,027 - mmaction - INFO - Epoch [10][720/940] lr: 3.915e-02, eta: 1 day, 8:50:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4064, top5_acc: 0.6508, loss_cls: 2.6831, loss: 2.6831, grad_norm: 3.1435 2021-03-08 23:41:29,527 - mmaction - INFO - Epoch [10][740/940] lr: 3.923e-02, eta: 1 day, 8:50:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4137, top5_acc: 0.6566, loss_cls: 2.6355, loss: 2.6355, grad_norm: 3.0637 2021-03-08 23:41:47,023 - mmaction - INFO - Epoch [10][760/940] lr: 3.931e-02, eta: 1 day, 8:49:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4066, top5_acc: 0.6574, loss_cls: 2.6641, loss: 2.6641, grad_norm: 3.1453 2021-03-08 23:42:04,524 - mmaction - INFO - Epoch [10][780/940] lr: 3.938e-02, eta: 1 day, 8:49:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4029, top5_acc: 0.6561, loss_cls: 2.6580, loss: 2.6580, grad_norm: 3.0711 2021-03-08 23:42:22,019 - mmaction - INFO - Epoch [10][800/940] lr: 3.946e-02, eta: 1 day, 8:49:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4010, top5_acc: 0.6512, loss_cls: 2.6982, loss: 2.6982, grad_norm: 3.1236 2021-03-08 23:42:39,498 - mmaction - INFO - Epoch [10][820/940] lr: 3.954e-02, eta: 1 day, 8:48:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4051, top5_acc: 0.6539, loss_cls: 2.7073, loss: 2.7073, grad_norm: 3.1047 2021-03-08 23:42:56,981 - mmaction - INFO - Epoch [10][840/940] lr: 3.961e-02, eta: 1 day, 8:48:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4078, top5_acc: 0.6551, loss_cls: 2.6498, loss: 2.6498, grad_norm: 2.9817 2021-03-08 23:43:14,475 - mmaction - INFO - Epoch [10][860/940] lr: 3.969e-02, eta: 1 day, 8:47:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4008, top5_acc: 0.6441, loss_cls: 2.6838, loss: 2.6838, grad_norm: 3.0747 2021-03-08 23:43:31,956 - mmaction - INFO - Epoch [10][880/940] lr: 3.977e-02, eta: 1 day, 8:47:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4166, top5_acc: 0.6549, loss_cls: 2.6462, loss: 2.6462, grad_norm: 3.0628 2021-03-08 23:43:49,450 - mmaction - INFO - Epoch [10][900/940] lr: 3.984e-02, eta: 1 day, 8:46:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4035, top5_acc: 0.6586, loss_cls: 2.6730, loss: 2.6730, grad_norm: 3.1016 2021-03-08 23:44:06,938 - mmaction - INFO - Epoch [10][920/940] lr: 3.992e-02, eta: 1 day, 8:46:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4059, top5_acc: 0.6576, loss_cls: 2.6706, loss: 2.6706, grad_norm: 3.0527 2021-03-08 23:44:23,897 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 1 day, 8:46:03, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.3977, top5_acc: 0.6528, loss_cls: 2.6641, loss: 2.6641, grad_norm: 3.0859 2021-03-08 23:44:24,524 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-08 23:45:00,313 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-08 23:45:00,988 - mmaction - INFO - top1_acc 0.4614 top5_acc 0.7291 2021-03-08 23:45:00,988 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-08 23:45:01,019 - mmaction - INFO - mean_acc 0.4612 2021-03-08 23:45:02,121 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-08 23:45:02,121 - mmaction - INFO - Best top1_acc is 0.4614 at 10 epoch. 2021-03-08 23:45:02,130 - mmaction - INFO - Epoch(val) [10][940] top1_acc: 0.4614, top5_acc: 0.7291, mean_class_accuracy: 0.4612 2021-03-08 23:45:47,340 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 1 day, 8:52:06, time: 2.260, data_time: 1.358, memory: 8896, top1_acc: 0.4072, top5_acc: 0.6541, loss_cls: 2.6640, loss: 2.6640, grad_norm: 3.1439 2021-03-08 23:46:04,885 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 1 day, 8:51:42, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.3955, top5_acc: 0.6578, loss_cls: 2.6728, loss: 2.6728, grad_norm: 3.0706 2021-03-08 23:46:22,392 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 1 day, 8:51:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4072, top5_acc: 0.6646, loss_cls: 2.6533, loss: 2.6533, grad_norm: 3.0324 2021-03-08 23:46:39,888 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 1 day, 8:50:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4109, top5_acc: 0.6742, loss_cls: 2.5901, loss: 2.5901, grad_norm: 3.0510 2021-03-08 23:46:57,376 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 1 day, 8:50:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4100, top5_acc: 0.6625, loss_cls: 2.6425, loss: 2.6425, grad_norm: 3.0574 2021-03-08 23:47:14,869 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 1 day, 8:50:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4049, top5_acc: 0.6539, loss_cls: 2.6506, loss: 2.6506, grad_norm: 3.1178 2021-03-08 23:47:32,354 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 1 day, 8:49:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4156, top5_acc: 0.6615, loss_cls: 2.6413, loss: 2.6413, grad_norm: 3.0898 2021-03-08 23:47:49,843 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 1 day, 8:49:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4223, top5_acc: 0.6652, loss_cls: 2.5985, loss: 2.5985, grad_norm: 3.1007 2021-03-08 23:48:07,346 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 1 day, 8:48:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4109, top5_acc: 0.6574, loss_cls: 2.6432, loss: 2.6432, grad_norm: 3.0639 2021-03-08 23:48:24,834 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 1 day, 8:48:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4078, top5_acc: 0.6635, loss_cls: 2.6327, loss: 2.6327, grad_norm: 3.1186 2021-03-08 23:48:42,351 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 1 day, 8:48:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4059, top5_acc: 0.6582, loss_cls: 2.6137, loss: 2.6137, grad_norm: 3.0866 2021-03-08 23:48:59,830 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 1 day, 8:47:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4070, top5_acc: 0.6607, loss_cls: 2.6432, loss: 2.6432, grad_norm: 3.0921 2021-03-08 23:49:17,317 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 1 day, 8:47:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4123, top5_acc: 0.6535, loss_cls: 2.6584, loss: 2.6584, grad_norm: 3.0443 2021-03-08 23:49:34,806 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 1 day, 8:46:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4086, top5_acc: 0.6465, loss_cls: 2.6946, loss: 2.6946, grad_norm: 3.0828 2021-03-08 23:49:52,294 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 1 day, 8:46:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4109, top5_acc: 0.6633, loss_cls: 2.6387, loss: 2.6387, grad_norm: 3.0461 2021-03-08 23:50:09,788 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 1 day, 8:45:57, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4115, top5_acc: 0.6635, loss_cls: 2.6315, loss: 2.6315, grad_norm: 3.0204 2021-03-08 23:50:27,277 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 1 day, 8:45:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4205, top5_acc: 0.6652, loss_cls: 2.6059, loss: 2.6059, grad_norm: 2.9612 2021-03-08 23:50:44,771 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 1 day, 8:45:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4049, top5_acc: 0.6504, loss_cls: 2.6958, loss: 2.6958, grad_norm: 3.1038 2021-03-08 23:51:02,265 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 1 day, 8:44:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4162, top5_acc: 0.6576, loss_cls: 2.6263, loss: 2.6263, grad_norm: 3.0590 2021-03-08 23:51:19,764 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 1 day, 8:44:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4141, top5_acc: 0.6611, loss_cls: 2.6073, loss: 2.6073, grad_norm: 2.9881 2021-03-08 23:51:37,253 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 1 day, 8:43:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4096, top5_acc: 0.6594, loss_cls: 2.6729, loss: 2.6729, grad_norm: 3.1183 2021-03-08 23:51:54,749 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 1 day, 8:43:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4111, top5_acc: 0.6574, loss_cls: 2.6605, loss: 2.6605, grad_norm: 3.0159 2021-03-08 23:52:12,234 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 1 day, 8:43:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4244, top5_acc: 0.6730, loss_cls: 2.5410, loss: 2.5410, grad_norm: 3.0290 2021-03-08 23:52:29,732 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 1 day, 8:42:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4137, top5_acc: 0.6643, loss_cls: 2.6122, loss: 2.6122, grad_norm: 3.0741 2021-03-08 23:52:47,224 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 1 day, 8:42:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4152, top5_acc: 0.6650, loss_cls: 2.6353, loss: 2.6353, grad_norm: 3.0753 2021-03-08 23:53:04,729 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 1 day, 8:41:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4086, top5_acc: 0.6637, loss_cls: 2.6201, loss: 2.6201, grad_norm: 2.9982 2021-03-08 23:53:22,224 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 1 day, 8:41:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4209, top5_acc: 0.6613, loss_cls: 2.6236, loss: 2.6236, grad_norm: 2.9814 2021-03-08 23:53:39,710 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 1 day, 8:41:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4180, top5_acc: 0.6680, loss_cls: 2.6060, loss: 2.6060, grad_norm: 2.9760 2021-03-08 23:53:57,186 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 1 day, 8:40:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4062, top5_acc: 0.6576, loss_cls: 2.6364, loss: 2.6364, grad_norm: 3.0713 2021-03-08 23:54:14,666 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 1 day, 8:40:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4121, top5_acc: 0.6604, loss_cls: 2.6171, loss: 2.6171, grad_norm: 2.9930 2021-03-08 23:54:32,157 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 1 day, 8:39:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4107, top5_acc: 0.6635, loss_cls: 2.6290, loss: 2.6290, grad_norm: 3.0133 2021-03-08 23:54:49,675 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 1 day, 8:39:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4139, top5_acc: 0.6588, loss_cls: 2.6141, loss: 2.6141, grad_norm: 2.9131 2021-03-08 23:55:07,157 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 1 day, 8:39:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4270, top5_acc: 0.6750, loss_cls: 2.5717, loss: 2.5717, grad_norm: 3.0342 2021-03-08 23:55:24,646 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 1 day, 8:38:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4080, top5_acc: 0.6627, loss_cls: 2.6123, loss: 2.6123, grad_norm: 3.0296 2021-03-08 23:55:42,135 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 1 day, 8:38:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4129, top5_acc: 0.6656, loss_cls: 2.6022, loss: 2.6022, grad_norm: 3.0228 2021-03-08 23:55:59,621 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 1 day, 8:37:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4199, top5_acc: 0.6549, loss_cls: 2.6356, loss: 2.6356, grad_norm: 2.9500 2021-03-08 23:56:17,099 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 1 day, 8:37:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4180, top5_acc: 0.6684, loss_cls: 2.5882, loss: 2.5882, grad_norm: 2.9972 2021-03-08 23:56:34,592 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 1 day, 8:37:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4219, top5_acc: 0.6625, loss_cls: 2.6230, loss: 2.6230, grad_norm: 3.0561 2021-03-08 23:56:52,083 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 1 day, 8:36:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4150, top5_acc: 0.6574, loss_cls: 2.6357, loss: 2.6357, grad_norm: 2.9231 2021-03-08 23:57:09,580 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 1 day, 8:36:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4020, top5_acc: 0.6555, loss_cls: 2.6479, loss: 2.6479, grad_norm: 2.9797 2021-03-08 23:57:27,083 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 1 day, 8:35:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4062, top5_acc: 0.6656, loss_cls: 2.6099, loss: 2.6099, grad_norm: 3.0035 2021-03-08 23:57:44,583 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 1 day, 8:35:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4207, top5_acc: 0.6611, loss_cls: 2.5988, loss: 2.5988, grad_norm: 3.0400 2021-03-08 23:58:02,079 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 1 day, 8:35:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4203, top5_acc: 0.6662, loss_cls: 2.5740, loss: 2.5740, grad_norm: 2.9125 2021-03-08 23:58:19,575 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 1 day, 8:34:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4238, top5_acc: 0.6738, loss_cls: 2.5629, loss: 2.5629, grad_norm: 3.0641 2021-03-08 23:58:37,072 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 1 day, 8:34:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4172, top5_acc: 0.6654, loss_cls: 2.6024, loss: 2.6024, grad_norm: 3.0113 2021-03-08 23:58:54,556 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 1 day, 8:33:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4121, top5_acc: 0.6662, loss_cls: 2.5976, loss: 2.5976, grad_norm: 3.0243 2021-03-08 23:59:11,519 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 1 day, 8:33:26, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4239, top5_acc: 0.6646, loss_cls: 2.6008, loss: 2.6008, grad_norm: 2.9441 2021-03-08 23:59:12,383 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-08 23:59:50,210 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 1 day, 8:37:05, time: 1.835, data_time: 0.942, memory: 8896, top1_acc: 0.4146, top5_acc: 0.6639, loss_cls: 2.6233, loss: 2.6233, grad_norm: 3.0251 2021-03-09 00:00:13,305 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 1 day, 8:37:49, time: 1.145, data_time: 0.000, memory: 8896, top1_acc: 0.4328, top5_acc: 0.6717, loss_cls: 2.5485, loss: 2.5485, grad_norm: 3.0298 2021-03-09 00:00:30,907 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 1 day, 8:37:28, time: 0.889, data_time: 0.016, memory: 8896, top1_acc: 0.4232, top5_acc: 0.6689, loss_cls: 2.5994, loss: 2.5994, grad_norm: 3.0836 2021-03-09 00:00:48,419 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 1 day, 8:37:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4258, top5_acc: 0.6775, loss_cls: 2.5673, loss: 2.5673, grad_norm: 3.0228 2021-03-09 00:01:05,931 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 1 day, 8:36:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4229, top5_acc: 0.6674, loss_cls: 2.5870, loss: 2.5870, grad_norm: 2.9536 2021-03-09 00:01:23,425 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 1 day, 8:36:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4230, top5_acc: 0.6611, loss_cls: 2.5962, loss: 2.5962, grad_norm: 2.9214 2021-03-09 00:01:40,931 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 1 day, 8:35:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4260, top5_acc: 0.6730, loss_cls: 2.5701, loss: 2.5701, grad_norm: 2.9965 2021-03-09 00:01:58,437 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 1 day, 8:35:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4283, top5_acc: 0.6746, loss_cls: 2.5537, loss: 2.5537, grad_norm: 3.0242 2021-03-09 00:02:15,952 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 1 day, 8:35:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4236, top5_acc: 0.6650, loss_cls: 2.6010, loss: 2.6010, grad_norm: 2.9715 2021-03-09 00:02:33,487 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 1 day, 8:34:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4146, top5_acc: 0.6625, loss_cls: 2.6199, loss: 2.6199, grad_norm: 3.0006 2021-03-09 00:02:50,993 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 1 day, 8:34:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4279, top5_acc: 0.6779, loss_cls: 2.5251, loss: 2.5251, grad_norm: 2.9353 2021-03-09 00:03:08,476 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 1 day, 8:33:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4178, top5_acc: 0.6721, loss_cls: 2.5892, loss: 2.5892, grad_norm: 2.9465 2021-03-09 00:03:25,974 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 1 day, 8:33:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4189, top5_acc: 0.6691, loss_cls: 2.5791, loss: 2.5791, grad_norm: 2.9373 2021-03-09 00:03:43,472 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 1 day, 8:33:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4162, top5_acc: 0.6648, loss_cls: 2.6029, loss: 2.6029, grad_norm: 2.9888 2021-03-09 00:04:00,971 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 1 day, 8:32:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4361, top5_acc: 0.6721, loss_cls: 2.5512, loss: 2.5512, grad_norm: 2.9753 2021-03-09 00:04:18,455 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 1 day, 8:32:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4279, top5_acc: 0.6752, loss_cls: 2.5821, loss: 2.5821, grad_norm: 2.9796 2021-03-09 00:04:35,962 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 1 day, 8:31:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4217, top5_acc: 0.6711, loss_cls: 2.5522, loss: 2.5522, grad_norm: 2.9707 2021-03-09 00:04:53,463 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 1 day, 8:31:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4215, top5_acc: 0.6723, loss_cls: 2.5652, loss: 2.5652, grad_norm: 2.9620 2021-03-09 00:05:10,947 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 1 day, 8:31:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4242, top5_acc: 0.6701, loss_cls: 2.5667, loss: 2.5667, grad_norm: 3.0337 2021-03-09 00:05:28,452 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 1 day, 8:30:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4154, top5_acc: 0.6695, loss_cls: 2.5802, loss: 2.5802, grad_norm: 2.9506 2021-03-09 00:05:45,949 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 1 day, 8:30:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4035, top5_acc: 0.6602, loss_cls: 2.6312, loss: 2.6312, grad_norm: 2.9809 2021-03-09 00:06:03,436 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 1 day, 8:29:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4129, top5_acc: 0.6699, loss_cls: 2.6236, loss: 2.6236, grad_norm: 2.9875 2021-03-09 00:06:20,934 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 1 day, 8:29:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4270, top5_acc: 0.6705, loss_cls: 2.5633, loss: 2.5633, grad_norm: 2.8803 2021-03-09 00:06:38,419 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 1 day, 8:29:08, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4252, top5_acc: 0.6670, loss_cls: 2.5850, loss: 2.5850, grad_norm: 2.9734 2021-03-09 00:06:55,925 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 1 day, 8:28:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4232, top5_acc: 0.6789, loss_cls: 2.5259, loss: 2.5259, grad_norm: 2.9485 2021-03-09 00:07:13,432 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 1 day, 8:28:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4357, top5_acc: 0.6797, loss_cls: 2.5164, loss: 2.5164, grad_norm: 2.9394 2021-03-09 00:07:30,958 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 1 day, 8:27:57, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4350, top5_acc: 0.6801, loss_cls: 2.5463, loss: 2.5463, grad_norm: 2.9813 2021-03-09 00:07:48,427 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 1 day, 8:27:34, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4377, top5_acc: 0.6795, loss_cls: 2.5422, loss: 2.5422, grad_norm: 2.9359 2021-03-09 00:08:05,929 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 1 day, 8:27:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4293, top5_acc: 0.6697, loss_cls: 2.5819, loss: 2.5819, grad_norm: 2.9468 2021-03-09 00:08:23,411 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 1 day, 8:26:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4293, top5_acc: 0.6730, loss_cls: 2.5841, loss: 2.5841, grad_norm: 2.9180 2021-03-09 00:08:40,911 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 1 day, 8:26:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4305, top5_acc: 0.6711, loss_cls: 2.5571, loss: 2.5571, grad_norm: 2.9560 2021-03-09 00:08:58,403 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 1 day, 8:26:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4209, top5_acc: 0.6750, loss_cls: 2.5749, loss: 2.5749, grad_norm: 2.8899 2021-03-09 00:09:15,903 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 1 day, 8:25:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4307, top5_acc: 0.6719, loss_cls: 2.5703, loss: 2.5703, grad_norm: 2.9388 2021-03-09 00:09:33,404 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 1 day, 8:25:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4229, top5_acc: 0.6682, loss_cls: 2.5769, loss: 2.5769, grad_norm: 2.9663 2021-03-09 00:09:50,896 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 1 day, 8:24:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4211, top5_acc: 0.6668, loss_cls: 2.5905, loss: 2.5905, grad_norm: 2.9425 2021-03-09 00:10:08,396 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 1 day, 8:24:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4244, top5_acc: 0.6658, loss_cls: 2.5845, loss: 2.5845, grad_norm: 2.9198 2021-03-09 00:10:25,899 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 1 day, 8:24:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4301, top5_acc: 0.6658, loss_cls: 2.5564, loss: 2.5564, grad_norm: 2.9265 2021-03-09 00:10:43,388 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 1 day, 8:23:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4205, top5_acc: 0.6791, loss_cls: 2.5704, loss: 2.5704, grad_norm: 2.9225 2021-03-09 00:11:00,897 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 1 day, 8:23:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4391, top5_acc: 0.6713, loss_cls: 2.5750, loss: 2.5750, grad_norm: 2.9219 2021-03-09 00:11:18,405 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 1 day, 8:22:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4277, top5_acc: 0.6783, loss_cls: 2.5420, loss: 2.5420, grad_norm: 2.9388 2021-03-09 00:11:35,900 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 1 day, 8:22:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4373, top5_acc: 0.6898, loss_cls: 2.5037, loss: 2.5037, grad_norm: 2.8697 2021-03-09 00:11:53,386 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 1 day, 8:22:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4316, top5_acc: 0.6807, loss_cls: 2.5407, loss: 2.5407, grad_norm: 2.9945 2021-03-09 00:12:10,889 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 1 day, 8:21:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4316, top5_acc: 0.6771, loss_cls: 2.5377, loss: 2.5377, grad_norm: 2.8762 2021-03-09 00:12:28,381 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 1 day, 8:21:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4215, top5_acc: 0.6666, loss_cls: 2.5966, loss: 2.5966, grad_norm: 2.9498 2021-03-09 00:12:45,886 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 1 day, 8:20:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4365, top5_acc: 0.6771, loss_cls: 2.5262, loss: 2.5262, grad_norm: 2.9099 2021-03-09 00:13:03,376 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 1 day, 8:20:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4197, top5_acc: 0.6781, loss_cls: 2.5556, loss: 2.5556, grad_norm: 2.9430 2021-03-09 00:13:20,358 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 1 day, 8:20:04, time: 0.849, data_time: 0.002, memory: 8896, top1_acc: 0.4302, top5_acc: 0.6804, loss_cls: 2.5389, loss: 2.5389, grad_norm: 2.9340 2021-03-09 00:13:35,296 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-09 00:15:08,096 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 1 day, 8:33:43, time: 4.541, data_time: 3.528, memory: 8896, top1_acc: 0.4295, top5_acc: 0.6758, loss_cls: 2.5081, loss: 2.5081, grad_norm: 2.9495 2021-03-09 00:15:25,615 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 1 day, 8:33:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4344, top5_acc: 0.6816, loss_cls: 2.4979, loss: 2.4979, grad_norm: 2.9133 2021-03-09 00:15:43,124 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 1 day, 8:32:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4229, top5_acc: 0.6691, loss_cls: 2.5737, loss: 2.5737, grad_norm: 2.9589 2021-03-09 00:16:00,641 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 1 day, 8:32:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4258, top5_acc: 0.6795, loss_cls: 2.5389, loss: 2.5389, grad_norm: 2.8547 2021-03-09 00:16:18,148 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 1 day, 8:32:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4436, top5_acc: 0.6828, loss_cls: 2.4885, loss: 2.4885, grad_norm: 2.9405 2021-03-09 00:16:35,661 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 1 day, 8:31:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4500, top5_acc: 0.6924, loss_cls: 2.4705, loss: 2.4705, grad_norm: 2.9679 2021-03-09 00:16:53,145 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 1 day, 8:31:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4357, top5_acc: 0.6908, loss_cls: 2.4653, loss: 2.4653, grad_norm: 2.9612 2021-03-09 00:17:10,650 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 1 day, 8:30:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4457, top5_acc: 0.6771, loss_cls: 2.4630, loss: 2.4630, grad_norm: 2.8684 2021-03-09 00:17:28,173 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 1 day, 8:30:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4350, top5_acc: 0.6830, loss_cls: 2.5076, loss: 2.5076, grad_norm: 2.9570 2021-03-09 00:17:45,662 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 1 day, 8:30:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4279, top5_acc: 0.6781, loss_cls: 2.5413, loss: 2.5413, grad_norm: 2.9639 2021-03-09 00:18:03,161 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 1 day, 8:29:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4352, top5_acc: 0.6789, loss_cls: 2.5178, loss: 2.5178, grad_norm: 2.9175 2021-03-09 00:18:20,663 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 1 day, 8:29:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4436, top5_acc: 0.6865, loss_cls: 2.4863, loss: 2.4863, grad_norm: 2.8805 2021-03-09 00:18:38,152 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 1 day, 8:28:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4275, top5_acc: 0.6906, loss_cls: 2.5006, loss: 2.5006, grad_norm: 3.0042 2021-03-09 00:18:55,647 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 1 day, 8:28:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4217, top5_acc: 0.6732, loss_cls: 2.5567, loss: 2.5567, grad_norm: 2.8698 2021-03-09 00:19:13,160 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 1 day, 8:28:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4340, top5_acc: 0.6854, loss_cls: 2.5087, loss: 2.5087, grad_norm: 2.9484 2021-03-09 00:19:30,673 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 1 day, 8:27:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4277, top5_acc: 0.6791, loss_cls: 2.5308, loss: 2.5308, grad_norm: 2.9572 2021-03-09 00:19:48,177 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 1 day, 8:27:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4313, top5_acc: 0.6785, loss_cls: 2.5067, loss: 2.5067, grad_norm: 2.9353 2021-03-09 00:20:05,686 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 1 day, 8:26:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4287, top5_acc: 0.6750, loss_cls: 2.5366, loss: 2.5366, grad_norm: 2.8947 2021-03-09 00:20:23,181 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 1 day, 8:26:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4248, top5_acc: 0.6738, loss_cls: 2.5593, loss: 2.5593, grad_norm: 2.8921 2021-03-09 00:20:40,687 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 1 day, 8:25:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4473, top5_acc: 0.6949, loss_cls: 2.4429, loss: 2.4429, grad_norm: 2.9229 2021-03-09 00:20:58,181 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 1 day, 8:25:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4316, top5_acc: 0.6697, loss_cls: 2.5257, loss: 2.5257, grad_norm: 2.9326 2021-03-09 00:21:15,677 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 1 day, 8:25:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4398, top5_acc: 0.6791, loss_cls: 2.5054, loss: 2.5054, grad_norm: 2.9003 2021-03-09 00:21:33,187 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 1 day, 8:24:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4279, top5_acc: 0.6693, loss_cls: 2.5598, loss: 2.5598, grad_norm: 2.9247 2021-03-09 00:21:50,675 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 1 day, 8:24:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4299, top5_acc: 0.6799, loss_cls: 2.5311, loss: 2.5311, grad_norm: 2.8982 2021-03-09 00:22:08,195 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 1 day, 8:23:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4352, top5_acc: 0.6910, loss_cls: 2.5180, loss: 2.5180, grad_norm: 2.9201 2021-03-09 00:22:25,696 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 1 day, 8:23:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4307, top5_acc: 0.6785, loss_cls: 2.5288, loss: 2.5288, grad_norm: 2.8404 2021-03-09 00:22:43,188 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 1 day, 8:23:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4432, top5_acc: 0.6777, loss_cls: 2.5049, loss: 2.5049, grad_norm: 2.9099 2021-03-09 00:23:00,672 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 1 day, 8:22:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4412, top5_acc: 0.6791, loss_cls: 2.5103, loss: 2.5103, grad_norm: 2.8618 2021-03-09 00:23:18,170 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 1 day, 8:22:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4344, top5_acc: 0.6725, loss_cls: 2.5383, loss: 2.5383, grad_norm: 2.9287 2021-03-09 00:23:35,663 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 1 day, 8:21:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4348, top5_acc: 0.6813, loss_cls: 2.5349, loss: 2.5349, grad_norm: 2.8791 2021-03-09 00:23:53,162 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 1 day, 8:21:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4301, top5_acc: 0.6686, loss_cls: 2.5376, loss: 2.5376, grad_norm: 2.8961 2021-03-09 00:24:10,664 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 1 day, 8:21:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4359, top5_acc: 0.6912, loss_cls: 2.4587, loss: 2.4587, grad_norm: 2.8620 2021-03-09 00:24:28,162 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 1 day, 8:20:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4402, top5_acc: 0.6898, loss_cls: 2.4884, loss: 2.4884, grad_norm: 2.9304 2021-03-09 00:24:45,656 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 1 day, 8:20:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4391, top5_acc: 0.6836, loss_cls: 2.5019, loss: 2.5019, grad_norm: 2.8872 2021-03-09 00:25:03,147 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 1 day, 8:19:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4404, top5_acc: 0.6814, loss_cls: 2.5118, loss: 2.5118, grad_norm: 2.8318 2021-03-09 00:25:20,668 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 1 day, 8:19:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4291, top5_acc: 0.6736, loss_cls: 2.5263, loss: 2.5263, grad_norm: 2.8258 2021-03-09 00:25:38,173 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 1 day, 8:19:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4439, top5_acc: 0.6854, loss_cls: 2.4851, loss: 2.4851, grad_norm: 2.9085 2021-03-09 00:25:55,679 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 1 day, 8:18:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4342, top5_acc: 0.6779, loss_cls: 2.5297, loss: 2.5297, grad_norm: 2.9033 2021-03-09 00:26:13,163 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 1 day, 8:18:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4346, top5_acc: 0.6893, loss_cls: 2.4860, loss: 2.4860, grad_norm: 2.8505 2021-03-09 00:26:30,660 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 1 day, 8:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4490, top5_acc: 0.6906, loss_cls: 2.4492, loss: 2.4492, grad_norm: 2.9387 2021-03-09 00:26:48,156 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 1 day, 8:17:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4406, top5_acc: 0.6965, loss_cls: 2.4569, loss: 2.4569, grad_norm: 2.9610 2021-03-09 00:27:05,639 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 1 day, 8:17:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4283, top5_acc: 0.6764, loss_cls: 2.5344, loss: 2.5344, grad_norm: 2.9053 2021-03-09 00:27:23,143 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 1 day, 8:16:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4340, top5_acc: 0.6793, loss_cls: 2.5086, loss: 2.5086, grad_norm: 2.9072 2021-03-09 00:27:40,638 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 1 day, 8:16:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4357, top5_acc: 0.6770, loss_cls: 2.5400, loss: 2.5400, grad_norm: 2.8867 2021-03-09 00:27:58,130 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 1 day, 8:16:00, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4318, top5_acc: 0.6834, loss_cls: 2.5251, loss: 2.5251, grad_norm: 2.8393 2021-03-09 00:28:15,618 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 1 day, 8:15:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4414, top5_acc: 0.6863, loss_cls: 2.4932, loss: 2.4932, grad_norm: 2.8953 2021-03-09 00:28:32,567 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 1 day, 8:15:07, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.4395, top5_acc: 0.6810, loss_cls: 2.4855, loss: 2.4855, grad_norm: 2.8873 2021-03-09 00:28:33,328 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-09 00:29:10,727 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 1 day, 8:18:05, time: 1.836, data_time: 0.933, memory: 8896, top1_acc: 0.4428, top5_acc: 0.6766, loss_cls: 2.5030, loss: 2.5030, grad_norm: 2.8003 2021-03-09 00:29:28,219 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 1 day, 8:17:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4439, top5_acc: 0.6834, loss_cls: 2.4718, loss: 2.4718, grad_norm: 2.9153 2021-03-09 00:29:45,715 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 1 day, 8:17:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4393, top5_acc: 0.6842, loss_cls: 2.5007, loss: 2.5007, grad_norm: 2.8608 2021-03-09 00:30:03,208 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 1 day, 8:16:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4521, top5_acc: 0.6863, loss_cls: 2.4760, loss: 2.4760, grad_norm: 2.9185 2021-03-09 00:30:20,710 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 1 day, 8:16:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4510, top5_acc: 0.6879, loss_cls: 2.4461, loss: 2.4461, grad_norm: 2.8428 2021-03-09 00:30:38,217 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 1 day, 8:16:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4473, top5_acc: 0.6900, loss_cls: 2.4554, loss: 2.4554, grad_norm: 2.8533 2021-03-09 00:30:55,703 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 1 day, 8:15:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4377, top5_acc: 0.6873, loss_cls: 2.4604, loss: 2.4604, grad_norm: 2.8738 2021-03-09 00:31:13,214 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 1 day, 8:15:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4570, top5_acc: 0.6943, loss_cls: 2.4201, loss: 2.4201, grad_norm: 2.8514 2021-03-09 00:31:30,701 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 1 day, 8:14:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4463, top5_acc: 0.6928, loss_cls: 2.4530, loss: 2.4530, grad_norm: 2.8980 2021-03-09 00:31:48,194 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 1 day, 8:14:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4490, top5_acc: 0.6926, loss_cls: 2.4268, loss: 2.4268, grad_norm: 2.9310 2021-03-09 00:32:05,689 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 1 day, 8:14:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4414, top5_acc: 0.6990, loss_cls: 2.4397, loss: 2.4397, grad_norm: 2.8270 2021-03-09 00:32:23,190 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 1 day, 8:13:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4434, top5_acc: 0.6857, loss_cls: 2.4592, loss: 2.4592, grad_norm: 2.9411 2021-03-09 00:32:40,683 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 1 day, 8:13:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4307, top5_acc: 0.6770, loss_cls: 2.5199, loss: 2.5199, grad_norm: 2.9128 2021-03-09 00:32:58,173 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 1 day, 8:12:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4406, top5_acc: 0.6889, loss_cls: 2.4684, loss: 2.4684, grad_norm: 2.8840 2021-03-09 00:33:15,653 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 1 day, 8:12:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4387, top5_acc: 0.6891, loss_cls: 2.4641, loss: 2.4641, grad_norm: 2.9406 2021-03-09 00:33:33,146 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 1 day, 8:12:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4553, top5_acc: 0.6922, loss_cls: 2.4411, loss: 2.4411, grad_norm: 2.8288 2021-03-09 00:33:50,645 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 1 day, 8:11:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4422, top5_acc: 0.6809, loss_cls: 2.4784, loss: 2.4784, grad_norm: 2.8716 2021-03-09 00:34:08,119 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 1 day, 8:11:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4516, top5_acc: 0.6955, loss_cls: 2.4148, loss: 2.4148, grad_norm: 2.8860 2021-03-09 00:34:25,607 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 1 day, 8:10:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4498, top5_acc: 0.6900, loss_cls: 2.4221, loss: 2.4221, grad_norm: 2.9090 2021-03-09 00:34:43,089 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 1 day, 8:10:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4500, top5_acc: 0.6937, loss_cls: 2.4458, loss: 2.4458, grad_norm: 2.8748 2021-03-09 00:35:00,578 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 1 day, 8:10:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4463, top5_acc: 0.6904, loss_cls: 2.4364, loss: 2.4364, grad_norm: 2.8889 2021-03-09 00:35:18,068 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 1 day, 8:09:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4379, top5_acc: 0.6889, loss_cls: 2.4715, loss: 2.4715, grad_norm: 2.8762 2021-03-09 00:35:35,558 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 1 day, 8:09:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4406, top5_acc: 0.6816, loss_cls: 2.4815, loss: 2.4815, grad_norm: 2.9613 2021-03-09 00:35:53,035 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 1 day, 8:08:57, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4494, top5_acc: 0.6908, loss_cls: 2.4409, loss: 2.4409, grad_norm: 2.8461 2021-03-09 00:36:10,525 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 1 day, 8:08:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4531, top5_acc: 0.6959, loss_cls: 2.4267, loss: 2.4267, grad_norm: 2.8909 2021-03-09 00:36:28,015 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 1 day, 8:08:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4437, top5_acc: 0.6875, loss_cls: 2.4811, loss: 2.4811, grad_norm: 2.8787 2021-03-09 00:36:45,506 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 1 day, 8:07:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4461, top5_acc: 0.6846, loss_cls: 2.4819, loss: 2.4819, grad_norm: 2.8436 2021-03-09 00:37:03,024 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 1 day, 8:07:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4500, top5_acc: 0.6918, loss_cls: 2.4540, loss: 2.4540, grad_norm: 2.8444 2021-03-09 00:37:20,516 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 1 day, 8:07:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4393, top5_acc: 0.6914, loss_cls: 2.4588, loss: 2.4588, grad_norm: 2.8235 2021-03-09 00:37:38,009 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 1 day, 8:06:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4568, top5_acc: 0.6932, loss_cls: 2.4323, loss: 2.4323, grad_norm: 2.8930 2021-03-09 00:37:55,511 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 1 day, 8:06:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4281, top5_acc: 0.6801, loss_cls: 2.5226, loss: 2.5226, grad_norm: 2.9581 2021-03-09 00:38:12,995 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 1 day, 8:05:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4416, top5_acc: 0.6926, loss_cls: 2.4567, loss: 2.4567, grad_norm: 2.8358 2021-03-09 00:38:30,477 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 1 day, 8:05:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4324, top5_acc: 0.6879, loss_cls: 2.5225, loss: 2.5225, grad_norm: 2.9145 2021-03-09 00:38:47,969 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 1 day, 8:05:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4525, top5_acc: 0.6885, loss_cls: 2.4491, loss: 2.4491, grad_norm: 2.8252 2021-03-09 00:39:05,454 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 1 day, 8:04:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4465, top5_acc: 0.6936, loss_cls: 2.4382, loss: 2.4382, grad_norm: 2.8989 2021-03-09 00:39:22,932 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 1 day, 8:04:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4361, top5_acc: 0.6854, loss_cls: 2.4812, loss: 2.4812, grad_norm: 2.9015 2021-03-09 00:39:40,416 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 1 day, 8:03:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4475, top5_acc: 0.6918, loss_cls: 2.4689, loss: 2.4689, grad_norm: 2.8425 2021-03-09 00:39:57,897 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 1 day, 8:03:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4445, top5_acc: 0.6854, loss_cls: 2.4829, loss: 2.4829, grad_norm: 2.8259 2021-03-09 00:40:15,390 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 1 day, 8:03:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4449, top5_acc: 0.6918, loss_cls: 2.4516, loss: 2.4516, grad_norm: 2.8220 2021-03-09 00:40:32,869 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 1 day, 8:02:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4457, top5_acc: 0.6832, loss_cls: 2.4926, loss: 2.4926, grad_norm: 2.9143 2021-03-09 00:40:50,365 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 1 day, 8:02:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4309, top5_acc: 0.6777, loss_cls: 2.5338, loss: 2.5338, grad_norm: 2.9114 2021-03-09 00:41:07,846 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 1 day, 8:01:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4609, top5_acc: 0.6979, loss_cls: 2.4067, loss: 2.4067, grad_norm: 2.8391 2021-03-09 00:41:25,323 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 1 day, 8:01:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4449, top5_acc: 0.6816, loss_cls: 2.4651, loss: 2.4651, grad_norm: 2.8480 2021-03-09 00:41:42,806 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 1 day, 8:01:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4430, top5_acc: 0.6834, loss_cls: 2.5016, loss: 2.5016, grad_norm: 2.8403 2021-03-09 00:42:00,291 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 1 day, 8:00:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4461, top5_acc: 0.6896, loss_cls: 2.4412, loss: 2.4412, grad_norm: 2.8510 2021-03-09 00:42:17,793 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 1 day, 8:00:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4434, top5_acc: 0.6937, loss_cls: 2.4537, loss: 2.4537, grad_norm: 2.8695 2021-03-09 00:42:34,743 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 1 day, 7:59:53, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.4503, top5_acc: 0.6832, loss_cls: 2.4646, loss: 2.4646, grad_norm: 2.8664 2021-03-09 00:42:35,530 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-09 00:43:14,256 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 1 day, 8:02:47, time: 1.889, data_time: 0.904, memory: 8896, top1_acc: 0.4564, top5_acc: 0.6969, loss_cls: 2.4396, loss: 2.4396, grad_norm: 2.7994 2021-03-09 00:43:31,793 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 1 day, 8:02:24, time: 0.877, data_time: 0.005, memory: 8896, top1_acc: 0.4615, top5_acc: 0.6969, loss_cls: 2.4103, loss: 2.4103, grad_norm: 2.7996 2021-03-09 00:43:49,284 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 1 day, 8:02:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4527, top5_acc: 0.6918, loss_cls: 2.4178, loss: 2.4178, grad_norm: 2.8743 2021-03-09 00:44:06,801 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 1 day, 8:01:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4566, top5_acc: 0.6957, loss_cls: 2.4155, loss: 2.4155, grad_norm: 2.8890 2021-03-09 00:44:24,295 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 1 day, 8:01:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4514, top5_acc: 0.6895, loss_cls: 2.4368, loss: 2.4368, grad_norm: 2.8404 2021-03-09 00:44:41,795 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 1 day, 8:00:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4574, top5_acc: 0.7033, loss_cls: 2.3896, loss: 2.3896, grad_norm: 2.9047 2021-03-09 00:44:59,270 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 1 day, 8:00:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4568, top5_acc: 0.6869, loss_cls: 2.4464, loss: 2.4464, grad_norm: 2.8618 2021-03-09 00:45:16,746 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 1 day, 8:00:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4443, top5_acc: 0.6877, loss_cls: 2.4344, loss: 2.4344, grad_norm: 2.8736 2021-03-09 00:45:34,229 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 1 day, 7:59:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4439, top5_acc: 0.6943, loss_cls: 2.4526, loss: 2.4526, grad_norm: 2.8051 2021-03-09 00:45:51,720 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 1 day, 7:59:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4461, top5_acc: 0.6920, loss_cls: 2.4688, loss: 2.4688, grad_norm: 2.8563 2021-03-09 00:46:09,202 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 1 day, 7:58:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4383, top5_acc: 0.6914, loss_cls: 2.4597, loss: 2.4597, grad_norm: 2.9553 2021-03-09 00:46:26,681 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 1 day, 7:58:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4539, top5_acc: 0.6971, loss_cls: 2.4575, loss: 2.4575, grad_norm: 2.8919 2021-03-09 00:46:44,184 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 1 day, 7:58:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4590, top5_acc: 0.7041, loss_cls: 2.3872, loss: 2.3872, grad_norm: 2.8051 2021-03-09 00:47:01,666 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 1 day, 7:57:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4555, top5_acc: 0.6988, loss_cls: 2.4220, loss: 2.4220, grad_norm: 2.8645 2021-03-09 00:47:19,151 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 1 day, 7:57:20, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4508, top5_acc: 0.6945, loss_cls: 2.4228, loss: 2.4228, grad_norm: 2.9034 2021-03-09 00:47:36,625 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 1 day, 7:56:57, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4471, top5_acc: 0.6928, loss_cls: 2.4345, loss: 2.4345, grad_norm: 2.8449 2021-03-09 00:47:54,110 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 1 day, 7:56:34, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4492, top5_acc: 0.6895, loss_cls: 2.4385, loss: 2.4385, grad_norm: 2.8541 2021-03-09 00:48:11,595 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 1 day, 7:56:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4455, top5_acc: 0.6893, loss_cls: 2.4596, loss: 2.4596, grad_norm: 2.8476 2021-03-09 00:48:29,072 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 1 day, 7:55:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4609, top5_acc: 0.7004, loss_cls: 2.3772, loss: 2.3772, grad_norm: 2.8556 2021-03-09 00:48:46,560 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 1 day, 7:55:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4445, top5_acc: 0.6955, loss_cls: 2.4315, loss: 2.4315, grad_norm: 2.8620 2021-03-09 00:49:04,038 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 1 day, 7:55:00, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4514, top5_acc: 0.7010, loss_cls: 2.4232, loss: 2.4232, grad_norm: 2.8066 2021-03-09 00:49:21,513 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 1 day, 7:54:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4508, top5_acc: 0.7000, loss_cls: 2.4000, loss: 2.4000, grad_norm: 2.8721 2021-03-09 00:49:39,018 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 1 day, 7:54:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4617, top5_acc: 0.7043, loss_cls: 2.3881, loss: 2.3881, grad_norm: 2.8536 2021-03-09 00:49:56,501 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 1 day, 7:53:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4596, top5_acc: 0.6908, loss_cls: 2.4139, loss: 2.4139, grad_norm: 2.8538 2021-03-09 00:50:13,981 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 1 day, 7:53:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4619, top5_acc: 0.7021, loss_cls: 2.3880, loss: 2.3880, grad_norm: 2.8124 2021-03-09 00:50:31,459 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 1 day, 7:53:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4518, top5_acc: 0.6949, loss_cls: 2.4199, loss: 2.4199, grad_norm: 2.8844 2021-03-09 00:50:48,952 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 1 day, 7:52:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4496, top5_acc: 0.6914, loss_cls: 2.4149, loss: 2.4149, grad_norm: 2.8172 2021-03-09 00:51:06,430 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 1 day, 7:52:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4492, top5_acc: 0.6937, loss_cls: 2.4252, loss: 2.4252, grad_norm: 2.8647 2021-03-09 00:51:23,899 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 1 day, 7:51:55, time: 0.873, data_time: 0.001, memory: 8896, top1_acc: 0.4430, top5_acc: 0.6861, loss_cls: 2.4515, loss: 2.4515, grad_norm: 2.7949 2021-03-09 00:51:41,359 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 1 day, 7:51:32, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.4512, top5_acc: 0.7023, loss_cls: 2.3928, loss: 2.3928, grad_norm: 2.8499 2021-03-09 00:51:58,855 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 1 day, 7:51:09, time: 0.875, data_time: 0.003, memory: 8896, top1_acc: 0.4588, top5_acc: 0.6992, loss_cls: 2.3782, loss: 2.3782, grad_norm: 2.8475 2021-03-09 00:52:16,339 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 1 day, 7:50:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4619, top5_acc: 0.7148, loss_cls: 2.3673, loss: 2.3673, grad_norm: 2.8619 2021-03-09 00:52:33,825 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 1 day, 7:50:23, time: 0.874, data_time: 0.002, memory: 8896, top1_acc: 0.4525, top5_acc: 0.7004, loss_cls: 2.4138, loss: 2.4138, grad_norm: 2.8244 2021-03-09 00:52:51,310 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 1 day, 7:50:00, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4611, top5_acc: 0.7004, loss_cls: 2.3970, loss: 2.3970, grad_norm: 2.7725 2021-03-09 00:53:08,797 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 1 day, 7:49:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4598, top5_acc: 0.7018, loss_cls: 2.3815, loss: 2.3815, grad_norm: 2.8127 2021-03-09 00:53:26,267 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 1 day, 7:49:14, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.4559, top5_acc: 0.6971, loss_cls: 2.4245, loss: 2.4245, grad_norm: 2.7970 2021-03-09 00:53:43,744 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 1 day, 7:48:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4463, top5_acc: 0.6928, loss_cls: 2.4440, loss: 2.4440, grad_norm: 2.8006 2021-03-09 00:54:01,228 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 1 day, 7:48:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4525, top5_acc: 0.7021, loss_cls: 2.3909, loss: 2.3909, grad_norm: 2.8398 2021-03-09 00:54:18,701 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 1 day, 7:48:05, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4465, top5_acc: 0.6973, loss_cls: 2.4435, loss: 2.4435, grad_norm: 2.8425 2021-03-09 00:54:36,182 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 1 day, 7:47:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4500, top5_acc: 0.7000, loss_cls: 2.4112, loss: 2.4112, grad_norm: 2.9041 2021-03-09 00:54:53,670 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 1 day, 7:47:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4533, top5_acc: 0.6984, loss_cls: 2.4201, loss: 2.4201, grad_norm: 2.8843 2021-03-09 00:55:11,170 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 1 day, 7:46:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4396, top5_acc: 0.6867, loss_cls: 2.4850, loss: 2.4850, grad_norm: 2.8429 2021-03-09 00:55:28,671 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 1 day, 7:46:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4537, top5_acc: 0.6936, loss_cls: 2.4109, loss: 2.4109, grad_norm: 2.7592 2021-03-09 00:55:46,156 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 1 day, 7:46:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4613, top5_acc: 0.6971, loss_cls: 2.4137, loss: 2.4137, grad_norm: 2.8343 2021-03-09 00:56:03,631 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 1 day, 7:45:48, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4574, top5_acc: 0.7055, loss_cls: 2.3769, loss: 2.3769, grad_norm: 2.8164 2021-03-09 00:56:21,105 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 1 day, 7:45:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4580, top5_acc: 0.6914, loss_cls: 2.4476, loss: 2.4476, grad_norm: 2.8170 2021-03-09 00:56:38,040 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 1 day, 7:44:57, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.4552, top5_acc: 0.6928, loss_cls: 2.4417, loss: 2.4417, grad_norm: 2.8709 2021-03-09 00:56:38,790 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-09 00:57:15,013 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 00:57:15,752 - mmaction - INFO - top1_acc 0.5141 top5_acc 0.7685 2021-03-09 00:57:15,752 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 00:57:15,824 - mmaction - INFO - mean_acc 0.5140 2021-03-09 00:57:17,476 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-03-09 00:57:17,476 - mmaction - INFO - Best top1_acc is 0.5141 at 15 epoch. 2021-03-09 00:57:17,485 - mmaction - INFO - Epoch(val) [15][940] top1_acc: 0.5141, top5_acc: 0.7685, mean_class_accuracy: 0.5140 2021-03-09 00:58:01,511 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 1 day, 7:48:33, time: 2.201, data_time: 1.304, memory: 8896, top1_acc: 0.4611, top5_acc: 0.7033, loss_cls: 2.3918, loss: 2.3918, grad_norm: 2.8674 2021-03-09 00:58:19,077 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 1 day, 7:48:11, time: 0.878, data_time: 0.005, memory: 8896, top1_acc: 0.4668, top5_acc: 0.7057, loss_cls: 2.3799, loss: 2.3799, grad_norm: 2.8231 2021-03-09 00:58:36,547 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 1 day, 7:47:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4584, top5_acc: 0.7018, loss_cls: 2.3899, loss: 2.3899, grad_norm: 2.8641 2021-03-09 00:58:54,045 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 1 day, 7:47:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4584, top5_acc: 0.7016, loss_cls: 2.3708, loss: 2.3708, grad_norm: 2.8327 2021-03-09 00:59:11,549 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 1 day, 7:47:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4566, top5_acc: 0.6982, loss_cls: 2.4018, loss: 2.4018, grad_norm: 2.8129 2021-03-09 00:59:29,066 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 1 day, 7:46:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4459, top5_acc: 0.7018, loss_cls: 2.3891, loss: 2.3891, grad_norm: 2.7970 2021-03-09 00:59:46,567 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 1 day, 7:46:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4570, top5_acc: 0.7035, loss_cls: 2.3807, loss: 2.3807, grad_norm: 2.8150 2021-03-09 01:00:04,055 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 1 day, 7:45:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4654, top5_acc: 0.7080, loss_cls: 2.3717, loss: 2.3717, grad_norm: 2.8607 2021-03-09 01:00:21,540 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 1 day, 7:45:30, time: 0.874, data_time: 0.002, memory: 8896, top1_acc: 0.4617, top5_acc: 0.6930, loss_cls: 2.4162, loss: 2.4162, grad_norm: 2.8192 2021-03-09 01:00:39,051 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 1 day, 7:45:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4475, top5_acc: 0.6906, loss_cls: 2.4304, loss: 2.4304, grad_norm: 2.7787 2021-03-09 01:00:56,585 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 1 day, 7:44:44, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4650, top5_acc: 0.6973, loss_cls: 2.3821, loss: 2.3821, grad_norm: 2.8079 2021-03-09 01:01:14,085 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 1 day, 7:44:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4816, top5_acc: 0.7131, loss_cls: 2.2984, loss: 2.2984, grad_norm: 2.8067 2021-03-09 01:01:31,575 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 1 day, 7:43:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4547, top5_acc: 0.7025, loss_cls: 2.4021, loss: 2.4021, grad_norm: 2.8357 2021-03-09 01:01:49,062 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 1 day, 7:43:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4525, top5_acc: 0.7027, loss_cls: 2.4008, loss: 2.4008, grad_norm: 2.8851 2021-03-09 01:02:06,547 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 1 day, 7:43:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4607, top5_acc: 0.7031, loss_cls: 2.3965, loss: 2.3965, grad_norm: 2.7922 2021-03-09 01:02:24,048 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 1 day, 7:42:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4646, top5_acc: 0.6994, loss_cls: 2.3794, loss: 2.3794, grad_norm: 2.8133 2021-03-09 01:02:41,526 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 1 day, 7:42:27, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4613, top5_acc: 0.7006, loss_cls: 2.3705, loss: 2.3705, grad_norm: 2.8105 2021-03-09 01:02:59,023 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 1 day, 7:42:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4594, top5_acc: 0.6980, loss_cls: 2.3943, loss: 2.3943, grad_norm: 2.8797 2021-03-09 01:03:16,514 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 1 day, 7:41:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4457, top5_acc: 0.6969, loss_cls: 2.4238, loss: 2.4238, grad_norm: 2.8354 2021-03-09 01:03:33,995 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 1 day, 7:41:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4459, top5_acc: 0.6875, loss_cls: 2.4373, loss: 2.4373, grad_norm: 2.8183 2021-03-09 01:03:51,503 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 1 day, 7:40:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4508, top5_acc: 0.6924, loss_cls: 2.4401, loss: 2.4401, grad_norm: 2.8794 2021-03-09 01:04:09,003 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 1 day, 7:40:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4676, top5_acc: 0.7090, loss_cls: 2.3680, loss: 2.3680, grad_norm: 2.7533 2021-03-09 01:04:26,499 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 1 day, 7:40:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4561, top5_acc: 0.6994, loss_cls: 2.3893, loss: 2.3893, grad_norm: 2.7772 2021-03-09 01:04:44,003 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 1 day, 7:39:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4619, top5_acc: 0.7051, loss_cls: 2.3738, loss: 2.3738, grad_norm: 2.8017 2021-03-09 01:05:01,497 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 1 day, 7:39:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4580, top5_acc: 0.7035, loss_cls: 2.3788, loss: 2.3788, grad_norm: 2.8162 2021-03-09 01:05:18,979 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 1 day, 7:39:02, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4523, top5_acc: 0.6996, loss_cls: 2.4089, loss: 2.4089, grad_norm: 2.8032 2021-03-09 01:05:36,478 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 1 day, 7:38:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4570, top5_acc: 0.6965, loss_cls: 2.4100, loss: 2.4100, grad_norm: 2.8271 2021-03-09 01:05:53,967 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 1 day, 7:38:17, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4555, top5_acc: 0.6977, loss_cls: 2.4107, loss: 2.4107, grad_norm: 2.8583 2021-03-09 01:06:11,475 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 1 day, 7:37:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4475, top5_acc: 0.6932, loss_cls: 2.4280, loss: 2.4280, grad_norm: 2.7631 2021-03-09 01:06:28,980 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 1 day, 7:37:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4662, top5_acc: 0.7031, loss_cls: 2.3760, loss: 2.3760, grad_norm: 2.8229 2021-03-09 01:06:46,463 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 1 day, 7:37:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4684, top5_acc: 0.6977, loss_cls: 2.3921, loss: 2.3921, grad_norm: 2.8046 2021-03-09 01:07:03,949 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 1 day, 7:36:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4678, top5_acc: 0.6992, loss_cls: 2.3691, loss: 2.3691, grad_norm: 2.8367 2021-03-09 01:07:21,432 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 1 day, 7:36:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4605, top5_acc: 0.7066, loss_cls: 2.3988, loss: 2.3988, grad_norm: 2.7984 2021-03-09 01:07:38,935 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 1 day, 7:36:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4559, top5_acc: 0.7082, loss_cls: 2.3727, loss: 2.3727, grad_norm: 2.7753 2021-03-09 01:07:56,419 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 1 day, 7:35:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4473, top5_acc: 0.7021, loss_cls: 2.4336, loss: 2.4336, grad_norm: 2.8991 2021-03-09 01:08:13,917 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 1 day, 7:35:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4479, top5_acc: 0.6990, loss_cls: 2.4112, loss: 2.4112, grad_norm: 2.8351 2021-03-09 01:08:31,397 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 1 day, 7:34:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4547, top5_acc: 0.7066, loss_cls: 2.3861, loss: 2.3861, grad_norm: 2.8578 2021-03-09 01:08:48,883 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 1 day, 7:34:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4508, top5_acc: 0.6967, loss_cls: 2.4088, loss: 2.4088, grad_norm: 2.8263 2021-03-09 01:09:06,367 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 1 day, 7:34:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4623, top5_acc: 0.7039, loss_cls: 2.3468, loss: 2.3468, grad_norm: 2.7688 2021-03-09 01:09:23,875 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 1 day, 7:33:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4496, top5_acc: 0.7000, loss_cls: 2.4038, loss: 2.4038, grad_norm: 2.8516 2021-03-09 01:09:41,369 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 1 day, 7:33:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4596, top5_acc: 0.7057, loss_cls: 2.3981, loss: 2.3981, grad_norm: 2.8239 2021-03-09 01:09:58,865 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 1 day, 7:33:01, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4590, top5_acc: 0.7020, loss_cls: 2.3620, loss: 2.3620, grad_norm: 2.8057 2021-03-09 01:10:16,376 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 1 day, 7:32:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4596, top5_acc: 0.6990, loss_cls: 2.3931, loss: 2.3931, grad_norm: 2.7421 2021-03-09 01:10:33,875 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 1 day, 7:32:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4562, top5_acc: 0.7012, loss_cls: 2.3974, loss: 2.3974, grad_norm: 2.7660 2021-03-09 01:10:51,370 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 1 day, 7:31:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4602, top5_acc: 0.7053, loss_cls: 2.3753, loss: 2.3753, grad_norm: 2.7938 2021-03-09 01:11:08,865 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 1 day, 7:31:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4527, top5_acc: 0.6855, loss_cls: 2.4557, loss: 2.4557, grad_norm: 2.8437 2021-03-09 01:11:25,838 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 1 day, 7:31:05, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.4576, top5_acc: 0.7031, loss_cls: 2.3940, loss: 2.3940, grad_norm: 2.8384 2021-03-09 01:11:26,639 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-09 01:12:08,252 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 1 day, 7:33:54, time: 2.022, data_time: 1.148, memory: 8896, top1_acc: 0.4658, top5_acc: 0.7113, loss_cls: 2.3444, loss: 2.3444, grad_norm: 2.8269 2021-03-09 01:12:25,785 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 1 day, 7:33:32, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.4465, top5_acc: 0.6953, loss_cls: 2.4509, loss: 2.4509, grad_norm: 2.8621 2021-03-09 01:12:43,292 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 1 day, 7:33:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4627, top5_acc: 0.6957, loss_cls: 2.3990, loss: 2.3990, grad_norm: 2.8656 2021-03-09 01:13:00,787 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 1 day, 7:32:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4629, top5_acc: 0.7010, loss_cls: 2.3794, loss: 2.3794, grad_norm: 2.7762 2021-03-09 01:13:18,260 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 1 day, 7:32:24, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4611, top5_acc: 0.6988, loss_cls: 2.3773, loss: 2.3773, grad_norm: 2.8316 2021-03-09 01:13:35,765 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 1 day, 7:32:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.3375, loss: 2.3375, grad_norm: 2.7992 2021-03-09 01:13:53,248 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 1 day, 7:31:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4623, top5_acc: 0.7096, loss_cls: 2.3861, loss: 2.3861, grad_norm: 2.8232 2021-03-09 01:14:10,736 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 1 day, 7:31:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4680, top5_acc: 0.7070, loss_cls: 2.3220, loss: 2.3220, grad_norm: 2.8050 2021-03-09 01:14:28,237 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 1 day, 7:30:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4510, top5_acc: 0.7020, loss_cls: 2.4255, loss: 2.4255, grad_norm: 2.7925 2021-03-09 01:14:45,731 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 1 day, 7:30:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4564, top5_acc: 0.6973, loss_cls: 2.4035, loss: 2.4035, grad_norm: 2.7922 2021-03-09 01:15:03,231 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 1 day, 7:30:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4873, top5_acc: 0.7299, loss_cls: 2.2547, loss: 2.2547, grad_norm: 2.7471 2021-03-09 01:15:20,724 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 1 day, 7:29:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7088, loss_cls: 2.3137, loss: 2.3137, grad_norm: 2.8369 2021-03-09 01:15:38,238 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 1 day, 7:29:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4668, top5_acc: 0.7064, loss_cls: 2.3572, loss: 2.3572, grad_norm: 2.8140 2021-03-09 01:15:55,736 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 1 day, 7:29:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4479, top5_acc: 0.7033, loss_cls: 2.4092, loss: 2.4092, grad_norm: 2.8584 2021-03-09 01:16:13,235 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 1 day, 7:28:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4637, top5_acc: 0.7072, loss_cls: 2.3950, loss: 2.3950, grad_norm: 2.8555 2021-03-09 01:16:30,743 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 1 day, 7:28:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4641, top5_acc: 0.7055, loss_cls: 2.3903, loss: 2.3903, grad_norm: 2.8000 2021-03-09 01:16:48,247 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 1 day, 7:27:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4557, top5_acc: 0.7068, loss_cls: 2.3956, loss: 2.3956, grad_norm: 2.8006 2021-03-09 01:17:05,747 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 1 day, 7:27:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4695, top5_acc: 0.6996, loss_cls: 2.3717, loss: 2.3717, grad_norm: 2.8292 2021-03-09 01:17:23,247 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 1 day, 7:27:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4787, top5_acc: 0.7205, loss_cls: 2.2671, loss: 2.2671, grad_norm: 2.7622 2021-03-09 01:17:40,754 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 1 day, 7:26:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4609, top5_acc: 0.7031, loss_cls: 2.3725, loss: 2.3725, grad_norm: 2.8205 2021-03-09 01:17:58,259 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 1 day, 7:26:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4746, top5_acc: 0.7145, loss_cls: 2.3171, loss: 2.3171, grad_norm: 2.8149 2021-03-09 01:18:15,748 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 1 day, 7:26:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4688, top5_acc: 0.7018, loss_cls: 2.3700, loss: 2.3700, grad_norm: 2.8075 2021-03-09 01:18:33,253 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 1 day, 7:25:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4576, top5_acc: 0.7014, loss_cls: 2.3986, loss: 2.3986, grad_norm: 2.8454 2021-03-09 01:18:50,750 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 1 day, 7:25:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4686, top5_acc: 0.7143, loss_cls: 2.3272, loss: 2.3272, grad_norm: 2.8036 2021-03-09 01:19:08,265 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 1 day, 7:24:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4650, top5_acc: 0.7080, loss_cls: 2.3603, loss: 2.3603, grad_norm: 2.7778 2021-03-09 01:19:25,788 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 1 day, 7:24:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4586, top5_acc: 0.7086, loss_cls: 2.3676, loss: 2.3676, grad_norm: 2.7854 2021-03-09 01:19:43,281 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 1 day, 7:24:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4545, top5_acc: 0.6982, loss_cls: 2.4159, loss: 2.4159, grad_norm: 2.7165 2021-03-09 01:20:00,787 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 1 day, 7:23:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4758, top5_acc: 0.7070, loss_cls: 2.3185, loss: 2.3185, grad_norm: 2.7337 2021-03-09 01:20:18,298 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 1 day, 7:23:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4668, top5_acc: 0.6996, loss_cls: 2.3647, loss: 2.3647, grad_norm: 2.7751 2021-03-09 01:20:35,805 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 1 day, 7:23:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4654, top5_acc: 0.7148, loss_cls: 2.3477, loss: 2.3477, grad_norm: 2.8000 2021-03-09 01:20:53,308 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 1 day, 7:22:42, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4619, top5_acc: 0.7063, loss_cls: 2.3790, loss: 2.3790, grad_norm: 2.7270 2021-03-09 01:21:10,813 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 1 day, 7:22:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4719, top5_acc: 0.7113, loss_cls: 2.3410, loss: 2.3410, grad_norm: 2.8055 2021-03-09 01:21:28,316 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 1 day, 7:21:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4688, top5_acc: 0.6984, loss_cls: 2.3684, loss: 2.3684, grad_norm: 2.7995 2021-03-09 01:21:45,824 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 1 day, 7:21:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4717, top5_acc: 0.7129, loss_cls: 2.3298, loss: 2.3298, grad_norm: 2.7609 2021-03-09 01:22:03,318 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 1 day, 7:21:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4654, top5_acc: 0.6947, loss_cls: 2.3787, loss: 2.3787, grad_norm: 2.8160 2021-03-09 01:22:20,810 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 1 day, 7:20:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4652, top5_acc: 0.7031, loss_cls: 2.3882, loss: 2.3882, grad_norm: 2.7737 2021-03-09 01:22:38,320 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 1 day, 7:20:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4629, top5_acc: 0.7078, loss_cls: 2.3352, loss: 2.3352, grad_norm: 2.7633 2021-03-09 01:22:55,818 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 1 day, 7:20:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4676, top5_acc: 0.7094, loss_cls: 2.3416, loss: 2.3416, grad_norm: 2.7914 2021-03-09 01:23:13,316 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 1 day, 7:19:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4553, top5_acc: 0.7043, loss_cls: 2.3927, loss: 2.3927, grad_norm: 2.8372 2021-03-09 01:23:30,810 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 1 day, 7:19:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4682, top5_acc: 0.7057, loss_cls: 2.3317, loss: 2.3317, grad_norm: 2.7629 2021-03-09 01:23:48,303 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 1 day, 7:19:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4502, top5_acc: 0.7053, loss_cls: 2.3951, loss: 2.3951, grad_norm: 2.7902 2021-03-09 01:24:05,776 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 1 day, 7:18:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4604, top5_acc: 0.6943, loss_cls: 2.4175, loss: 2.4175, grad_norm: 2.7847 2021-03-09 01:24:23,268 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 1 day, 7:18:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4650, top5_acc: 0.7063, loss_cls: 2.3603, loss: 2.3603, grad_norm: 2.8088 2021-03-09 01:24:40,762 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 1 day, 7:17:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4652, top5_acc: 0.7166, loss_cls: 2.3394, loss: 2.3394, grad_norm: 2.7502 2021-03-09 01:24:58,259 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 1 day, 7:17:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4668, top5_acc: 0.7092, loss_cls: 2.3576, loss: 2.3576, grad_norm: 2.8091 2021-03-09 01:25:15,744 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 1 day, 7:17:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4559, top5_acc: 0.6973, loss_cls: 2.4238, loss: 2.4238, grad_norm: 2.7870 2021-03-09 01:25:32,728 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 1 day, 7:16:44, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.4629, top5_acc: 0.7076, loss_cls: 2.3496, loss: 2.3496, grad_norm: 2.7979 2021-03-09 01:25:33,539 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-09 01:26:10,251 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 1 day, 7:18:34, time: 1.724, data_time: 0.839, memory: 8896, top1_acc: 0.4664, top5_acc: 0.7074, loss_cls: 2.3312, loss: 2.3312, grad_norm: 2.8002 2021-03-09 01:26:27,770 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 1 day, 7:18:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4740, top5_acc: 0.7133, loss_cls: 2.3277, loss: 2.3277, grad_norm: 2.7976 2021-03-09 01:26:45,258 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 1 day, 7:17:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4604, top5_acc: 0.7018, loss_cls: 2.3800, loss: 2.3800, grad_norm: 2.7842 2021-03-09 01:27:02,768 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 1 day, 7:17:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4719, top5_acc: 0.7078, loss_cls: 2.3209, loss: 2.3209, grad_norm: 2.7943 2021-03-09 01:27:20,251 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 1 day, 7:17:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4766, top5_acc: 0.7113, loss_cls: 2.2985, loss: 2.2985, grad_norm: 2.7873 2021-03-09 01:27:37,763 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 1 day, 7:16:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4568, top5_acc: 0.7006, loss_cls: 2.3943, loss: 2.3943, grad_norm: 2.7576 2021-03-09 01:27:55,283 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 1 day, 7:16:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4602, top5_acc: 0.6986, loss_cls: 2.3907, loss: 2.3907, grad_norm: 2.7360 2021-03-09 01:28:12,777 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 1 day, 7:15:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4730, top5_acc: 0.7129, loss_cls: 2.3079, loss: 2.3079, grad_norm: 2.7947 2021-03-09 01:28:30,271 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 1 day, 7:15:37, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4711, top5_acc: 0.7164, loss_cls: 2.3222, loss: 2.3222, grad_norm: 2.8280 2021-03-09 01:28:47,761 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 1 day, 7:15:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4666, top5_acc: 0.7135, loss_cls: 2.3213, loss: 2.3213, grad_norm: 2.7840 2021-03-09 01:29:05,253 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 1 day, 7:14:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4713, top5_acc: 0.7006, loss_cls: 2.3577, loss: 2.3577, grad_norm: 2.7896 2021-03-09 01:29:22,742 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 1 day, 7:14:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4809, top5_acc: 0.7160, loss_cls: 2.2946, loss: 2.2946, grad_norm: 2.7425 2021-03-09 01:29:40,225 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 1 day, 7:14:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4652, top5_acc: 0.7037, loss_cls: 2.3498, loss: 2.3498, grad_norm: 2.7570 2021-03-09 01:29:57,717 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 1 day, 7:13:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4625, top5_acc: 0.6992, loss_cls: 2.3713, loss: 2.3713, grad_norm: 2.8234 2021-03-09 01:30:15,220 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 1 day, 7:13:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4699, top5_acc: 0.7125, loss_cls: 2.3342, loss: 2.3342, grad_norm: 2.7891 2021-03-09 01:30:32,710 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 1 day, 7:13:02, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4732, top5_acc: 0.7119, loss_cls: 2.3176, loss: 2.3176, grad_norm: 2.7841 2021-03-09 01:30:50,178 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 1 day, 7:12:40, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4705, top5_acc: 0.7084, loss_cls: 2.3314, loss: 2.3314, grad_norm: 2.7790 2021-03-09 01:31:07,670 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 1 day, 7:12:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4729, top5_acc: 0.7197, loss_cls: 2.3117, loss: 2.3117, grad_norm: 2.7889 2021-03-09 01:31:25,157 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 1 day, 7:11:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4711, top5_acc: 0.7158, loss_cls: 2.3112, loss: 2.3112, grad_norm: 2.8016 2021-03-09 01:31:42,634 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 1 day, 7:11:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4783, top5_acc: 0.7211, loss_cls: 2.2853, loss: 2.2853, grad_norm: 2.8234 2021-03-09 01:32:00,115 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 1 day, 7:11:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4686, top5_acc: 0.7131, loss_cls: 2.3071, loss: 2.3071, grad_norm: 2.7928 2021-03-09 01:32:17,618 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 1 day, 7:10:50, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4670, top5_acc: 0.7121, loss_cls: 2.3662, loss: 2.3662, grad_norm: 2.8180 2021-03-09 01:32:35,123 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 1 day, 7:10:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7117, loss_cls: 2.3312, loss: 2.3312, grad_norm: 2.8052 2021-03-09 01:32:52,623 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 1 day, 7:10:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4588, top5_acc: 0.6982, loss_cls: 2.4103, loss: 2.4103, grad_norm: 2.7871 2021-03-09 01:33:10,133 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 1 day, 7:09:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4615, top5_acc: 0.6945, loss_cls: 2.3961, loss: 2.3961, grad_norm: 2.8460 2021-03-09 01:33:27,628 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 1 day, 7:09:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4566, top5_acc: 0.6969, loss_cls: 2.4196, loss: 2.4196, grad_norm: 2.7592 2021-03-09 01:33:45,111 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 1 day, 7:09:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4646, top5_acc: 0.7051, loss_cls: 2.3784, loss: 2.3784, grad_norm: 2.8067 2021-03-09 01:34:02,606 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 1 day, 7:08:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4686, top5_acc: 0.7131, loss_cls: 2.3096, loss: 2.3096, grad_norm: 2.7558 2021-03-09 01:34:20,091 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 1 day, 7:08:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4627, top5_acc: 0.7047, loss_cls: 2.3647, loss: 2.3647, grad_norm: 2.8025 2021-03-09 01:34:37,579 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 1 day, 7:07:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4572, top5_acc: 0.7016, loss_cls: 2.3682, loss: 2.3682, grad_norm: 2.7971 2021-03-09 01:34:55,050 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 1 day, 7:07:32, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4684, top5_acc: 0.7031, loss_cls: 2.3859, loss: 2.3859, grad_norm: 2.7530 2021-03-09 01:35:12,531 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 1 day, 7:07:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4744, top5_acc: 0.7111, loss_cls: 2.3415, loss: 2.3415, grad_norm: 2.7522 2021-03-09 01:35:30,015 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 1 day, 7:06:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4689, top5_acc: 0.7125, loss_cls: 2.3368, loss: 2.3368, grad_norm: 2.7351 2021-03-09 01:35:47,496 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 1 day, 7:06:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4695, top5_acc: 0.7068, loss_cls: 2.3343, loss: 2.3343, grad_norm: 2.7715 2021-03-09 01:36:04,972 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 1 day, 7:06:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4633, top5_acc: 0.7105, loss_cls: 2.3326, loss: 2.3326, grad_norm: 2.7799 2021-03-09 01:36:22,465 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 1 day, 7:05:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4832, top5_acc: 0.7156, loss_cls: 2.2959, loss: 2.2959, grad_norm: 2.7847 2021-03-09 01:36:39,966 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 1 day, 7:05:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4783, top5_acc: 0.7242, loss_cls: 2.2749, loss: 2.2749, grad_norm: 2.7696 2021-03-09 01:36:57,467 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 1 day, 7:04:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4732, top5_acc: 0.7053, loss_cls: 2.3572, loss: 2.3572, grad_norm: 2.8146 2021-03-09 01:37:14,948 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 1 day, 7:04:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4623, top5_acc: 0.7090, loss_cls: 2.3593, loss: 2.3593, grad_norm: 2.8494 2021-03-09 01:37:32,434 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 1 day, 7:04:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4813, top5_acc: 0.7162, loss_cls: 2.3055, loss: 2.3055, grad_norm: 2.7965 2021-03-09 01:37:49,925 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 1 day, 7:03:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4689, top5_acc: 0.7023, loss_cls: 2.3651, loss: 2.3651, grad_norm: 2.8115 2021-03-09 01:38:07,410 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 1 day, 7:03:31, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4479, top5_acc: 0.6955, loss_cls: 2.4213, loss: 2.4213, grad_norm: 2.7982 2021-03-09 01:38:24,897 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 1 day, 7:03:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4596, top5_acc: 0.6973, loss_cls: 2.3881, loss: 2.3881, grad_norm: 2.8595 2021-03-09 01:38:42,406 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 1 day, 7:02:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4658, top5_acc: 0.7166, loss_cls: 2.3507, loss: 2.3507, grad_norm: 2.7840 2021-03-09 01:38:59,884 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 1 day, 7:02:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4590, top5_acc: 0.6992, loss_cls: 2.3840, loss: 2.3840, grad_norm: 2.8222 2021-03-09 01:39:17,392 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 1 day, 7:02:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4660, top5_acc: 0.7137, loss_cls: 2.3337, loss: 2.3337, grad_norm: 2.8824 2021-03-09 01:39:34,362 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 1 day, 7:01:38, time: 0.849, data_time: 0.002, memory: 8896, top1_acc: 0.4736, top5_acc: 0.7080, loss_cls: 2.3456, loss: 2.3456, grad_norm: 2.7640 2021-03-09 01:39:35,105 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-09 01:40:13,453 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 1 day, 7:03:43, time: 1.877, data_time: 0.934, memory: 8896, top1_acc: 0.4738, top5_acc: 0.7225, loss_cls: 2.2941, loss: 2.2941, grad_norm: 2.7885 2021-03-09 01:40:31,011 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 1 day, 7:03:22, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.4732, top5_acc: 0.7209, loss_cls: 2.2926, loss: 2.2926, grad_norm: 2.7785 2021-03-09 01:40:48,514 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 1 day, 7:03:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4703, top5_acc: 0.7113, loss_cls: 2.3333, loss: 2.3333, grad_norm: 2.8203 2021-03-09 01:41:06,035 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 1 day, 7:02:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4629, top5_acc: 0.7027, loss_cls: 2.3516, loss: 2.3516, grad_norm: 2.7560 2021-03-09 01:41:23,530 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 1 day, 7:02:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4633, top5_acc: 0.7012, loss_cls: 2.3539, loss: 2.3539, grad_norm: 2.8158 2021-03-09 01:41:41,033 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 1 day, 7:01:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4824, top5_acc: 0.7201, loss_cls: 2.2813, loss: 2.2813, grad_norm: 2.6995 2021-03-09 01:41:58,526 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 1 day, 7:01:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4688, top5_acc: 0.7031, loss_cls: 2.3551, loss: 2.3551, grad_norm: 2.7697 2021-03-09 01:42:16,021 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 1 day, 7:01:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4729, top5_acc: 0.7143, loss_cls: 2.3044, loss: 2.3044, grad_norm: 2.7949 2021-03-09 01:42:33,530 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 1 day, 7:00:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4842, top5_acc: 0.7094, loss_cls: 2.2865, loss: 2.2865, grad_norm: 2.7998 2021-03-09 01:42:51,018 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 1 day, 7:00:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4734, top5_acc: 0.7152, loss_cls: 2.3308, loss: 2.3308, grad_norm: 2.7994 2021-03-09 01:43:08,511 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 1 day, 7:00:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4695, top5_acc: 0.7158, loss_cls: 2.3121, loss: 2.3121, grad_norm: 2.7870 2021-03-09 01:43:26,008 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 1 day, 6:59:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4758, top5_acc: 0.7205, loss_cls: 2.3004, loss: 2.3004, grad_norm: 2.7761 2021-03-09 01:43:43,509 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 1 day, 6:59:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4693, top5_acc: 0.7125, loss_cls: 2.3238, loss: 2.3238, grad_norm: 2.7583 2021-03-09 01:44:00,993 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 1 day, 6:59:00, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4762, top5_acc: 0.7131, loss_cls: 2.3080, loss: 2.3080, grad_norm: 2.7627 2021-03-09 01:44:18,496 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 1 day, 6:58:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4787, top5_acc: 0.7166, loss_cls: 2.3057, loss: 2.3057, grad_norm: 2.7747 2021-03-09 01:44:35,997 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 1 day, 6:58:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4693, top5_acc: 0.7135, loss_cls: 2.3050, loss: 2.3050, grad_norm: 2.8147 2021-03-09 01:44:53,482 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 1 day, 6:57:54, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4740, top5_acc: 0.7109, loss_cls: 2.3207, loss: 2.3207, grad_norm: 2.8084 2021-03-09 01:45:10,983 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 1 day, 6:57:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4656, top5_acc: 0.7076, loss_cls: 2.3630, loss: 2.3630, grad_norm: 2.7571 2021-03-09 01:45:28,474 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 1 day, 6:57:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4707, top5_acc: 0.7186, loss_cls: 2.3078, loss: 2.3078, grad_norm: 2.7757 2021-03-09 01:45:45,970 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 1 day, 6:56:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4676, top5_acc: 0.7178, loss_cls: 2.3177, loss: 2.3177, grad_norm: 2.8048 2021-03-09 01:46:03,475 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 1 day, 6:56:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4764, top5_acc: 0.7146, loss_cls: 2.2975, loss: 2.2975, grad_norm: 2.7665 2021-03-09 01:46:20,978 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 1 day, 6:56:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4670, top5_acc: 0.7240, loss_cls: 2.3047, loss: 2.3047, grad_norm: 2.7980 2021-03-09 01:46:38,484 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 1 day, 6:55:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4699, top5_acc: 0.7152, loss_cls: 2.3343, loss: 2.3343, grad_norm: 2.8066 2021-03-09 01:46:56,000 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 1 day, 6:55:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4721, top5_acc: 0.7176, loss_cls: 2.2951, loss: 2.2951, grad_norm: 2.7656 2021-03-09 01:47:13,503 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 1 day, 6:55:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4734, top5_acc: 0.7072, loss_cls: 2.3538, loss: 2.3538, grad_norm: 2.7881 2021-03-09 01:47:31,005 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 1 day, 6:54:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4771, top5_acc: 0.7113, loss_cls: 2.3222, loss: 2.3222, grad_norm: 2.7942 2021-03-09 01:47:48,506 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 1 day, 6:54:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7275, loss_cls: 2.2508, loss: 2.2508, grad_norm: 2.8566 2021-03-09 01:48:06,015 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 1 day, 6:53:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4809, top5_acc: 0.7232, loss_cls: 2.2767, loss: 2.2767, grad_norm: 2.7700 2021-03-09 01:48:23,513 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 1 day, 6:53:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4701, top5_acc: 0.7100, loss_cls: 2.3418, loss: 2.3418, grad_norm: 2.7809 2021-03-09 01:48:41,000 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 1 day, 6:53:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7156, loss_cls: 2.2736, loss: 2.2736, grad_norm: 2.7826 2021-03-09 01:48:58,494 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 1 day, 6:52:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4652, top5_acc: 0.7074, loss_cls: 2.3134, loss: 2.3134, grad_norm: 2.7542 2021-03-09 01:49:16,003 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 1 day, 6:52:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4672, top5_acc: 0.7039, loss_cls: 2.3553, loss: 2.3553, grad_norm: 2.8318 2021-03-09 01:49:33,506 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 1 day, 6:52:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4707, top5_acc: 0.7174, loss_cls: 2.3240, loss: 2.3240, grad_norm: 2.7860 2021-03-09 01:49:51,004 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 1 day, 6:51:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4730, top5_acc: 0.7037, loss_cls: 2.3323, loss: 2.3323, grad_norm: 2.7214 2021-03-09 01:50:08,519 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 1 day, 6:51:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4746, top5_acc: 0.7166, loss_cls: 2.3097, loss: 2.3097, grad_norm: 2.7547 2021-03-09 01:50:26,017 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 1 day, 6:51:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4730, top5_acc: 0.7131, loss_cls: 2.3316, loss: 2.3316, grad_norm: 2.7357 2021-03-09 01:50:43,535 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 1 day, 6:50:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4691, top5_acc: 0.7094, loss_cls: 2.3241, loss: 2.3241, grad_norm: 2.7923 2021-03-09 01:51:01,057 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 1 day, 6:50:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4719, top5_acc: 0.7135, loss_cls: 2.3262, loss: 2.3262, grad_norm: 2.7414 2021-03-09 01:51:18,560 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 1 day, 6:49:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4715, top5_acc: 0.7043, loss_cls: 2.3404, loss: 2.3404, grad_norm: 2.7742 2021-03-09 01:51:36,063 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 1 day, 6:49:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4803, top5_acc: 0.7113, loss_cls: 2.3243, loss: 2.3243, grad_norm: 2.7500 2021-03-09 01:51:53,577 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 1 day, 6:49:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4686, top5_acc: 0.7168, loss_cls: 2.3115, loss: 2.3115, grad_norm: 2.7972 2021-03-09 01:52:11,086 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 1 day, 6:48:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4883, top5_acc: 0.7160, loss_cls: 2.2771, loss: 2.2771, grad_norm: 2.7897 2021-03-09 01:52:28,597 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 1 day, 6:48:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4693, top5_acc: 0.7143, loss_cls: 2.3031, loss: 2.3031, grad_norm: 2.8224 2021-03-09 01:52:46,094 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 1 day, 6:48:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4701, top5_acc: 0.7131, loss_cls: 2.3378, loss: 2.3378, grad_norm: 2.7905 2021-03-09 01:53:03,585 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 1 day, 6:47:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4770, top5_acc: 0.7145, loss_cls: 2.2916, loss: 2.2916, grad_norm: 2.8165 2021-03-09 01:53:21,086 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 1 day, 6:47:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4654, top5_acc: 0.7023, loss_cls: 2.3562, loss: 2.3562, grad_norm: 2.8185 2021-03-09 01:53:38,039 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 1 day, 6:47:04, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4696, top5_acc: 0.7133, loss_cls: 2.3211, loss: 2.3211, grad_norm: 2.8065 2021-03-09 01:53:38,860 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-09 01:54:15,417 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 1 day, 6:48:50, time: 1.805, data_time: 0.916, memory: 8896, top1_acc: 0.4789, top5_acc: 0.7166, loss_cls: 2.2858, loss: 2.2858, grad_norm: 2.7652 2021-03-09 01:54:32,940 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 1 day, 6:48:29, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.4736, top5_acc: 0.7170, loss_cls: 2.2915, loss: 2.2915, grad_norm: 2.7683 2021-03-09 01:54:50,460 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 1 day, 6:48:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4766, top5_acc: 0.7219, loss_cls: 2.3114, loss: 2.3114, grad_norm: 2.7743 2021-03-09 01:55:07,965 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 1 day, 6:47:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4742, top5_acc: 0.7137, loss_cls: 2.3226, loss: 2.3226, grad_norm: 2.7972 2021-03-09 01:55:25,453 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 1 day, 6:47:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4805, top5_acc: 0.7133, loss_cls: 2.3109, loss: 2.3109, grad_norm: 2.7839 2021-03-09 01:55:42,967 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 1 day, 6:47:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4729, top5_acc: 0.7195, loss_cls: 2.3071, loss: 2.3071, grad_norm: 2.7314 2021-03-09 01:56:00,457 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 1 day, 6:46:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7191, loss_cls: 2.2724, loss: 2.2724, grad_norm: 2.8568 2021-03-09 01:56:17,956 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 1 day, 6:46:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4684, top5_acc: 0.7061, loss_cls: 2.3630, loss: 2.3630, grad_norm: 2.7982 2021-03-09 01:56:35,459 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 1 day, 6:45:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4746, top5_acc: 0.7113, loss_cls: 2.3047, loss: 2.3047, grad_norm: 2.8090 2021-03-09 01:56:52,948 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 1 day, 6:45:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4723, top5_acc: 0.7135, loss_cls: 2.3329, loss: 2.3329, grad_norm: 2.7717 2021-03-09 01:57:10,456 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 1 day, 6:45:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4787, top5_acc: 0.7156, loss_cls: 2.2882, loss: 2.2882, grad_norm: 2.7916 2021-03-09 01:57:27,967 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 1 day, 6:44:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7188, loss_cls: 2.2682, loss: 2.2682, grad_norm: 2.7201 2021-03-09 01:57:45,463 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 1 day, 6:44:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4818, top5_acc: 0.7113, loss_cls: 2.3079, loss: 2.3079, grad_norm: 2.7976 2021-03-09 01:58:02,958 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 1 day, 6:44:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4828, top5_acc: 0.7162, loss_cls: 2.2932, loss: 2.2932, grad_norm: 2.7903 2021-03-09 01:58:20,443 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 1 day, 6:43:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4797, top5_acc: 0.7268, loss_cls: 2.2742, loss: 2.2742, grad_norm: 2.7947 2021-03-09 01:58:37,932 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 1 day, 6:43:27, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4779, top5_acc: 0.7078, loss_cls: 2.3259, loss: 2.3259, grad_norm: 2.7703 2021-03-09 01:58:55,425 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 1 day, 6:43:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4684, top5_acc: 0.7201, loss_cls: 2.2903, loss: 2.2903, grad_norm: 2.7694 2021-03-09 01:59:12,922 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 1 day, 6:42:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4781, top5_acc: 0.7199, loss_cls: 2.2837, loss: 2.2837, grad_norm: 2.8188 2021-03-09 01:59:30,411 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 1 day, 6:42:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4783, top5_acc: 0.7201, loss_cls: 2.2788, loss: 2.2788, grad_norm: 2.7609 2021-03-09 01:59:47,890 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 1 day, 6:42:01, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7115, loss_cls: 2.3239, loss: 2.3239, grad_norm: 2.8261 2021-03-09 02:00:05,394 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 1 day, 6:41:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4932, top5_acc: 0.7305, loss_cls: 2.2373, loss: 2.2373, grad_norm: 2.7285 2021-03-09 02:00:22,872 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 1 day, 6:41:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4793, top5_acc: 0.7123, loss_cls: 2.3092, loss: 2.3092, grad_norm: 2.8178 2021-03-09 02:00:40,365 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 1 day, 6:40:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4744, top5_acc: 0.7129, loss_cls: 2.3225, loss: 2.3225, grad_norm: 2.8403 2021-03-09 02:00:57,851 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 1 day, 6:40:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4684, top5_acc: 0.7195, loss_cls: 2.3149, loss: 2.3149, grad_norm: 2.8439 2021-03-09 02:01:15,345 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 1 day, 6:40:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4824, top5_acc: 0.7271, loss_cls: 2.2709, loss: 2.2709, grad_norm: 2.8018 2021-03-09 02:01:32,823 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 1 day, 6:39:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4811, top5_acc: 0.7217, loss_cls: 2.2820, loss: 2.2820, grad_norm: 2.7540 2021-03-09 02:01:50,333 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 1 day, 6:39:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7148, loss_cls: 2.3005, loss: 2.3005, grad_norm: 2.7928 2021-03-09 02:02:07,826 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 1 day, 6:39:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4830, top5_acc: 0.7121, loss_cls: 2.3288, loss: 2.3288, grad_norm: 2.7403 2021-03-09 02:02:25,320 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 1 day, 6:38:48, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4777, top5_acc: 0.7135, loss_cls: 2.2807, loss: 2.2807, grad_norm: 2.7169 2021-03-09 02:02:42,802 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 1 day, 6:38:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7209, loss_cls: 2.2642, loss: 2.2642, grad_norm: 2.7614 2021-03-09 02:03:00,295 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 1 day, 6:38:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4814, top5_acc: 0.7156, loss_cls: 2.3080, loss: 2.3080, grad_norm: 2.7796 2021-03-09 02:03:17,787 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 1 day, 6:37:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4736, top5_acc: 0.7107, loss_cls: 2.3086, loss: 2.3086, grad_norm: 2.7995 2021-03-09 02:03:35,285 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 1 day, 6:37:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4797, top5_acc: 0.7213, loss_cls: 2.2531, loss: 2.2531, grad_norm: 2.7517 2021-03-09 02:03:52,781 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 1 day, 6:37:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4738, top5_acc: 0.7162, loss_cls: 2.3198, loss: 2.3198, grad_norm: 2.7909 2021-03-09 02:04:10,289 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 1 day, 6:36:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4744, top5_acc: 0.7137, loss_cls: 2.3087, loss: 2.3087, grad_norm: 2.7820 2021-03-09 02:04:27,778 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 1 day, 6:36:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4818, top5_acc: 0.7152, loss_cls: 2.2928, loss: 2.2928, grad_norm: 2.7572 2021-03-09 02:04:45,271 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 1 day, 6:35:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4695, top5_acc: 0.7084, loss_cls: 2.3311, loss: 2.3311, grad_norm: 2.7835 2021-03-09 02:05:02,762 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 1 day, 6:35:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7066, loss_cls: 2.3371, loss: 2.3371, grad_norm: 2.7674 2021-03-09 02:05:20,256 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 1 day, 6:35:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4740, top5_acc: 0.7113, loss_cls: 2.3318, loss: 2.3318, grad_norm: 2.7988 2021-03-09 02:05:37,736 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 1 day, 6:34:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4744, top5_acc: 0.7189, loss_cls: 2.3037, loss: 2.3037, grad_norm: 2.7642 2021-03-09 02:05:55,219 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 1 day, 6:34:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7195, loss_cls: 2.2987, loss: 2.2987, grad_norm: 2.7775 2021-03-09 02:06:12,724 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 1 day, 6:34:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4779, top5_acc: 0.7199, loss_cls: 2.2807, loss: 2.2807, grad_norm: 2.7796 2021-03-09 02:06:30,226 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 1 day, 6:33:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4809, top5_acc: 0.7115, loss_cls: 2.3145, loss: 2.3145, grad_norm: 2.7628 2021-03-09 02:06:47,720 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 1 day, 6:33:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4986, top5_acc: 0.7295, loss_cls: 2.2191, loss: 2.2191, grad_norm: 2.7248 2021-03-09 02:07:05,220 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 1 day, 6:33:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4684, top5_acc: 0.7111, loss_cls: 2.3131, loss: 2.3131, grad_norm: 2.7714 2021-03-09 02:07:22,729 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 1 day, 6:32:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4662, top5_acc: 0.7057, loss_cls: 2.3604, loss: 2.3604, grad_norm: 2.7942 2021-03-09 02:07:39,701 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 1 day, 6:32:21, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.4683, top5_acc: 0.7129, loss_cls: 2.3208, loss: 2.3208, grad_norm: 2.7792 2021-03-09 02:07:40,437 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-09 02:08:14,524 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 02:08:15,236 - mmaction - INFO - top1_acc 0.5384 top5_acc 0.7861 2021-03-09 02:08:15,236 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 02:08:15,266 - mmaction - INFO - mean_acc 0.5382 2021-03-09 02:08:16,843 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-09 02:08:16,844 - mmaction - INFO - Best top1_acc is 0.5384 at 20 epoch. 2021-03-09 02:08:16,862 - mmaction - INFO - Epoch(val) [20][940] top1_acc: 0.5384, top5_acc: 0.7861, mean_class_accuracy: 0.5382 2021-03-09 02:09:00,102 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-02, eta: 1 day, 6:34:47, time: 2.161, data_time: 1.271, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7293, loss_cls: 2.2592, loss: 2.2592, grad_norm: 2.7734 2021-03-09 02:09:17,642 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-02, eta: 1 day, 6:34:26, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.4717, top5_acc: 0.7145, loss_cls: 2.2837, loss: 2.2837, grad_norm: 2.8200 2021-03-09 02:09:35,148 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-02, eta: 1 day, 6:34:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4779, top5_acc: 0.7188, loss_cls: 2.2720, loss: 2.2720, grad_norm: 2.8128 2021-03-09 02:09:52,638 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-02, eta: 1 day, 6:33:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4867, top5_acc: 0.7289, loss_cls: 2.2087, loss: 2.2087, grad_norm: 2.7922 2021-03-09 02:10:10,126 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-02, eta: 1 day, 6:33:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4879, top5_acc: 0.7146, loss_cls: 2.2689, loss: 2.2689, grad_norm: 2.8033 2021-03-09 02:10:27,629 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-02, eta: 1 day, 6:33:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4723, top5_acc: 0.7143, loss_cls: 2.3297, loss: 2.3297, grad_norm: 2.8165 2021-03-09 02:10:45,135 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-02, eta: 1 day, 6:32:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4852, top5_acc: 0.7199, loss_cls: 2.2814, loss: 2.2814, grad_norm: 2.7952 2021-03-09 02:11:02,627 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-02, eta: 1 day, 6:32:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4742, top5_acc: 0.7184, loss_cls: 2.3020, loss: 2.3020, grad_norm: 2.7447 2021-03-09 02:11:20,112 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-02, eta: 1 day, 6:31:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4750, top5_acc: 0.7207, loss_cls: 2.2758, loss: 2.2758, grad_norm: 2.7751 2021-03-09 02:11:37,613 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-02, eta: 1 day, 6:31:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4754, top5_acc: 0.7176, loss_cls: 2.2975, loss: 2.2975, grad_norm: 2.8111 2021-03-09 02:11:55,107 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-02, eta: 1 day, 6:31:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4871, top5_acc: 0.7174, loss_cls: 2.2531, loss: 2.2531, grad_norm: 2.8298 2021-03-09 02:12:12,631 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-02, eta: 1 day, 6:30:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4660, top5_acc: 0.7113, loss_cls: 2.3221, loss: 2.3221, grad_norm: 2.7640 2021-03-09 02:12:30,122 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-02, eta: 1 day, 6:30:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4793, top5_acc: 0.7219, loss_cls: 2.2731, loss: 2.2731, grad_norm: 2.7591 2021-03-09 02:12:47,628 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-02, eta: 1 day, 6:30:10, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7246, loss_cls: 2.2482, loss: 2.2482, grad_norm: 2.7677 2021-03-09 02:13:05,128 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-02, eta: 1 day, 6:29:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4832, top5_acc: 0.7246, loss_cls: 2.2574, loss: 2.2574, grad_norm: 2.7988 2021-03-09 02:13:22,636 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-02, eta: 1 day, 6:29:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4729, top5_acc: 0.7125, loss_cls: 2.3127, loss: 2.3127, grad_norm: 2.8043 2021-03-09 02:13:40,131 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-02, eta: 1 day, 6:29:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4799, top5_acc: 0.7197, loss_cls: 2.3035, loss: 2.3035, grad_norm: 2.7998 2021-03-09 02:13:57,632 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-02, eta: 1 day, 6:28:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7203, loss_cls: 2.2893, loss: 2.2893, grad_norm: 2.7777 2021-03-09 02:14:15,137 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-02, eta: 1 day, 6:28:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7117, loss_cls: 2.2991, loss: 2.2991, grad_norm: 2.7999 2021-03-09 02:14:32,636 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-02, eta: 1 day, 6:28:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4793, top5_acc: 0.7129, loss_cls: 2.3297, loss: 2.3297, grad_norm: 2.7745 2021-03-09 02:14:50,131 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-02, eta: 1 day, 6:27:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4830, top5_acc: 0.7168, loss_cls: 2.2902, loss: 2.2902, grad_norm: 2.8150 2021-03-09 02:15:07,629 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-02, eta: 1 day, 6:27:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4762, top5_acc: 0.7209, loss_cls: 2.3128, loss: 2.3128, grad_norm: 2.7768 2021-03-09 02:15:25,144 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-02, eta: 1 day, 6:26:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4758, top5_acc: 0.7201, loss_cls: 2.2722, loss: 2.2722, grad_norm: 2.7580 2021-03-09 02:15:42,635 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-02, eta: 1 day, 6:26:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4770, top5_acc: 0.7156, loss_cls: 2.3051, loss: 2.3051, grad_norm: 2.8503 2021-03-09 02:16:00,123 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-02, eta: 1 day, 6:26:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4895, top5_acc: 0.7176, loss_cls: 2.2764, loss: 2.2764, grad_norm: 2.8283 2021-03-09 02:16:17,625 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-02, eta: 1 day, 6:25:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4709, top5_acc: 0.7143, loss_cls: 2.3288, loss: 2.3288, grad_norm: 2.7672 2021-03-09 02:16:35,132 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-02, eta: 1 day, 6:25:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4721, top5_acc: 0.7215, loss_cls: 2.2659, loss: 2.2659, grad_norm: 2.7718 2021-03-09 02:16:52,643 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-02, eta: 1 day, 6:25:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4949, top5_acc: 0.7316, loss_cls: 2.2314, loss: 2.2314, grad_norm: 2.7960 2021-03-09 02:17:10,145 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-02, eta: 1 day, 6:24:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4881, top5_acc: 0.7164, loss_cls: 2.2524, loss: 2.2524, grad_norm: 2.8116 2021-03-09 02:17:27,626 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-02, eta: 1 day, 6:24:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4848, top5_acc: 0.7139, loss_cls: 2.2747, loss: 2.2747, grad_norm: 2.7665 2021-03-09 02:17:45,130 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-02, eta: 1 day, 6:24:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4818, top5_acc: 0.7156, loss_cls: 2.2718, loss: 2.2718, grad_norm: 2.7802 2021-03-09 02:18:02,629 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-02, eta: 1 day, 6:23:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4861, top5_acc: 0.7211, loss_cls: 2.2740, loss: 2.2740, grad_norm: 2.7489 2021-03-09 02:18:20,127 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-02, eta: 1 day, 6:23:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4873, top5_acc: 0.7172, loss_cls: 2.2915, loss: 2.2915, grad_norm: 2.7851 2021-03-09 02:18:37,624 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-02, eta: 1 day, 6:23:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7189, loss_cls: 2.2783, loss: 2.2783, grad_norm: 2.7717 2021-03-09 02:18:55,114 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-02, eta: 1 day, 6:22:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4828, top5_acc: 0.7111, loss_cls: 2.3106, loss: 2.3106, grad_norm: 2.7738 2021-03-09 02:19:12,622 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-02, eta: 1 day, 6:22:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4813, top5_acc: 0.7178, loss_cls: 2.2798, loss: 2.2798, grad_norm: 2.7238 2021-03-09 02:19:30,135 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-02, eta: 1 day, 6:22:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7227, loss_cls: 2.2643, loss: 2.2643, grad_norm: 2.7718 2021-03-09 02:19:47,633 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-02, eta: 1 day, 6:21:41, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4762, top5_acc: 0.7270, loss_cls: 2.2607, loss: 2.2607, grad_norm: 2.7314 2021-03-09 02:20:05,133 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-02, eta: 1 day, 6:21:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4732, top5_acc: 0.7215, loss_cls: 2.2867, loss: 2.2867, grad_norm: 2.7922 2021-03-09 02:20:22,647 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-02, eta: 1 day, 6:20:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4744, top5_acc: 0.7043, loss_cls: 2.3412, loss: 2.3412, grad_norm: 2.7765 2021-03-09 02:20:40,137 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-02, eta: 1 day, 6:20:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4861, top5_acc: 0.7197, loss_cls: 2.2615, loss: 2.2615, grad_norm: 2.7826 2021-03-09 02:20:57,644 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-02, eta: 1 day, 6:20:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4820, top5_acc: 0.7256, loss_cls: 2.2692, loss: 2.2692, grad_norm: 2.7968 2021-03-09 02:21:15,149 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-02, eta: 1 day, 6:19:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4883, top5_acc: 0.7225, loss_cls: 2.2751, loss: 2.2751, grad_norm: 2.8195 2021-03-09 02:21:32,639 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-02, eta: 1 day, 6:19:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7221, loss_cls: 2.2766, loss: 2.2766, grad_norm: 2.7459 2021-03-09 02:21:50,131 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-02, eta: 1 day, 6:19:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7113, loss_cls: 2.3038, loss: 2.3038, grad_norm: 2.7789 2021-03-09 02:22:07,632 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-02, eta: 1 day, 6:18:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4750, top5_acc: 0.7143, loss_cls: 2.2886, loss: 2.2886, grad_norm: 2.7919 2021-03-09 02:22:24,589 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-02, eta: 1 day, 6:18:28, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.4759, top5_acc: 0.7119, loss_cls: 2.3211, loss: 2.3211, grad_norm: 2.8014 2021-03-09 02:22:26,771 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-09 02:23:04,064 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-02, eta: 1 day, 6:20:03, time: 1.824, data_time: 0.925, memory: 8896, top1_acc: 0.4889, top5_acc: 0.7211, loss_cls: 2.2505, loss: 2.2505, grad_norm: 2.7937 2021-03-09 02:23:21,573 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-02, eta: 1 day, 6:19:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4748, top5_acc: 0.7266, loss_cls: 2.2516, loss: 2.2516, grad_norm: 2.8141 2021-03-09 02:23:39,093 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-02, eta: 1 day, 6:19:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7312, loss_cls: 2.2292, loss: 2.2292, grad_norm: 2.7523 2021-03-09 02:23:56,612 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-02, eta: 1 day, 6:19:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4842, top5_acc: 0.7229, loss_cls: 2.2488, loss: 2.2488, grad_norm: 2.7775 2021-03-09 02:24:14,140 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-02, eta: 1 day, 6:18:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4746, top5_acc: 0.7162, loss_cls: 2.2878, loss: 2.2878, grad_norm: 2.7912 2021-03-09 02:24:31,666 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-02, eta: 1 day, 6:18:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4820, top5_acc: 0.7172, loss_cls: 2.3002, loss: 2.3002, grad_norm: 2.8179 2021-03-09 02:24:49,192 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-02, eta: 1 day, 6:17:57, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7215, loss_cls: 2.2639, loss: 2.2639, grad_norm: 2.7690 2021-03-09 02:25:06,701 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-02, eta: 1 day, 6:17:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7273, loss_cls: 2.2421, loss: 2.2421, grad_norm: 2.7941 2021-03-09 02:25:24,204 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-02, eta: 1 day, 6:17:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4738, top5_acc: 0.7137, loss_cls: 2.2673, loss: 2.2673, grad_norm: 2.8007 2021-03-09 02:25:41,712 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-02, eta: 1 day, 6:16:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4693, top5_acc: 0.7063, loss_cls: 2.3340, loss: 2.3340, grad_norm: 2.8072 2021-03-09 02:25:59,235 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-02, eta: 1 day, 6:16:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4883, top5_acc: 0.7275, loss_cls: 2.2345, loss: 2.2345, grad_norm: 2.7806 2021-03-09 02:26:16,737 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-02, eta: 1 day, 6:16:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7111, loss_cls: 2.2798, loss: 2.2798, grad_norm: 2.7507 2021-03-09 02:26:34,246 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-02, eta: 1 day, 6:15:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4998, top5_acc: 0.7326, loss_cls: 2.2035, loss: 2.2035, grad_norm: 2.7257 2021-03-09 02:26:51,754 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-02, eta: 1 day, 6:15:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4830, top5_acc: 0.7203, loss_cls: 2.2719, loss: 2.2719, grad_norm: 2.8263 2021-03-09 02:27:09,264 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-02, eta: 1 day, 6:15:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4885, top5_acc: 0.7244, loss_cls: 2.2628, loss: 2.2628, grad_norm: 2.8322 2021-03-09 02:27:26,776 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-02, eta: 1 day, 6:14:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7299, loss_cls: 2.2337, loss: 2.2337, grad_norm: 2.7708 2021-03-09 02:27:44,285 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-02, eta: 1 day, 6:14:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4828, top5_acc: 0.7252, loss_cls: 2.2589, loss: 2.2589, grad_norm: 2.7429 2021-03-09 02:28:01,800 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-02, eta: 1 day, 6:14:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4811, top5_acc: 0.7189, loss_cls: 2.2998, loss: 2.2998, grad_norm: 2.8535 2021-03-09 02:28:19,296 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-02, eta: 1 day, 6:13:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4926, top5_acc: 0.7244, loss_cls: 2.2301, loss: 2.2301, grad_norm: 2.7378 2021-03-09 02:28:36,789 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-02, eta: 1 day, 6:13:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4820, top5_acc: 0.7193, loss_cls: 2.2734, loss: 2.2734, grad_norm: 2.7374 2021-03-09 02:28:54,288 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-02, eta: 1 day, 6:13:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4840, top5_acc: 0.7227, loss_cls: 2.2773, loss: 2.2773, grad_norm: 2.7421 2021-03-09 02:29:11,797 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-02, eta: 1 day, 6:12:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4758, top5_acc: 0.7119, loss_cls: 2.2976, loss: 2.2976, grad_norm: 2.8210 2021-03-09 02:29:29,302 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-02, eta: 1 day, 6:12:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4963, top5_acc: 0.7225, loss_cls: 2.2412, loss: 2.2412, grad_norm: 2.7491 2021-03-09 02:29:46,800 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-02, eta: 1 day, 6:12:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7107, loss_cls: 2.3268, loss: 2.3268, grad_norm: 2.7279 2021-03-09 02:30:04,300 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-02, eta: 1 day, 6:11:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4840, top5_acc: 0.7145, loss_cls: 2.3012, loss: 2.3012, grad_norm: 2.7862 2021-03-09 02:30:21,791 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-02, eta: 1 day, 6:11:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4844, top5_acc: 0.7271, loss_cls: 2.2379, loss: 2.2379, grad_norm: 2.6939 2021-03-09 02:30:39,294 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-02, eta: 1 day, 6:10:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4979, top5_acc: 0.7270, loss_cls: 2.2272, loss: 2.2272, grad_norm: 2.7770 2021-03-09 02:30:56,800 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-02, eta: 1 day, 6:10:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4906, top5_acc: 0.7322, loss_cls: 2.2253, loss: 2.2253, grad_norm: 2.7096 2021-03-09 02:31:14,288 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-02, eta: 1 day, 6:10:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4783, top5_acc: 0.7129, loss_cls: 2.2723, loss: 2.2723, grad_norm: 2.7686 2021-03-09 02:31:31,777 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-02, eta: 1 day, 6:09:54, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4914, top5_acc: 0.7236, loss_cls: 2.2493, loss: 2.2493, grad_norm: 2.7257 2021-03-09 02:31:49,279 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-02, eta: 1 day, 6:09:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4957, top5_acc: 0.7213, loss_cls: 2.2267, loss: 2.2267, grad_norm: 2.7202 2021-03-09 02:32:06,790 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-02, eta: 1 day, 6:09:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4885, top5_acc: 0.7223, loss_cls: 2.2508, loss: 2.2508, grad_norm: 2.7776 2021-03-09 02:32:24,278 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-02, eta: 1 day, 6:08:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4781, top5_acc: 0.7180, loss_cls: 2.3001, loss: 2.3001, grad_norm: 2.7485 2021-03-09 02:32:41,779 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-02, eta: 1 day, 6:08:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7193, loss_cls: 2.2789, loss: 2.2789, grad_norm: 2.7411 2021-03-09 02:32:59,276 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-02, eta: 1 day, 6:08:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4809, top5_acc: 0.7141, loss_cls: 2.2865, loss: 2.2865, grad_norm: 2.8085 2021-03-09 02:33:16,776 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-02, eta: 1 day, 6:07:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4848, top5_acc: 0.7203, loss_cls: 2.2949, loss: 2.2949, grad_norm: 2.7156 2021-03-09 02:33:34,265 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-02, eta: 1 day, 6:07:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7176, loss_cls: 2.2998, loss: 2.2998, grad_norm: 2.7443 2021-03-09 02:33:51,761 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-02, eta: 1 day, 6:07:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4898, top5_acc: 0.7201, loss_cls: 2.2445, loss: 2.2445, grad_norm: 2.7298 2021-03-09 02:34:09,276 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-02, eta: 1 day, 6:06:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4963, top5_acc: 0.7322, loss_cls: 2.2170, loss: 2.2170, grad_norm: 2.8008 2021-03-09 02:34:26,777 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-02, eta: 1 day, 6:06:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4822, top5_acc: 0.7111, loss_cls: 2.2904, loss: 2.2904, grad_norm: 2.7940 2021-03-09 02:34:44,274 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-02, eta: 1 day, 6:06:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4951, top5_acc: 0.7311, loss_cls: 2.2291, loss: 2.2291, grad_norm: 2.7492 2021-03-09 02:35:01,792 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-02, eta: 1 day, 6:05:42, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4973, top5_acc: 0.7230, loss_cls: 2.2520, loss: 2.2520, grad_norm: 2.7639 2021-03-09 02:35:19,288 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-02, eta: 1 day, 6:05:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7324, loss_cls: 2.2337, loss: 2.2337, grad_norm: 2.7334 2021-03-09 02:35:36,788 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-02, eta: 1 day, 6:05:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7271, loss_cls: 2.2398, loss: 2.2398, grad_norm: 2.7350 2021-03-09 02:35:54,302 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-02, eta: 1 day, 6:04:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7211, loss_cls: 2.2298, loss: 2.2298, grad_norm: 2.7681 2021-03-09 02:36:11,814 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-02, eta: 1 day, 6:04:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4791, top5_acc: 0.7172, loss_cls: 2.2865, loss: 2.2865, grad_norm: 2.8162 2021-03-09 02:36:28,775 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-02, eta: 1 day, 6:03:55, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4724, top5_acc: 0.7224, loss_cls: 2.2863, loss: 2.2863, grad_norm: 2.8282 2021-03-09 02:36:29,553 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-09 02:37:10,469 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-02, eta: 1 day, 6:05:47, time: 2.020, data_time: 0.934, memory: 8896, top1_acc: 0.4936, top5_acc: 0.7199, loss_cls: 2.2630, loss: 2.2630, grad_norm: 2.7778 2021-03-09 02:37:28,042 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-02, eta: 1 day, 6:05:27, time: 0.879, data_time: 0.005, memory: 8896, top1_acc: 0.4873, top5_acc: 0.7301, loss_cls: 2.2255, loss: 2.2255, grad_norm: 2.7476 2021-03-09 02:37:45,580 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-02, eta: 1 day, 6:05:06, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4848, top5_acc: 0.7250, loss_cls: 2.2358, loss: 2.2358, grad_norm: 2.7251 2021-03-09 02:38:03,079 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-02, eta: 1 day, 6:04:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4836, top5_acc: 0.7279, loss_cls: 2.2312, loss: 2.2312, grad_norm: 2.8102 2021-03-09 02:38:20,582 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-02, eta: 1 day, 6:04:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7223, loss_cls: 2.2523, loss: 2.2523, grad_norm: 2.7390 2021-03-09 02:38:38,099 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-02, eta: 1 day, 6:04:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7162, loss_cls: 2.2577, loss: 2.2577, grad_norm: 2.7525 2021-03-09 02:38:55,618 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-02, eta: 1 day, 6:03:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4842, top5_acc: 0.7184, loss_cls: 2.2651, loss: 2.2651, grad_norm: 2.7292 2021-03-09 02:39:13,128 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-02, eta: 1 day, 6:03:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4898, top5_acc: 0.7322, loss_cls: 2.2050, loss: 2.2050, grad_norm: 2.7162 2021-03-09 02:39:30,629 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-02, eta: 1 day, 6:03:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7234, loss_cls: 2.2323, loss: 2.2323, grad_norm: 2.7648 2021-03-09 02:39:48,140 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-02, eta: 1 day, 6:02:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4855, top5_acc: 0.7219, loss_cls: 2.2594, loss: 2.2594, grad_norm: 2.7765 2021-03-09 02:40:05,639 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-02, eta: 1 day, 6:02:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4834, top5_acc: 0.7264, loss_cls: 2.2613, loss: 2.2613, grad_norm: 2.7390 2021-03-09 02:40:23,149 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-02, eta: 1 day, 6:01:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4854, top5_acc: 0.7203, loss_cls: 2.2752, loss: 2.2752, grad_norm: 2.7537 2021-03-09 02:40:40,656 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-02, eta: 1 day, 6:01:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4922, top5_acc: 0.7359, loss_cls: 2.2132, loss: 2.2132, grad_norm: 2.7375 2021-03-09 02:40:58,158 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-02, eta: 1 day, 6:01:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4992, top5_acc: 0.7258, loss_cls: 2.2422, loss: 2.2422, grad_norm: 2.7407 2021-03-09 02:41:15,659 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-02, eta: 1 day, 6:00:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7268, loss_cls: 2.2596, loss: 2.2596, grad_norm: 2.7975 2021-03-09 02:41:33,153 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-02, eta: 1 day, 6:00:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7268, loss_cls: 2.2334, loss: 2.2334, grad_norm: 2.7251 2021-03-09 02:41:50,651 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-02, eta: 1 day, 6:00:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4967, top5_acc: 0.7346, loss_cls: 2.1805, loss: 2.1805, grad_norm: 2.7346 2021-03-09 02:42:08,143 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-02, eta: 1 day, 5:59:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4836, top5_acc: 0.7301, loss_cls: 2.2290, loss: 2.2290, grad_norm: 2.7942 2021-03-09 02:42:25,636 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-02, eta: 1 day, 5:59:32, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7350, loss_cls: 2.1853, loss: 2.1853, grad_norm: 2.7881 2021-03-09 02:42:43,132 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-02, eta: 1 day, 5:59:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5012, top5_acc: 0.7336, loss_cls: 2.1904, loss: 2.1904, grad_norm: 2.7981 2021-03-09 02:43:00,619 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-02, eta: 1 day, 5:58:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4973, top5_acc: 0.7297, loss_cls: 2.2071, loss: 2.2071, grad_norm: 2.8027 2021-03-09 02:43:18,131 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-02, eta: 1 day, 5:58:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4717, top5_acc: 0.7221, loss_cls: 2.2786, loss: 2.2786, grad_norm: 2.8121 2021-03-09 02:43:35,640 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-02, eta: 1 day, 5:58:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7340, loss_cls: 2.2196, loss: 2.2196, grad_norm: 2.8042 2021-03-09 02:43:53,140 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-02, eta: 1 day, 5:57:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4914, top5_acc: 0.7264, loss_cls: 2.2307, loss: 2.2307, grad_norm: 2.7585 2021-03-09 02:44:10,647 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-02, eta: 1 day, 5:57:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4877, top5_acc: 0.7246, loss_cls: 2.2438, loss: 2.2438, grad_norm: 2.7725 2021-03-09 02:44:28,150 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-02, eta: 1 day, 5:57:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4924, top5_acc: 0.7279, loss_cls: 2.2269, loss: 2.2269, grad_norm: 2.7736 2021-03-09 02:44:45,648 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-02, eta: 1 day, 5:56:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4838, top5_acc: 0.7311, loss_cls: 2.2619, loss: 2.2619, grad_norm: 2.8549 2021-03-09 02:45:03,143 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-02, eta: 1 day, 5:56:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4813, top5_acc: 0.7123, loss_cls: 2.2768, loss: 2.2768, grad_norm: 2.7581 2021-03-09 02:45:20,632 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-02, eta: 1 day, 5:56:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7154, loss_cls: 2.2685, loss: 2.2685, grad_norm: 2.7450 2021-03-09 02:45:38,120 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-02, eta: 1 day, 5:55:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4830, top5_acc: 0.7223, loss_cls: 2.2650, loss: 2.2650, grad_norm: 2.8195 2021-03-09 02:45:55,612 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-02, eta: 1 day, 5:55:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4877, top5_acc: 0.7264, loss_cls: 2.2355, loss: 2.2355, grad_norm: 2.7456 2021-03-09 02:46:13,112 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-02, eta: 1 day, 5:55:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7248, loss_cls: 2.2596, loss: 2.2596, grad_norm: 2.7933 2021-03-09 02:46:30,615 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-02, eta: 1 day, 5:54:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4938, top5_acc: 0.7242, loss_cls: 2.2483, loss: 2.2483, grad_norm: 2.7524 2021-03-09 02:46:48,125 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-02, eta: 1 day, 5:54:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4842, top5_acc: 0.7186, loss_cls: 2.2501, loss: 2.2501, grad_norm: 2.7941 2021-03-09 02:47:05,633 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-02, eta: 1 day, 5:53:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4756, top5_acc: 0.7096, loss_cls: 2.3134, loss: 2.3134, grad_norm: 2.7311 2021-03-09 02:47:23,146 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-02, eta: 1 day, 5:53:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4900, top5_acc: 0.7201, loss_cls: 2.2814, loss: 2.2814, grad_norm: 2.7146 2021-03-09 02:47:40,646 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-02, eta: 1 day, 5:53:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7096, loss_cls: 2.3000, loss: 2.3000, grad_norm: 2.7806 2021-03-09 02:47:58,129 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-02, eta: 1 day, 5:52:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4850, top5_acc: 0.7316, loss_cls: 2.2322, loss: 2.2322, grad_norm: 2.7375 2021-03-09 02:48:15,629 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-02, eta: 1 day, 5:52:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4852, top5_acc: 0.7395, loss_cls: 2.2047, loss: 2.2047, grad_norm: 2.8060 2021-03-09 02:48:33,122 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-02, eta: 1 day, 5:52:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4973, top5_acc: 0.7283, loss_cls: 2.2099, loss: 2.2099, grad_norm: 2.7604 2021-03-09 02:48:50,630 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-02, eta: 1 day, 5:51:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5027, top5_acc: 0.7348, loss_cls: 2.1979, loss: 2.1979, grad_norm: 2.7835 2021-03-09 02:49:08,147 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-02, eta: 1 day, 5:51:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4902, top5_acc: 0.7246, loss_cls: 2.2380, loss: 2.2380, grad_norm: 2.7026 2021-03-09 02:49:25,649 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-02, eta: 1 day, 5:51:12, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4932, top5_acc: 0.7336, loss_cls: 2.2121, loss: 2.2121, grad_norm: 2.7444 2021-03-09 02:49:43,146 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-02, eta: 1 day, 5:50:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7264, loss_cls: 2.2253, loss: 2.2253, grad_norm: 2.6829 2021-03-09 02:50:00,650 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-02, eta: 1 day, 5:50:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7186, loss_cls: 2.2837, loss: 2.2837, grad_norm: 2.8108 2021-03-09 02:50:18,159 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-02, eta: 1 day, 5:50:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4846, top5_acc: 0.7289, loss_cls: 2.2307, loss: 2.2307, grad_norm: 2.7334 2021-03-09 02:50:35,121 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-02, eta: 1 day, 5:49:47, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4724, top5_acc: 0.7200, loss_cls: 2.3154, loss: 2.3154, grad_norm: 2.7284 2021-03-09 02:50:35,973 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-09 02:51:13,898 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-02, eta: 1 day, 5:51:16, time: 1.869, data_time: 0.910, memory: 8896, top1_acc: 0.4879, top5_acc: 0.7305, loss_cls: 2.2373, loss: 2.2373, grad_norm: 2.8000 2021-03-09 02:51:31,456 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-02, eta: 1 day, 5:50:55, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.4879, top5_acc: 0.7240, loss_cls: 2.2415, loss: 2.2415, grad_norm: 2.8158 2021-03-09 02:51:48,966 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-02, eta: 1 day, 5:50:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7299, loss_cls: 2.2145, loss: 2.2145, grad_norm: 2.8014 2021-03-09 02:52:06,454 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-02, eta: 1 day, 5:50:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4936, top5_acc: 0.7275, loss_cls: 2.2297, loss: 2.2297, grad_norm: 2.8191 2021-03-09 02:52:23,956 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-02, eta: 1 day, 5:49:53, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4852, top5_acc: 0.7301, loss_cls: 2.2322, loss: 2.2322, grad_norm: 2.7385 2021-03-09 02:52:41,476 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-02, eta: 1 day, 5:49:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4881, top5_acc: 0.7309, loss_cls: 2.2245, loss: 2.2245, grad_norm: 2.7420 2021-03-09 02:52:58,975 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-02, eta: 1 day, 5:49:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4912, top5_acc: 0.7307, loss_cls: 2.2370, loss: 2.2370, grad_norm: 2.7687 2021-03-09 02:53:16,477 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-02, eta: 1 day, 5:48:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7217, loss_cls: 2.2622, loss: 2.2622, grad_norm: 2.8201 2021-03-09 02:53:33,983 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-02, eta: 1 day, 5:48:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4889, top5_acc: 0.7238, loss_cls: 2.2381, loss: 2.2381, grad_norm: 2.7768 2021-03-09 02:53:51,480 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-02, eta: 1 day, 5:48:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4930, top5_acc: 0.7277, loss_cls: 2.2081, loss: 2.2081, grad_norm: 2.7779 2021-03-09 02:54:08,983 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-02, eta: 1 day, 5:47:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4895, top5_acc: 0.7246, loss_cls: 2.2455, loss: 2.2455, grad_norm: 2.7766 2021-03-09 02:54:26,505 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-02, eta: 1 day, 5:47:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4963, top5_acc: 0.7352, loss_cls: 2.2165, loss: 2.2165, grad_norm: 2.7883 2021-03-09 02:54:43,995 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-02, eta: 1 day, 5:47:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4840, top5_acc: 0.7232, loss_cls: 2.2546, loss: 2.2546, grad_norm: 2.7661 2021-03-09 02:55:01,478 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-02, eta: 1 day, 5:46:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7176, loss_cls: 2.2713, loss: 2.2713, grad_norm: 2.8103 2021-03-09 02:55:18,981 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-02, eta: 1 day, 5:46:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4969, top5_acc: 0.7342, loss_cls: 2.1927, loss: 2.1927, grad_norm: 2.7612 2021-03-09 02:55:36,469 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-02, eta: 1 day, 5:46:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5002, top5_acc: 0.7254, loss_cls: 2.2043, loss: 2.2043, grad_norm: 2.7535 2021-03-09 02:55:53,960 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-02, eta: 1 day, 5:45:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5039, top5_acc: 0.7340, loss_cls: 2.1810, loss: 2.1810, grad_norm: 2.7623 2021-03-09 02:56:11,451 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-02, eta: 1 day, 5:45:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4941, top5_acc: 0.7264, loss_cls: 2.2125, loss: 2.2125, grad_norm: 2.8188 2021-03-09 02:56:28,945 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-02, eta: 1 day, 5:45:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4826, top5_acc: 0.7197, loss_cls: 2.2758, loss: 2.2758, grad_norm: 2.8336 2021-03-09 02:56:46,449 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-02, eta: 1 day, 5:44:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4932, top5_acc: 0.7309, loss_cls: 2.1984, loss: 2.1984, grad_norm: 2.7125 2021-03-09 02:57:03,931 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-02, eta: 1 day, 5:44:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4840, top5_acc: 0.7289, loss_cls: 2.2509, loss: 2.2509, grad_norm: 2.7985 2021-03-09 02:57:21,424 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-02, eta: 1 day, 5:44:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4885, top5_acc: 0.7244, loss_cls: 2.2482, loss: 2.2482, grad_norm: 2.6967 2021-03-09 02:57:38,909 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-02, eta: 1 day, 5:43:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4969, top5_acc: 0.7367, loss_cls: 2.1879, loss: 2.1879, grad_norm: 2.7795 2021-03-09 02:57:56,410 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-02, eta: 1 day, 5:43:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4930, top5_acc: 0.7381, loss_cls: 2.1804, loss: 2.1804, grad_norm: 2.7319 2021-03-09 02:58:13,908 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-02, eta: 1 day, 5:42:58, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7285, loss_cls: 2.2322, loss: 2.2322, grad_norm: 2.7683 2021-03-09 02:58:31,393 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-02, eta: 1 day, 5:42:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.4893, top5_acc: 0.7160, loss_cls: 2.2689, loss: 2.2689, grad_norm: 2.7408 2021-03-09 02:58:48,884 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-02, eta: 1 day, 5:42:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7348, loss_cls: 2.2201, loss: 2.2201, grad_norm: 2.7630 2021-03-09 02:59:06,391 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-02, eta: 1 day, 5:41:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4920, top5_acc: 0.7332, loss_cls: 2.1964, loss: 2.1964, grad_norm: 2.7802 2021-03-09 02:59:23,882 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-02, eta: 1 day, 5:41:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4863, top5_acc: 0.7264, loss_cls: 2.2417, loss: 2.2417, grad_norm: 2.7502 2021-03-09 02:59:41,387 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-02, eta: 1 day, 5:41:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4924, top5_acc: 0.7291, loss_cls: 2.2413, loss: 2.2413, grad_norm: 2.7437 2021-03-09 02:59:58,895 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-02, eta: 1 day, 5:40:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4877, top5_acc: 0.7316, loss_cls: 2.2495, loss: 2.2495, grad_norm: 2.7168 2021-03-09 03:00:16,409 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-02, eta: 1 day, 5:40:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4908, top5_acc: 0.7270, loss_cls: 2.2119, loss: 2.2119, grad_norm: 2.7756 2021-03-09 03:00:33,921 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-02, eta: 1 day, 5:40:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4844, top5_acc: 0.7170, loss_cls: 2.2630, loss: 2.2630, grad_norm: 2.7874 2021-03-09 03:00:51,419 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-02, eta: 1 day, 5:39:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4809, top5_acc: 0.7271, loss_cls: 2.2574, loss: 2.2574, grad_norm: 2.8038 2021-03-09 03:01:08,922 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-02, eta: 1 day, 5:39:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4982, top5_acc: 0.7328, loss_cls: 2.2110, loss: 2.2110, grad_norm: 2.8210 2021-03-09 03:01:26,417 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-02, eta: 1 day, 5:39:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4906, top5_acc: 0.7232, loss_cls: 2.2215, loss: 2.2215, grad_norm: 2.7508 2021-03-09 03:01:43,925 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-02, eta: 1 day, 5:38:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4893, top5_acc: 0.7334, loss_cls: 2.1988, loss: 2.1988, grad_norm: 2.8266 2021-03-09 03:02:01,429 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-02, eta: 1 day, 5:38:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4912, top5_acc: 0.7281, loss_cls: 2.2298, loss: 2.2298, grad_norm: 2.7277 2021-03-09 03:02:18,938 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-02, eta: 1 day, 5:38:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4828, top5_acc: 0.7164, loss_cls: 2.2872, loss: 2.2872, grad_norm: 2.7941 2021-03-09 03:02:36,453 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-02, eta: 1 day, 5:37:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7168, loss_cls: 2.2873, loss: 2.2873, grad_norm: 2.7722 2021-03-09 03:02:53,963 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-02, eta: 1 day, 5:37:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4799, top5_acc: 0.7291, loss_cls: 2.2594, loss: 2.2594, grad_norm: 2.7664 2021-03-09 03:03:11,468 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-02, eta: 1 day, 5:37:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7232, loss_cls: 2.2448, loss: 2.2448, grad_norm: 2.7724 2021-03-09 03:03:28,971 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-02, eta: 1 day, 5:36:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4898, top5_acc: 0.7295, loss_cls: 2.2250, loss: 2.2250, grad_norm: 2.7182 2021-03-09 03:03:46,474 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-02, eta: 1 day, 5:36:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5020, top5_acc: 0.7281, loss_cls: 2.2155, loss: 2.2155, grad_norm: 2.7465 2021-03-09 03:04:03,965 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-02, eta: 1 day, 5:36:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4977, top5_acc: 0.7234, loss_cls: 2.2393, loss: 2.2393, grad_norm: 2.7166 2021-03-09 03:04:21,468 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-02, eta: 1 day, 5:35:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4914, top5_acc: 0.7266, loss_cls: 2.2280, loss: 2.2280, grad_norm: 2.7628 2021-03-09 03:04:38,470 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-02, eta: 1 day, 5:35:22, time: 0.850, data_time: 0.001, memory: 8896, top1_acc: 0.4894, top5_acc: 0.7198, loss_cls: 2.2867, loss: 2.2867, grad_norm: 2.7635 2021-03-09 03:04:39,150 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-09 03:05:17,775 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-02, eta: 1 day, 5:36:46, time: 1.870, data_time: 0.975, memory: 8896, top1_acc: 0.4891, top5_acc: 0.7316, loss_cls: 2.2159, loss: 2.2159, grad_norm: 2.7778 2021-03-09 03:05:35,299 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-02, eta: 1 day, 5:36:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7283, loss_cls: 2.2519, loss: 2.2519, grad_norm: 2.7740 2021-03-09 03:05:52,838 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-02, eta: 1 day, 5:36:05, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.4949, top5_acc: 0.7289, loss_cls: 2.2181, loss: 2.2181, grad_norm: 2.8327 2021-03-09 03:06:10,399 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-02, eta: 1 day, 5:35:45, time: 0.878, data_time: 0.000, memory: 8896, top1_acc: 0.5018, top5_acc: 0.7348, loss_cls: 2.1842, loss: 2.1842, grad_norm: 2.7377 2021-03-09 03:06:27,927 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-02, eta: 1 day, 5:35:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4918, top5_acc: 0.7346, loss_cls: 2.2037, loss: 2.2037, grad_norm: 2.7794 2021-03-09 03:06:45,443 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-02, eta: 1 day, 5:35:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4992, top5_acc: 0.7250, loss_cls: 2.2183, loss: 2.2183, grad_norm: 2.8255 2021-03-09 03:07:02,952 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-02, eta: 1 day, 5:34:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5004, top5_acc: 0.7264, loss_cls: 2.1977, loss: 2.1977, grad_norm: 2.7774 2021-03-09 03:07:20,464 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-02, eta: 1 day, 5:34:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4949, top5_acc: 0.7281, loss_cls: 2.2085, loss: 2.2085, grad_norm: 2.7785 2021-03-09 03:07:37,978 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-02, eta: 1 day, 5:34:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4990, top5_acc: 0.7311, loss_cls: 2.1986, loss: 2.1986, grad_norm: 2.8074 2021-03-09 03:07:55,496 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-02, eta: 1 day, 5:33:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4867, top5_acc: 0.7174, loss_cls: 2.2463, loss: 2.2463, grad_norm: 2.8209 2021-03-09 03:08:13,018 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-02, eta: 1 day, 5:33:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4936, top5_acc: 0.7363, loss_cls: 2.2047, loss: 2.2047, grad_norm: 2.7635 2021-03-09 03:08:30,549 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-02, eta: 1 day, 5:33:00, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7357, loss_cls: 2.1880, loss: 2.1880, grad_norm: 2.8246 2021-03-09 03:08:48,055 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-02, eta: 1 day, 5:32:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4795, top5_acc: 0.7123, loss_cls: 2.2776, loss: 2.2776, grad_norm: 2.8591 2021-03-09 03:09:05,599 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-02, eta: 1 day, 5:32:19, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4889, top5_acc: 0.7244, loss_cls: 2.2271, loss: 2.2271, grad_norm: 2.7622 2021-03-09 03:09:23,130 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-02, eta: 1 day, 5:31:59, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4916, top5_acc: 0.7266, loss_cls: 2.2246, loss: 2.2246, grad_norm: 2.7334 2021-03-09 03:09:40,642 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-02, eta: 1 day, 5:31:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4936, top5_acc: 0.7379, loss_cls: 2.1996, loss: 2.1996, grad_norm: 2.7676 2021-03-09 03:09:58,170 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-02, eta: 1 day, 5:31:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4893, top5_acc: 0.7264, loss_cls: 2.2181, loss: 2.2181, grad_norm: 2.7699 2021-03-09 03:10:15,680 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-02, eta: 1 day, 5:30:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4924, top5_acc: 0.7303, loss_cls: 2.2176, loss: 2.2176, grad_norm: 2.8066 2021-03-09 03:10:33,202 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-02, eta: 1 day, 5:30:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5004, top5_acc: 0.7285, loss_cls: 2.2010, loss: 2.2010, grad_norm: 2.8031 2021-03-09 03:10:50,708 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-02, eta: 1 day, 5:30:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4898, top5_acc: 0.7244, loss_cls: 2.2495, loss: 2.2495, grad_norm: 2.7619 2021-03-09 03:11:08,217 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-02, eta: 1 day, 5:29:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7314, loss_cls: 2.1974, loss: 2.1974, grad_norm: 2.7264 2021-03-09 03:11:25,740 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-02, eta: 1 day, 5:29:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5025, top5_acc: 0.7297, loss_cls: 2.1830, loss: 2.1830, grad_norm: 2.7458 2021-03-09 03:11:43,268 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-02, eta: 1 day, 5:29:15, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5033, top5_acc: 0.7295, loss_cls: 2.2007, loss: 2.2007, grad_norm: 2.7220 2021-03-09 03:12:00,785 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-02, eta: 1 day, 5:28:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4854, top5_acc: 0.7227, loss_cls: 2.2530, loss: 2.2530, grad_norm: 2.7713 2021-03-09 03:12:18,305 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-02, eta: 1 day, 5:28:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4924, top5_acc: 0.7264, loss_cls: 2.2438, loss: 2.2438, grad_norm: 2.7507 2021-03-09 03:12:35,826 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-02, eta: 1 day, 5:28:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4975, top5_acc: 0.7355, loss_cls: 2.1626, loss: 2.1626, grad_norm: 2.7009 2021-03-09 03:12:53,358 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-02, eta: 1 day, 5:27:54, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7365, loss_cls: 2.1940, loss: 2.1940, grad_norm: 2.8001 2021-03-09 03:13:10,885 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-02, eta: 1 day, 5:27:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4918, top5_acc: 0.7211, loss_cls: 2.2339, loss: 2.2339, grad_norm: 2.7459 2021-03-09 03:13:28,412 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-02, eta: 1 day, 5:27:13, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4973, top5_acc: 0.7229, loss_cls: 2.2336, loss: 2.2336, grad_norm: 2.7743 2021-03-09 03:13:45,934 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-02, eta: 1 day, 5:26:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7389, loss_cls: 2.1864, loss: 2.1864, grad_norm: 2.7673 2021-03-09 03:14:03,483 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-02, eta: 1 day, 5:26:32, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4920, top5_acc: 0.7275, loss_cls: 2.2046, loss: 2.2046, grad_norm: 2.8292 2021-03-09 03:14:21,011 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-02, eta: 1 day, 5:26:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4871, top5_acc: 0.7209, loss_cls: 2.2662, loss: 2.2662, grad_norm: 2.7810 2021-03-09 03:14:38,528 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-02, eta: 1 day, 5:25:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4914, top5_acc: 0.7316, loss_cls: 2.2229, loss: 2.2229, grad_norm: 2.7547 2021-03-09 03:14:56,054 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-02, eta: 1 day, 5:25:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4938, top5_acc: 0.7330, loss_cls: 2.2089, loss: 2.2089, grad_norm: 2.7579 2021-03-09 03:15:13,581 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-02, eta: 1 day, 5:25:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4830, top5_acc: 0.7172, loss_cls: 2.2956, loss: 2.2956, grad_norm: 2.8019 2021-03-09 03:15:31,102 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-02, eta: 1 day, 5:24:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4889, top5_acc: 0.7256, loss_cls: 2.2274, loss: 2.2274, grad_norm: 2.7332 2021-03-09 03:15:48,621 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-02, eta: 1 day, 5:24:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4871, top5_acc: 0.7311, loss_cls: 2.2527, loss: 2.2527, grad_norm: 2.7674 2021-03-09 03:16:06,144 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-02, eta: 1 day, 5:24:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4928, top5_acc: 0.7322, loss_cls: 2.1916, loss: 2.1916, grad_norm: 2.7436 2021-03-09 03:16:23,685 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-02, eta: 1 day, 5:23:50, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7281, loss_cls: 2.2203, loss: 2.2203, grad_norm: 2.7860 2021-03-09 03:16:41,200 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-02, eta: 1 day, 5:23:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4916, top5_acc: 0.7285, loss_cls: 2.2358, loss: 2.2358, grad_norm: 2.7668 2021-03-09 03:16:58,714 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-02, eta: 1 day, 5:23:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4771, top5_acc: 0.7156, loss_cls: 2.2602, loss: 2.2602, grad_norm: 2.7675 2021-03-09 03:17:16,243 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-02, eta: 1 day, 5:22:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4938, top5_acc: 0.7236, loss_cls: 2.2325, loss: 2.2325, grad_norm: 2.6869 2021-03-09 03:17:33,769 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-02, eta: 1 day, 5:22:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4984, top5_acc: 0.7311, loss_cls: 2.2042, loss: 2.2042, grad_norm: 2.7360 2021-03-09 03:17:51,298 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-02, eta: 1 day, 5:22:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4973, top5_acc: 0.7232, loss_cls: 2.2212, loss: 2.2212, grad_norm: 2.7292 2021-03-09 03:18:08,830 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-02, eta: 1 day, 5:21:48, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4934, top5_acc: 0.7293, loss_cls: 2.1872, loss: 2.1872, grad_norm: 2.7645 2021-03-09 03:18:26,345 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-02, eta: 1 day, 5:21:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7197, loss_cls: 2.2533, loss: 2.2533, grad_norm: 2.7653 2021-03-09 03:18:43,317 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-02, eta: 1 day, 5:21:04, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.4923, top5_acc: 0.7226, loss_cls: 2.2562, loss: 2.2562, grad_norm: 2.8088 2021-03-09 03:18:43,934 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-09 03:19:19,457 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 03:19:20,149 - mmaction - INFO - top1_acc 0.5582 top5_acc 0.8062 2021-03-09 03:19:20,150 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 03:19:20,177 - mmaction - INFO - mean_acc 0.5580 2021-03-09 03:19:20,949 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2021-03-09 03:19:20,949 - mmaction - INFO - Best top1_acc is 0.5582 at 25 epoch. 2021-03-09 03:19:20,959 - mmaction - INFO - Epoch(val) [25][940] top1_acc: 0.5582, top5_acc: 0.8062, mean_class_accuracy: 0.5580 2021-03-09 03:20:07,228 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-02, eta: 1 day, 5:23:07, time: 2.313, data_time: 1.273, memory: 8896, top1_acc: 0.4920, top5_acc: 0.7320, loss_cls: 2.1856, loss: 2.1856, grad_norm: 2.6972 2021-03-09 03:20:24,759 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-02, eta: 1 day, 5:22:47, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4957, top5_acc: 0.7287, loss_cls: 2.2222, loss: 2.2222, grad_norm: 2.7685 2021-03-09 03:20:42,279 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-02, eta: 1 day, 5:22:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4941, top5_acc: 0.7186, loss_cls: 2.2385, loss: 2.2385, grad_norm: 2.7530 2021-03-09 03:20:59,824 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-02, eta: 1 day, 5:22:06, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4939, top5_acc: 0.7391, loss_cls: 2.1850, loss: 2.1850, grad_norm: 2.7674 2021-03-09 03:21:17,354 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-02, eta: 1 day, 5:21:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4918, top5_acc: 0.7191, loss_cls: 2.2421, loss: 2.2421, grad_norm: 2.7520 2021-03-09 03:21:34,896 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-02, eta: 1 day, 5:21:26, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7375, loss_cls: 2.1721, loss: 2.1721, grad_norm: 2.7427 2021-03-09 03:21:52,423 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-02, eta: 1 day, 5:21:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5027, top5_acc: 0.7352, loss_cls: 2.2010, loss: 2.2010, grad_norm: 2.7279 2021-03-09 03:22:09,946 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-02, eta: 1 day, 5:20:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4924, top5_acc: 0.7328, loss_cls: 2.1949, loss: 2.1949, grad_norm: 2.7253 2021-03-09 03:22:27,463 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-02, eta: 1 day, 5:20:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7443, loss_cls: 2.1247, loss: 2.1247, grad_norm: 2.7377 2021-03-09 03:22:45,002 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-02, eta: 1 day, 5:20:04, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7436, loss_cls: 2.1442, loss: 2.1442, grad_norm: 2.7672 2021-03-09 03:23:02,541 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-02, eta: 1 day, 5:19:44, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4926, top5_acc: 0.7332, loss_cls: 2.2193, loss: 2.2193, grad_norm: 2.8080 2021-03-09 03:23:20,063 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-02, eta: 1 day, 5:19:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5027, top5_acc: 0.7293, loss_cls: 2.1953, loss: 2.1953, grad_norm: 2.7841 2021-03-09 03:23:37,578 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-02, eta: 1 day, 5:19:03, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7303, loss_cls: 2.1973, loss: 2.1973, grad_norm: 2.7600 2021-03-09 03:23:55,086 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-02, eta: 1 day, 5:18:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4922, top5_acc: 0.7355, loss_cls: 2.1943, loss: 2.1943, grad_norm: 2.8221 2021-03-09 03:24:12,603 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-02, eta: 1 day, 5:18:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7338, loss_cls: 2.2161, loss: 2.2161, grad_norm: 2.7818 2021-03-09 03:24:30,125 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-02, eta: 1 day, 5:18:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4998, top5_acc: 0.7305, loss_cls: 2.2064, loss: 2.2064, grad_norm: 2.7221 2021-03-09 03:24:47,639 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-02, eta: 1 day, 5:17:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4936, top5_acc: 0.7326, loss_cls: 2.2014, loss: 2.2014, grad_norm: 2.7116 2021-03-09 03:25:05,162 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-02, eta: 1 day, 5:17:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4930, top5_acc: 0.7270, loss_cls: 2.2364, loss: 2.2364, grad_norm: 2.8399 2021-03-09 03:25:22,681 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-02, eta: 1 day, 5:17:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7256, loss_cls: 2.2321, loss: 2.2321, grad_norm: 2.8006 2021-03-09 03:25:40,200 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-02, eta: 1 day, 5:16:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4928, top5_acc: 0.7295, loss_cls: 2.2252, loss: 2.2252, grad_norm: 2.7239 2021-03-09 03:25:57,712 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-02, eta: 1 day, 5:16:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7289, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.7793 2021-03-09 03:26:15,246 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-02, eta: 1 day, 5:15:59, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4994, top5_acc: 0.7355, loss_cls: 2.1702, loss: 2.1702, grad_norm: 2.7375 2021-03-09 03:26:32,774 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-02, eta: 1 day, 5:15:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5037, top5_acc: 0.7361, loss_cls: 2.1824, loss: 2.1824, grad_norm: 2.7583 2021-03-09 03:26:50,294 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-02, eta: 1 day, 5:15:19, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5084, top5_acc: 0.7312, loss_cls: 2.1710, loss: 2.1710, grad_norm: 2.7537 2021-03-09 03:27:07,815 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-02, eta: 1 day, 5:14:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4875, top5_acc: 0.7365, loss_cls: 2.2138, loss: 2.2138, grad_norm: 2.8046 2021-03-09 03:27:25,347 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-02, eta: 1 day, 5:14:38, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4883, top5_acc: 0.7275, loss_cls: 2.2281, loss: 2.2281, grad_norm: 2.8113 2021-03-09 03:27:42,873 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-02, eta: 1 day, 5:14:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7445, loss_cls: 2.1562, loss: 2.1562, grad_norm: 2.7736 2021-03-09 03:28:00,387 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-02, eta: 1 day, 5:13:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4959, top5_acc: 0.7275, loss_cls: 2.1989, loss: 2.1989, grad_norm: 2.7711 2021-03-09 03:28:17,905 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-02, eta: 1 day, 5:13:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7336, loss_cls: 2.2203, loss: 2.2203, grad_norm: 2.7636 2021-03-09 03:28:35,410 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-02, eta: 1 day, 5:13:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4947, top5_acc: 0.7281, loss_cls: 2.2233, loss: 2.2233, grad_norm: 2.7479 2021-03-09 03:28:52,923 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-02, eta: 1 day, 5:12:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4949, top5_acc: 0.7293, loss_cls: 2.2188, loss: 2.2188, grad_norm: 2.7754 2021-03-09 03:29:10,442 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-02, eta: 1 day, 5:12:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4861, top5_acc: 0.7236, loss_cls: 2.2540, loss: 2.2540, grad_norm: 2.7991 2021-03-09 03:29:27,962 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-02, eta: 1 day, 5:12:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4928, top5_acc: 0.7314, loss_cls: 2.2133, loss: 2.2133, grad_norm: 2.8113 2021-03-09 03:29:45,480 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-02, eta: 1 day, 5:11:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5066, top5_acc: 0.7357, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.7882 2021-03-09 03:30:03,002 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-02, eta: 1 day, 5:11:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4863, top5_acc: 0.7305, loss_cls: 2.2190, loss: 2.2190, grad_norm: 2.7885 2021-03-09 03:30:20,505 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-02, eta: 1 day, 5:11:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4887, top5_acc: 0.7275, loss_cls: 2.2020, loss: 2.2020, grad_norm: 2.7241 2021-03-09 03:30:38,019 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-02, eta: 1 day, 5:10:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5074, top5_acc: 0.7373, loss_cls: 2.1780, loss: 2.1780, grad_norm: 2.7721 2021-03-09 03:30:55,519 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-02, eta: 1 day, 5:10:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4873, top5_acc: 0.7254, loss_cls: 2.2477, loss: 2.2477, grad_norm: 2.8119 2021-03-09 03:31:13,057 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-02, eta: 1 day, 5:10:14, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4982, top5_acc: 0.7379, loss_cls: 2.1824, loss: 2.1824, grad_norm: 2.8357 2021-03-09 03:31:30,580 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-02, eta: 1 day, 5:09:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4963, top5_acc: 0.7322, loss_cls: 2.2196, loss: 2.2196, grad_norm: 2.7585 2021-03-09 03:31:48,106 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-02, eta: 1 day, 5:09:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4895, top5_acc: 0.7293, loss_cls: 2.2248, loss: 2.2248, grad_norm: 2.7827 2021-03-09 03:32:05,623 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-02, eta: 1 day, 5:09:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4898, top5_acc: 0.7221, loss_cls: 2.2530, loss: 2.2530, grad_norm: 2.7084 2021-03-09 03:32:23,133 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-02, eta: 1 day, 5:08:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7307, loss_cls: 2.2051, loss: 2.2051, grad_norm: 2.7171 2021-03-09 03:32:40,638 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-02, eta: 1 day, 5:08:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7348, loss_cls: 2.1803, loss: 2.1803, grad_norm: 2.7285 2021-03-09 03:32:58,169 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-02, eta: 1 day, 5:08:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4988, top5_acc: 0.7258, loss_cls: 2.2203, loss: 2.2203, grad_norm: 2.8449 2021-03-09 03:33:15,693 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-02, eta: 1 day, 5:07:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4939, top5_acc: 0.7205, loss_cls: 2.2648, loss: 2.2648, grad_norm: 2.8059 2021-03-09 03:33:32,658 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-02, eta: 1 day, 5:07:29, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4860, top5_acc: 0.7234, loss_cls: 2.2490, loss: 2.2490, grad_norm: 2.8099 2021-03-09 03:33:33,395 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-09 03:34:12,651 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-02, eta: 1 day, 5:08:49, time: 1.921, data_time: 1.040, memory: 8896, top1_acc: 0.5041, top5_acc: 0.7344, loss_cls: 2.1721, loss: 2.1721, grad_norm: 2.7033 2021-03-09 03:34:30,170 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-02, eta: 1 day, 5:08:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4939, top5_acc: 0.7318, loss_cls: 2.1833, loss: 2.1833, grad_norm: 2.7455 2021-03-09 03:34:47,687 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-02, eta: 1 day, 5:08:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4912, top5_acc: 0.7289, loss_cls: 2.2402, loss: 2.2402, grad_norm: 2.7860 2021-03-09 03:35:05,213 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-02, eta: 1 day, 5:07:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7406, loss_cls: 2.1769, loss: 2.1769, grad_norm: 2.7642 2021-03-09 03:35:22,732 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-02, eta: 1 day, 5:07:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4941, top5_acc: 0.7279, loss_cls: 2.2042, loss: 2.2042, grad_norm: 2.7001 2021-03-09 03:35:40,255 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-02, eta: 1 day, 5:07:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4986, top5_acc: 0.7381, loss_cls: 2.1641, loss: 2.1641, grad_norm: 2.7892 2021-03-09 03:35:57,771 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-02, eta: 1 day, 5:06:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7385, loss_cls: 2.1529, loss: 2.1529, grad_norm: 2.7624 2021-03-09 03:36:15,295 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-02, eta: 1 day, 5:06:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7381, loss_cls: 2.1682, loss: 2.1682, grad_norm: 2.7971 2021-03-09 03:36:32,815 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-02, eta: 1 day, 5:06:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4814, top5_acc: 0.7289, loss_cls: 2.2259, loss: 2.2259, grad_norm: 2.7624 2021-03-09 03:36:50,340 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-02, eta: 1 day, 5:05:46, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.4768, top5_acc: 0.7277, loss_cls: 2.2374, loss: 2.2374, grad_norm: 2.8024 2021-03-09 03:37:07,858 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-02, eta: 1 day, 5:05:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7379, loss_cls: 2.1951, loss: 2.1951, grad_norm: 2.7604 2021-03-09 03:37:25,364 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-02, eta: 1 day, 5:05:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7346, loss_cls: 2.1765, loss: 2.1765, grad_norm: 2.8048 2021-03-09 03:37:42,894 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-02, eta: 1 day, 5:04:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7406, loss_cls: 2.1807, loss: 2.1807, grad_norm: 2.8114 2021-03-09 03:38:00,413 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-02, eta: 1 day, 5:04:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7334, loss_cls: 2.2018, loss: 2.2018, grad_norm: 2.7822 2021-03-09 03:38:17,922 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-02, eta: 1 day, 5:04:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5029, top5_acc: 0.7355, loss_cls: 2.1566, loss: 2.1566, grad_norm: 2.7612 2021-03-09 03:38:35,448 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-02, eta: 1 day, 5:03:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4990, top5_acc: 0.7346, loss_cls: 2.1936, loss: 2.1936, grad_norm: 2.7521 2021-03-09 03:38:52,970 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-02, eta: 1 day, 5:03:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5006, top5_acc: 0.7311, loss_cls: 2.1639, loss: 2.1639, grad_norm: 2.7528 2021-03-09 03:39:10,483 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-02, eta: 1 day, 5:03:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4959, top5_acc: 0.7318, loss_cls: 2.2162, loss: 2.2162, grad_norm: 2.7438 2021-03-09 03:39:28,011 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-02, eta: 1 day, 5:02:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4959, top5_acc: 0.7270, loss_cls: 2.2281, loss: 2.2281, grad_norm: 2.7841 2021-03-09 03:39:45,540 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-02, eta: 1 day, 5:02:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5027, top5_acc: 0.7359, loss_cls: 2.1774, loss: 2.1774, grad_norm: 2.7526 2021-03-09 03:40:03,043 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-02, eta: 1 day, 5:02:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4992, top5_acc: 0.7383, loss_cls: 2.1769, loss: 2.1769, grad_norm: 2.7837 2021-03-09 03:40:20,555 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-02, eta: 1 day, 5:01:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7467, loss_cls: 2.1454, loss: 2.1454, grad_norm: 2.7646 2021-03-09 03:40:38,070 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-02, eta: 1 day, 5:01:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4871, top5_acc: 0.7293, loss_cls: 2.2063, loss: 2.2063, grad_norm: 2.8373 2021-03-09 03:40:55,582 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-02, eta: 1 day, 5:01:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4986, top5_acc: 0.7318, loss_cls: 2.1864, loss: 2.1864, grad_norm: 2.7914 2021-03-09 03:41:13,088 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-02, eta: 1 day, 5:00:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5086, top5_acc: 0.7328, loss_cls: 2.1684, loss: 2.1684, grad_norm: 2.8000 2021-03-09 03:41:30,612 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-02, eta: 1 day, 5:00:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4848, top5_acc: 0.7186, loss_cls: 2.2425, loss: 2.2425, grad_norm: 2.7961 2021-03-09 03:41:48,120 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-02, eta: 1 day, 5:00:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7340, loss_cls: 2.1809, loss: 2.1809, grad_norm: 2.7584 2021-03-09 03:42:05,620 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-02, eta: 1 day, 4:59:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4979, top5_acc: 0.7236, loss_cls: 2.2319, loss: 2.2319, grad_norm: 2.7881 2021-03-09 03:42:23,131 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-02, eta: 1 day, 4:59:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4928, top5_acc: 0.7346, loss_cls: 2.2189, loss: 2.2189, grad_norm: 2.7511 2021-03-09 03:42:40,634 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-02, eta: 1 day, 4:59:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4855, top5_acc: 0.7260, loss_cls: 2.2522, loss: 2.2522, grad_norm: 2.7569 2021-03-09 03:42:58,176 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-02, eta: 1 day, 4:58:40, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.4965, top5_acc: 0.7301, loss_cls: 2.2159, loss: 2.2159, grad_norm: 2.8093 2021-03-09 03:43:15,696 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-02, eta: 1 day, 4:58:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7295, loss_cls: 2.1903, loss: 2.1903, grad_norm: 2.7368 2021-03-09 03:43:33,209 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-02, eta: 1 day, 4:58:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4902, top5_acc: 0.7232, loss_cls: 2.2387, loss: 2.2387, grad_norm: 2.7018 2021-03-09 03:43:50,709 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-02, eta: 1 day, 4:57:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7309, loss_cls: 2.2015, loss: 2.2015, grad_norm: 2.7182 2021-03-09 03:44:08,247 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-02, eta: 1 day, 4:57:20, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5041, top5_acc: 0.7373, loss_cls: 2.1758, loss: 2.1758, grad_norm: 2.7302 2021-03-09 03:44:25,761 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-02, eta: 1 day, 4:56:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4994, top5_acc: 0.7377, loss_cls: 2.1691, loss: 2.1691, grad_norm: 2.8002 2021-03-09 03:44:43,281 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-02, eta: 1 day, 4:56:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4906, top5_acc: 0.7271, loss_cls: 2.2104, loss: 2.2104, grad_norm: 2.7267 2021-03-09 03:45:00,802 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-02, eta: 1 day, 4:56:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4967, top5_acc: 0.7309, loss_cls: 2.2223, loss: 2.2223, grad_norm: 2.7721 2021-03-09 03:45:18,301 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-02, eta: 1 day, 4:55:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4926, top5_acc: 0.7387, loss_cls: 2.1982, loss: 2.1982, grad_norm: 2.7963 2021-03-09 03:45:35,817 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-02, eta: 1 day, 4:55:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7338, loss_cls: 2.1974, loss: 2.1974, grad_norm: 2.7382 2021-03-09 03:45:53,334 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-02, eta: 1 day, 4:55:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7434, loss_cls: 2.1830, loss: 2.1830, grad_norm: 2.8007 2021-03-09 03:46:10,829 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-02, eta: 1 day, 4:54:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4945, top5_acc: 0.7346, loss_cls: 2.2118, loss: 2.2118, grad_norm: 2.7884 2021-03-09 03:46:28,330 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-02, eta: 1 day, 4:54:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4951, top5_acc: 0.7303, loss_cls: 2.2119, loss: 2.2119, grad_norm: 2.7470 2021-03-09 03:46:45,843 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-02, eta: 1 day, 4:54:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4957, top5_acc: 0.7354, loss_cls: 2.1962, loss: 2.1962, grad_norm: 2.7010 2021-03-09 03:47:03,345 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-02, eta: 1 day, 4:53:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4904, top5_acc: 0.7268, loss_cls: 2.2272, loss: 2.2272, grad_norm: 2.7465 2021-03-09 03:47:20,850 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-02, eta: 1 day, 4:53:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7307, loss_cls: 2.2021, loss: 2.2021, grad_norm: 2.7154 2021-03-09 03:47:37,817 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-02, eta: 1 day, 4:53:15, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.4897, top5_acc: 0.7303, loss_cls: 2.2282, loss: 2.2282, grad_norm: 2.8022 2021-03-09 03:47:38,612 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-09 03:48:18,043 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-02, eta: 1 day, 4:54:30, time: 1.926, data_time: 1.008, memory: 8896, top1_acc: 0.4916, top5_acc: 0.7297, loss_cls: 2.2394, loss: 2.2394, grad_norm: 2.7995 2021-03-09 03:48:35,581 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-02, eta: 1 day, 4:54:10, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5086, top5_acc: 0.7336, loss_cls: 2.1531, loss: 2.1531, grad_norm: 2.7473 2021-03-09 03:48:53,083 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-02, eta: 1 day, 4:53:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7285, loss_cls: 2.2201, loss: 2.2201, grad_norm: 2.7767 2021-03-09 03:49:10,609 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-02, eta: 1 day, 4:53:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5016, top5_acc: 0.7400, loss_cls: 2.1776, loss: 2.1776, grad_norm: 2.7721 2021-03-09 03:49:28,117 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-02, eta: 1 day, 4:53:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7385, loss_cls: 2.1555, loss: 2.1555, grad_norm: 2.7136 2021-03-09 03:49:45,635 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-02, eta: 1 day, 4:52:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5016, top5_acc: 0.7379, loss_cls: 2.1707, loss: 2.1707, grad_norm: 2.8140 2021-03-09 03:50:03,147 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-02, eta: 1 day, 4:52:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7400, loss_cls: 2.1428, loss: 2.1428, grad_norm: 2.7153 2021-03-09 03:50:20,671 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-02, eta: 1 day, 4:52:09, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4971, top5_acc: 0.7422, loss_cls: 2.1447, loss: 2.1447, grad_norm: 2.8192 2021-03-09 03:50:38,178 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-02, eta: 1 day, 4:51:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5016, top5_acc: 0.7363, loss_cls: 2.1750, loss: 2.1750, grad_norm: 2.8107 2021-03-09 03:50:55,690 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-02, eta: 1 day, 4:51:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4846, top5_acc: 0.7215, loss_cls: 2.2572, loss: 2.2572, grad_norm: 2.7804 2021-03-09 03:51:13,218 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-02, eta: 1 day, 4:51:08, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7324, loss_cls: 2.1820, loss: 2.1820, grad_norm: 2.7476 2021-03-09 03:51:30,739 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-02, eta: 1 day, 4:50:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5047, top5_acc: 0.7369, loss_cls: 2.1718, loss: 2.1718, grad_norm: 2.7770 2021-03-09 03:51:48,242 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-02, eta: 1 day, 4:50:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4930, top5_acc: 0.7283, loss_cls: 2.2262, loss: 2.2262, grad_norm: 2.7906 2021-03-09 03:52:05,755 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-02, eta: 1 day, 4:50:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7385, loss_cls: 2.1462, loss: 2.1462, grad_norm: 2.7290 2021-03-09 03:52:23,264 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-02, eta: 1 day, 4:49:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7322, loss_cls: 2.1621, loss: 2.1621, grad_norm: 2.7894 2021-03-09 03:52:40,764 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-02, eta: 1 day, 4:49:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5064, top5_acc: 0.7305, loss_cls: 2.1837, loss: 2.1837, grad_norm: 2.7852 2021-03-09 03:52:58,281 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-02, eta: 1 day, 4:49:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7301, loss_cls: 2.2006, loss: 2.2006, grad_norm: 2.7569 2021-03-09 03:53:15,783 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-02, eta: 1 day, 4:48:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7383, loss_cls: 2.1305, loss: 2.1305, grad_norm: 2.7282 2021-03-09 03:53:33,309 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-02, eta: 1 day, 4:48:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5111, top5_acc: 0.7420, loss_cls: 2.1278, loss: 2.1278, grad_norm: 2.8301 2021-03-09 03:53:50,819 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-02, eta: 1 day, 4:48:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5086, top5_acc: 0.7400, loss_cls: 2.1468, loss: 2.1468, grad_norm: 2.7774 2021-03-09 03:54:08,328 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-02, eta: 1 day, 4:47:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4949, top5_acc: 0.7242, loss_cls: 2.2302, loss: 2.2302, grad_norm: 2.7677 2021-03-09 03:54:25,832 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-02, eta: 1 day, 4:47:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7350, loss_cls: 2.1841, loss: 2.1841, grad_norm: 2.7663 2021-03-09 03:54:43,345 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-02, eta: 1 day, 4:47:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4922, top5_acc: 0.7299, loss_cls: 2.2144, loss: 2.2144, grad_norm: 2.7623 2021-03-09 03:55:00,860 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-02, eta: 1 day, 4:46:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7279, loss_cls: 2.1796, loss: 2.1796, grad_norm: 2.7476 2021-03-09 03:55:18,358 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-02, eta: 1 day, 4:46:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4969, top5_acc: 0.7309, loss_cls: 2.2290, loss: 2.2290, grad_norm: 2.7263 2021-03-09 03:55:35,876 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-02, eta: 1 day, 4:46:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4998, top5_acc: 0.7281, loss_cls: 2.1984, loss: 2.1984, grad_norm: 2.7599 2021-03-09 03:55:53,383 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-02, eta: 1 day, 4:45:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7381, loss_cls: 2.1592, loss: 2.1592, grad_norm: 2.7267 2021-03-09 03:56:10,883 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-02, eta: 1 day, 4:45:25, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4977, top5_acc: 0.7422, loss_cls: 2.1743, loss: 2.1743, grad_norm: 2.7820 2021-03-09 03:56:28,389 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-02, eta: 1 day, 4:45:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7330, loss_cls: 2.1926, loss: 2.1926, grad_norm: 2.8046 2021-03-09 03:56:45,905 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-02, eta: 1 day, 4:44:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4900, top5_acc: 0.7170, loss_cls: 2.2638, loss: 2.2638, grad_norm: 2.8301 2021-03-09 03:57:03,432 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-02, eta: 1 day, 4:44:25, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5033, top5_acc: 0.7262, loss_cls: 2.1905, loss: 2.1905, grad_norm: 2.7459 2021-03-09 03:57:20,943 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-02, eta: 1 day, 4:44:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4939, top5_acc: 0.7328, loss_cls: 2.1980, loss: 2.1980, grad_norm: 2.7686 2021-03-09 03:57:38,464 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-02, eta: 1 day, 4:43:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4816, top5_acc: 0.7260, loss_cls: 2.2500, loss: 2.2500, grad_norm: 2.8380 2021-03-09 03:57:55,984 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-02, eta: 1 day, 4:43:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7355, loss_cls: 2.2018, loss: 2.2018, grad_norm: 2.7883 2021-03-09 03:58:13,492 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-02, eta: 1 day, 4:43:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7352, loss_cls: 2.1552, loss: 2.1552, grad_norm: 2.8287 2021-03-09 03:58:31,002 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-02, eta: 1 day, 4:42:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7287, loss_cls: 2.2108, loss: 2.2108, grad_norm: 2.8149 2021-03-09 03:58:48,522 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-02, eta: 1 day, 4:42:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5025, top5_acc: 0.7279, loss_cls: 2.1975, loss: 2.1975, grad_norm: 2.7652 2021-03-09 03:59:06,035 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-02, eta: 1 day, 4:42:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4961, top5_acc: 0.7305, loss_cls: 2.2028, loss: 2.2028, grad_norm: 2.7335 2021-03-09 03:59:23,528 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-02, eta: 1 day, 4:41:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4881, top5_acc: 0.7391, loss_cls: 2.1891, loss: 2.1891, grad_norm: 2.7540 2021-03-09 03:59:41,026 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-02, eta: 1 day, 4:41:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7379, loss_cls: 2.1727, loss: 2.1727, grad_norm: 2.7569 2021-03-09 03:59:58,549 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-02, eta: 1 day, 4:41:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4934, top5_acc: 0.7264, loss_cls: 2.2215, loss: 2.2215, grad_norm: 2.7123 2021-03-09 04:00:16,048 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-02, eta: 1 day, 4:40:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7363, loss_cls: 2.1938, loss: 2.1938, grad_norm: 2.7411 2021-03-09 04:00:33,557 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-02, eta: 1 day, 4:40:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5016, top5_acc: 0.7387, loss_cls: 2.1911, loss: 2.1911, grad_norm: 2.7319 2021-03-09 04:00:51,075 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-02, eta: 1 day, 4:40:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5045, top5_acc: 0.7346, loss_cls: 2.1761, loss: 2.1761, grad_norm: 2.7239 2021-03-09 04:01:08,581 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-02, eta: 1 day, 4:39:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7439, loss_cls: 2.1423, loss: 2.1423, grad_norm: 2.8642 2021-03-09 04:01:26,081 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-02, eta: 1 day, 4:39:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4912, top5_acc: 0.7338, loss_cls: 2.2098, loss: 2.2098, grad_norm: 2.7962 2021-03-09 04:01:43,045 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-02, eta: 1 day, 4:39:01, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7344, loss_cls: 2.1597, loss: 2.1597, grad_norm: 2.7276 2021-03-09 04:01:43,752 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-09 04:02:22,270 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-02, eta: 1 day, 4:40:09, time: 1.895, data_time: 0.976, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7453, loss_cls: 2.1177, loss: 2.1177, grad_norm: 2.7388 2021-03-09 04:02:39,797 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-02, eta: 1 day, 4:39:49, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5004, top5_acc: 0.7344, loss_cls: 2.1506, loss: 2.1506, grad_norm: 2.7743 2021-03-09 04:02:57,295 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-02, eta: 1 day, 4:39:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7438, loss_cls: 2.1278, loss: 2.1278, grad_norm: 2.7072 2021-03-09 04:03:14,805 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-02, eta: 1 day, 4:39:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4979, top5_acc: 0.7309, loss_cls: 2.1736, loss: 2.1736, grad_norm: 2.8056 2021-03-09 04:03:32,317 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-02, eta: 1 day, 4:38:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4939, top5_acc: 0.7344, loss_cls: 2.1949, loss: 2.1949, grad_norm: 2.7558 2021-03-09 04:03:49,811 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-02, eta: 1 day, 4:38:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7432, loss_cls: 2.1143, loss: 2.1143, grad_norm: 2.7163 2021-03-09 04:04:07,317 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-02, eta: 1 day, 4:38:08, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.5006, top5_acc: 0.7365, loss_cls: 2.1708, loss: 2.1708, grad_norm: 2.8042 2021-03-09 04:04:24,817 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-02, eta: 1 day, 4:37:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7361, loss_cls: 2.1696, loss: 2.1696, grad_norm: 2.7605 2021-03-09 04:04:42,311 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-02, eta: 1 day, 4:37:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4986, top5_acc: 0.7344, loss_cls: 2.1897, loss: 2.1897, grad_norm: 2.7700 2021-03-09 04:04:59,812 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-02, eta: 1 day, 4:37:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4994, top5_acc: 0.7303, loss_cls: 2.2040, loss: 2.2040, grad_norm: 2.7501 2021-03-09 04:05:17,299 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-02, eta: 1 day, 4:36:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4951, top5_acc: 0.7311, loss_cls: 2.2013, loss: 2.2013, grad_norm: 2.8328 2021-03-09 04:05:34,795 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-02, eta: 1 day, 4:36:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4984, top5_acc: 0.7344, loss_cls: 2.2009, loss: 2.2009, grad_norm: 2.7839 2021-03-09 04:05:52,321 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-02, eta: 1 day, 4:36:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7260, loss_cls: 2.2277, loss: 2.2277, grad_norm: 2.8141 2021-03-09 04:06:09,834 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-02, eta: 1 day, 4:35:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7260, loss_cls: 2.2060, loss: 2.2060, grad_norm: 2.7312 2021-03-09 04:06:27,318 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-02, eta: 1 day, 4:35:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7350, loss_cls: 2.1796, loss: 2.1796, grad_norm: 2.7702 2021-03-09 04:06:44,832 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-02, eta: 1 day, 4:35:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5047, top5_acc: 0.7420, loss_cls: 2.1505, loss: 2.1505, grad_norm: 2.7536 2021-03-09 04:07:02,325 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-02, eta: 1 day, 4:34:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7455, loss_cls: 2.1359, loss: 2.1359, grad_norm: 2.8206 2021-03-09 04:07:19,809 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-02, eta: 1 day, 4:34:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5070, top5_acc: 0.7357, loss_cls: 2.1986, loss: 2.1986, grad_norm: 2.8410 2021-03-09 04:07:37,316 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-02, eta: 1 day, 4:34:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7463, loss_cls: 2.1586, loss: 2.1586, grad_norm: 2.7912 2021-03-09 04:07:54,827 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-02, eta: 1 day, 4:33:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5090, top5_acc: 0.7371, loss_cls: 2.1545, loss: 2.1545, grad_norm: 2.7310 2021-03-09 04:08:12,323 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-02, eta: 1 day, 4:33:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7369, loss_cls: 2.1574, loss: 2.1574, grad_norm: 2.7529 2021-03-09 04:08:29,822 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-02, eta: 1 day, 4:33:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7338, loss_cls: 2.1849, loss: 2.1849, grad_norm: 2.7287 2021-03-09 04:08:47,325 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-02, eta: 1 day, 4:32:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5004, top5_acc: 0.7391, loss_cls: 2.1720, loss: 2.1720, grad_norm: 2.7919 2021-03-09 04:09:04,825 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-02, eta: 1 day, 4:32:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5078, top5_acc: 0.7371, loss_cls: 2.1514, loss: 2.1514, grad_norm: 2.6888 2021-03-09 04:09:22,315 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-02, eta: 1 day, 4:32:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4982, top5_acc: 0.7443, loss_cls: 2.1511, loss: 2.1511, grad_norm: 2.7483 2021-03-09 04:09:39,824 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-02, eta: 1 day, 4:31:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5039, top5_acc: 0.7449, loss_cls: 2.1548, loss: 2.1548, grad_norm: 2.8402 2021-03-09 04:09:57,316 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-02, eta: 1 day, 4:31:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7439, loss_cls: 2.1448, loss: 2.1448, grad_norm: 2.8295 2021-03-09 04:10:14,812 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-02, eta: 1 day, 4:31:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7244, loss_cls: 2.2005, loss: 2.2005, grad_norm: 2.7545 2021-03-09 04:10:32,290 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-02, eta: 1 day, 4:30:46, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7305, loss_cls: 2.1905, loss: 2.1905, grad_norm: 2.7278 2021-03-09 04:10:49,787 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-02, eta: 1 day, 4:30:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7375, loss_cls: 2.1688, loss: 2.1688, grad_norm: 2.8146 2021-03-09 04:11:07,286 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-02, eta: 1 day, 4:30:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5000, top5_acc: 0.7447, loss_cls: 2.1550, loss: 2.1550, grad_norm: 2.7908 2021-03-09 04:11:24,788 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-02, eta: 1 day, 4:29:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7412, loss_cls: 2.1484, loss: 2.1484, grad_norm: 2.7690 2021-03-09 04:11:42,272 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-02, eta: 1 day, 4:29:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4959, top5_acc: 0.7309, loss_cls: 2.2097, loss: 2.2097, grad_norm: 2.8058 2021-03-09 04:11:59,763 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-02, eta: 1 day, 4:29:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7250, loss_cls: 2.2150, loss: 2.2150, grad_norm: 2.7658 2021-03-09 04:12:17,255 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-02, eta: 1 day, 4:28:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7377, loss_cls: 2.1930, loss: 2.1930, grad_norm: 2.7480 2021-03-09 04:12:34,739 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-02, eta: 1 day, 4:28:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7354, loss_cls: 2.1772, loss: 2.1772, grad_norm: 2.7778 2021-03-09 04:12:52,230 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-02, eta: 1 day, 4:28:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4904, top5_acc: 0.7303, loss_cls: 2.1994, loss: 2.1994, grad_norm: 2.7660 2021-03-09 04:13:09,716 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-02, eta: 1 day, 4:27:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7367, loss_cls: 2.1724, loss: 2.1724, grad_norm: 2.7647 2021-03-09 04:13:27,206 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-02, eta: 1 day, 4:27:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7371, loss_cls: 2.1721, loss: 2.1721, grad_norm: 2.7529 2021-03-09 04:13:44,692 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-02, eta: 1 day, 4:27:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7357, loss_cls: 2.1656, loss: 2.1656, grad_norm: 2.7630 2021-03-09 04:14:02,195 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-02, eta: 1 day, 4:26:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4961, top5_acc: 0.7383, loss_cls: 2.1916, loss: 2.1916, grad_norm: 2.7609 2021-03-09 04:14:19,694 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-02, eta: 1 day, 4:26:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5049, top5_acc: 0.7373, loss_cls: 2.1554, loss: 2.1554, grad_norm: 2.7698 2021-03-09 04:14:37,201 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-02, eta: 1 day, 4:26:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4975, top5_acc: 0.7328, loss_cls: 2.1782, loss: 2.1782, grad_norm: 2.7667 2021-03-09 04:14:54,689 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-02, eta: 1 day, 4:25:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5115, top5_acc: 0.7424, loss_cls: 2.1393, loss: 2.1393, grad_norm: 2.8198 2021-03-09 04:15:12,176 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-02, eta: 1 day, 4:25:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4988, top5_acc: 0.7340, loss_cls: 2.1943, loss: 2.1943, grad_norm: 2.7444 2021-03-09 04:15:29,666 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-02, eta: 1 day, 4:25:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7414, loss_cls: 2.1455, loss: 2.1455, grad_norm: 2.7184 2021-03-09 04:15:46,608 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-02, eta: 1 day, 4:24:42, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.4943, top5_acc: 0.7265, loss_cls: 2.2166, loss: 2.2166, grad_norm: 2.7612 2021-03-09 04:15:47,385 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-09 04:16:26,100 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-02, eta: 1 day, 4:25:46, time: 1.888, data_time: 0.964, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7434, loss_cls: 2.1491, loss: 2.1491, grad_norm: 2.7455 2021-03-09 04:16:43,649 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-02, eta: 1 day, 4:25:26, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7268, loss_cls: 2.2081, loss: 2.2081, grad_norm: 2.8145 2021-03-09 04:17:01,152 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-02, eta: 1 day, 4:25:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4908, top5_acc: 0.7232, loss_cls: 2.2311, loss: 2.2311, grad_norm: 2.7715 2021-03-09 04:17:18,657 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-02, eta: 1 day, 4:24:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7346, loss_cls: 2.1265, loss: 2.1265, grad_norm: 2.7267 2021-03-09 04:17:36,175 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-02, eta: 1 day, 4:24:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7424, loss_cls: 2.1311, loss: 2.1311, grad_norm: 2.7404 2021-03-09 04:17:53,698 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-02, eta: 1 day, 4:24:06, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7471, loss_cls: 2.0972, loss: 2.0972, grad_norm: 2.7135 2021-03-09 04:18:11,209 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-02, eta: 1 day, 4:23:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7469, loss_cls: 2.1277, loss: 2.1277, grad_norm: 2.8045 2021-03-09 04:18:28,729 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-02, eta: 1 day, 4:23:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7391, loss_cls: 2.1251, loss: 2.1251, grad_norm: 2.7293 2021-03-09 04:18:46,229 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-02, eta: 1 day, 4:23:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4982, top5_acc: 0.7359, loss_cls: 2.1765, loss: 2.1765, grad_norm: 2.7689 2021-03-09 04:19:03,728 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-02, eta: 1 day, 4:22:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7453, loss_cls: 2.1295, loss: 2.1295, grad_norm: 2.8252 2021-03-09 04:19:21,230 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-02, eta: 1 day, 4:22:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7387, loss_cls: 2.1393, loss: 2.1393, grad_norm: 2.7960 2021-03-09 04:19:38,722 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-02, eta: 1 day, 4:22:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4957, top5_acc: 0.7355, loss_cls: 2.2170, loss: 2.2170, grad_norm: 2.7533 2021-03-09 04:19:56,223 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-02, eta: 1 day, 4:21:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7422, loss_cls: 2.1541, loss: 2.1541, grad_norm: 2.7610 2021-03-09 04:20:13,715 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-02, eta: 1 day, 4:21:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7375, loss_cls: 2.1568, loss: 2.1568, grad_norm: 2.7462 2021-03-09 04:20:31,234 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-02, eta: 1 day, 4:21:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7373, loss_cls: 2.1689, loss: 2.1689, grad_norm: 2.7722 2021-03-09 04:20:48,748 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-02, eta: 1 day, 4:20:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7336, loss_cls: 2.1732, loss: 2.1732, grad_norm: 2.8009 2021-03-09 04:21:06,258 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-02, eta: 1 day, 4:20:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7381, loss_cls: 2.1778, loss: 2.1778, grad_norm: 2.7814 2021-03-09 04:21:23,769 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-02, eta: 1 day, 4:20:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5100, top5_acc: 0.7420, loss_cls: 2.1372, loss: 2.1372, grad_norm: 2.7272 2021-03-09 04:21:41,273 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-02, eta: 1 day, 4:19:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5000, top5_acc: 0.7393, loss_cls: 2.1781, loss: 2.1781, grad_norm: 2.8114 2021-03-09 04:21:58,778 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-02, eta: 1 day, 4:19:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7416, loss_cls: 2.1607, loss: 2.1607, grad_norm: 2.8388 2021-03-09 04:22:16,280 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-02, eta: 1 day, 4:19:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4910, top5_acc: 0.7307, loss_cls: 2.2035, loss: 2.2035, grad_norm: 2.7728 2021-03-09 04:22:33,796 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-02, eta: 1 day, 4:18:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7438, loss_cls: 2.1099, loss: 2.1099, grad_norm: 2.7505 2021-03-09 04:22:51,293 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-02, eta: 1 day, 4:18:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7402, loss_cls: 2.1412, loss: 2.1412, grad_norm: 2.7588 2021-03-09 04:23:08,785 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-02, eta: 1 day, 4:18:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4961, top5_acc: 0.7266, loss_cls: 2.2175, loss: 2.2175, grad_norm: 2.7345 2021-03-09 04:23:26,294 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-02, eta: 1 day, 4:17:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4865, top5_acc: 0.7326, loss_cls: 2.2073, loss: 2.2073, grad_norm: 2.8060 2021-03-09 04:23:43,791 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-02, eta: 1 day, 4:17:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7428, loss_cls: 2.1294, loss: 2.1294, grad_norm: 2.7154 2021-03-09 04:24:01,277 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-02, eta: 1 day, 4:17:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7422, loss_cls: 2.1539, loss: 2.1539, grad_norm: 2.8353 2021-03-09 04:24:18,779 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-02, eta: 1 day, 4:16:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4938, top5_acc: 0.7344, loss_cls: 2.2052, loss: 2.2052, grad_norm: 2.7786 2021-03-09 04:24:36,275 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-02, eta: 1 day, 4:16:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7432, loss_cls: 2.1552, loss: 2.1552, grad_norm: 2.7639 2021-03-09 04:24:53,768 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-02, eta: 1 day, 4:16:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7426, loss_cls: 2.1405, loss: 2.1405, grad_norm: 2.7696 2021-03-09 04:25:11,271 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-02, eta: 1 day, 4:15:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5029, top5_acc: 0.7336, loss_cls: 2.2134, loss: 2.2134, grad_norm: 2.7348 2021-03-09 04:25:28,785 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-02, eta: 1 day, 4:15:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7350, loss_cls: 2.1260, loss: 2.1260, grad_norm: 2.7568 2021-03-09 04:25:46,296 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-02, eta: 1 day, 4:15:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7346, loss_cls: 2.1638, loss: 2.1638, grad_norm: 2.7718 2021-03-09 04:26:03,787 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-02, eta: 1 day, 4:14:46, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7338, loss_cls: 2.2150, loss: 2.2150, grad_norm: 2.7996 2021-03-09 04:26:21,278 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-02, eta: 1 day, 4:14:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7402, loss_cls: 2.1501, loss: 2.1501, grad_norm: 2.7478 2021-03-09 04:26:38,789 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-02, eta: 1 day, 4:14:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7426, loss_cls: 2.1495, loss: 2.1495, grad_norm: 2.7598 2021-03-09 04:26:56,301 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-02, eta: 1 day, 4:13:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4967, top5_acc: 0.7293, loss_cls: 2.2084, loss: 2.2084, grad_norm: 2.7735 2021-03-09 04:27:13,816 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-02, eta: 1 day, 4:13:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7338, loss_cls: 2.1862, loss: 2.1862, grad_norm: 2.7139 2021-03-09 04:27:31,311 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-02, eta: 1 day, 4:13:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7398, loss_cls: 2.1528, loss: 2.1528, grad_norm: 2.7610 2021-03-09 04:27:48,807 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-02, eta: 1 day, 4:12:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4975, top5_acc: 0.7320, loss_cls: 2.1949, loss: 2.1949, grad_norm: 2.8089 2021-03-09 04:28:06,316 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-02, eta: 1 day, 4:12:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4975, top5_acc: 0.7297, loss_cls: 2.1867, loss: 2.1867, grad_norm: 2.7533 2021-03-09 04:28:23,838 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-02, eta: 1 day, 4:12:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4932, top5_acc: 0.7258, loss_cls: 2.2113, loss: 2.2113, grad_norm: 2.8092 2021-03-09 04:28:41,343 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-02, eta: 1 day, 4:11:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7408, loss_cls: 2.1561, loss: 2.1561, grad_norm: 2.7291 2021-03-09 04:28:58,864 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-02, eta: 1 day, 4:11:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4988, top5_acc: 0.7307, loss_cls: 2.1962, loss: 2.1962, grad_norm: 2.8207 2021-03-09 04:29:16,365 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-02, eta: 1 day, 4:11:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7352, loss_cls: 2.1638, loss: 2.1638, grad_norm: 2.7784 2021-03-09 04:29:33,854 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-02, eta: 1 day, 4:10:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4934, top5_acc: 0.7326, loss_cls: 2.1900, loss: 2.1900, grad_norm: 2.7823 2021-03-09 04:29:50,817 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-02, eta: 1 day, 4:10:25, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.4970, top5_acc: 0.7285, loss_cls: 2.2326, loss: 2.2326, grad_norm: 2.7507 2021-03-09 04:29:51,516 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-09 04:30:27,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 04:30:27,840 - mmaction - INFO - top1_acc 0.5604 top5_acc 0.8045 2021-03-09 04:30:27,840 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 04:30:27,868 - mmaction - INFO - mean_acc 0.5602 2021-03-09 04:30:28,603 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-09 04:30:28,603 - mmaction - INFO - Best top1_acc is 0.5604 at 30 epoch. 2021-03-09 04:30:28,611 - mmaction - INFO - Epoch(val) [30][940] top1_acc: 0.5604, top5_acc: 0.8045, mean_class_accuracy: 0.5602 2021-03-09 04:31:13,750 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-02, eta: 1 day, 4:11:55, time: 2.252, data_time: 1.299, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7477, loss_cls: 2.1372, loss: 2.1372, grad_norm: 2.7605 2021-03-09 04:31:31,280 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-02, eta: 1 day, 4:11:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7428, loss_cls: 2.1390, loss: 2.1390, grad_norm: 2.7528 2021-03-09 04:31:48,781 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-02, eta: 1 day, 4:11:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5016, top5_acc: 0.7373, loss_cls: 2.1779, loss: 2.1779, grad_norm: 2.8488 2021-03-09 04:32:06,302 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-02, eta: 1 day, 4:10:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4938, top5_acc: 0.7352, loss_cls: 2.2082, loss: 2.2082, grad_norm: 2.7837 2021-03-09 04:32:23,821 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-02, eta: 1 day, 4:10:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7447, loss_cls: 2.1215, loss: 2.1215, grad_norm: 2.7758 2021-03-09 04:32:41,345 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-02, eta: 1 day, 4:10:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7396, loss_cls: 2.1444, loss: 2.1444, grad_norm: 2.7864 2021-03-09 04:32:58,856 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-02, eta: 1 day, 4:09:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7383, loss_cls: 2.2065, loss: 2.2065, grad_norm: 2.7820 2021-03-09 04:33:16,351 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-02, eta: 1 day, 4:09:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7367, loss_cls: 2.1584, loss: 2.1584, grad_norm: 2.7289 2021-03-09 04:33:33,848 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-02, eta: 1 day, 4:09:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7471, loss_cls: 2.1101, loss: 2.1101, grad_norm: 2.7479 2021-03-09 04:33:51,348 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-02, eta: 1 day, 4:08:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7479, loss_cls: 2.1188, loss: 2.1188, grad_norm: 2.7634 2021-03-09 04:34:08,874 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-02, eta: 1 day, 4:08:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7363, loss_cls: 2.1578, loss: 2.1578, grad_norm: 2.7412 2021-03-09 04:34:26,382 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-02, eta: 1 day, 4:08:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7387, loss_cls: 2.1707, loss: 2.1707, grad_norm: 2.7336 2021-03-09 04:34:43,893 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-02, eta: 1 day, 4:07:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7500, loss_cls: 2.1050, loss: 2.1050, grad_norm: 2.6997 2021-03-09 04:35:01,411 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-02, eta: 1 day, 4:07:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7363, loss_cls: 2.1896, loss: 2.1896, grad_norm: 2.8377 2021-03-09 04:35:18,923 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-02, eta: 1 day, 4:07:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7375, loss_cls: 2.1427, loss: 2.1427, grad_norm: 2.7378 2021-03-09 04:35:36,437 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-02, eta: 1 day, 4:06:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7500, loss_cls: 2.0938, loss: 2.0938, grad_norm: 2.7671 2021-03-09 04:35:53,958 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-02, eta: 1 day, 4:06:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5209, top5_acc: 0.7541, loss_cls: 2.0789, loss: 2.0789, grad_norm: 2.7302 2021-03-09 04:36:11,465 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-02, eta: 1 day, 4:06:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7369, loss_cls: 2.1666, loss: 2.1666, grad_norm: 2.6809 2021-03-09 04:36:28,981 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-02, eta: 1 day, 4:05:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5074, top5_acc: 0.7391, loss_cls: 2.1322, loss: 2.1322, grad_norm: 2.6941 2021-03-09 04:36:46,491 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-02, eta: 1 day, 4:05:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7387, loss_cls: 2.1469, loss: 2.1469, grad_norm: 2.7384 2021-03-09 04:37:03,989 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-02, eta: 1 day, 4:05:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7465, loss_cls: 2.1106, loss: 2.1106, grad_norm: 2.7509 2021-03-09 04:37:21,507 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-02, eta: 1 day, 4:04:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5045, top5_acc: 0.7354, loss_cls: 2.1580, loss: 2.1580, grad_norm: 2.8554 2021-03-09 04:37:39,024 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-02, eta: 1 day, 4:04:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5084, top5_acc: 0.7361, loss_cls: 2.1549, loss: 2.1549, grad_norm: 2.7847 2021-03-09 04:37:56,530 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-02, eta: 1 day, 4:04:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7432, loss_cls: 2.0948, loss: 2.0948, grad_norm: 2.7659 2021-03-09 04:38:14,061 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-02, eta: 1 day, 4:03:57, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7354, loss_cls: 2.1407, loss: 2.1407, grad_norm: 2.7715 2021-03-09 04:38:31,570 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-02, eta: 1 day, 4:03:37, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7340, loss_cls: 2.1739, loss: 2.1739, grad_norm: 2.7885 2021-03-09 04:38:49,085 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-02, eta: 1 day, 4:03:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7420, loss_cls: 2.1229, loss: 2.1229, grad_norm: 2.7635 2021-03-09 04:39:06,592 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-02, eta: 1 day, 4:02:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5078, top5_acc: 0.7377, loss_cls: 2.1715, loss: 2.1715, grad_norm: 2.8414 2021-03-09 04:39:24,079 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-02, eta: 1 day, 4:02:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7449, loss_cls: 2.0917, loss: 2.0917, grad_norm: 2.7545 2021-03-09 04:39:41,572 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-02, eta: 1 day, 4:02:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4971, top5_acc: 0.7287, loss_cls: 2.1911, loss: 2.1911, grad_norm: 2.8023 2021-03-09 04:39:59,070 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-02, eta: 1 day, 4:01:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7352, loss_cls: 2.1490, loss: 2.1490, grad_norm: 2.7047 2021-03-09 04:40:16,564 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-02, eta: 1 day, 4:01:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4857, top5_acc: 0.7254, loss_cls: 2.2150, loss: 2.2150, grad_norm: 2.8073 2021-03-09 04:40:34,081 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-02, eta: 1 day, 4:01:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5084, top5_acc: 0.7445, loss_cls: 2.1343, loss: 2.1343, grad_norm: 2.7496 2021-03-09 04:40:51,602 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-02, eta: 1 day, 4:00:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4941, top5_acc: 0.7311, loss_cls: 2.1932, loss: 2.1932, grad_norm: 2.8095 2021-03-09 04:41:09,120 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-02, eta: 1 day, 4:00:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7510, loss_cls: 2.0879, loss: 2.0879, grad_norm: 2.7462 2021-03-09 04:41:26,655 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-02, eta: 1 day, 4:00:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.4979, top5_acc: 0.7391, loss_cls: 2.1540, loss: 2.1540, grad_norm: 2.7694 2021-03-09 04:41:44,171 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-02, eta: 1 day, 3:59:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7371, loss_cls: 2.1609, loss: 2.1609, grad_norm: 2.7724 2021-03-09 04:42:01,681 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-02, eta: 1 day, 3:59:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4920, top5_acc: 0.7311, loss_cls: 2.2036, loss: 2.2036, grad_norm: 2.7733 2021-03-09 04:42:19,183 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-02, eta: 1 day, 3:59:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7318, loss_cls: 2.1788, loss: 2.1788, grad_norm: 2.7423 2021-03-09 04:42:36,697 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-02, eta: 1 day, 3:58:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4953, top5_acc: 0.7379, loss_cls: 2.1852, loss: 2.1852, grad_norm: 2.7652 2021-03-09 04:42:54,226 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-02, eta: 1 day, 3:58:40, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7328, loss_cls: 2.1756, loss: 2.1756, grad_norm: 2.7671 2021-03-09 04:43:11,723 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-02, eta: 1 day, 3:58:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7311, loss_cls: 2.1567, loss: 2.1567, grad_norm: 2.7032 2021-03-09 04:43:29,215 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-02, eta: 1 day, 3:58:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7330, loss_cls: 2.1770, loss: 2.1770, grad_norm: 2.7300 2021-03-09 04:43:46,713 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-02, eta: 1 day, 3:57:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5066, top5_acc: 0.7309, loss_cls: 2.1606, loss: 2.1606, grad_norm: 2.7991 2021-03-09 04:44:04,226 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-02, eta: 1 day, 3:57:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7381, loss_cls: 2.1450, loss: 2.1450, grad_norm: 2.7529 2021-03-09 04:44:21,739 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-02, eta: 1 day, 3:57:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7408, loss_cls: 2.1485, loss: 2.1485, grad_norm: 2.7064 2021-03-09 04:44:38,717 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-02, eta: 1 day, 3:56:38, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5083, top5_acc: 0.7492, loss_cls: 2.1247, loss: 2.1247, grad_norm: 2.7641 2021-03-09 04:44:39,493 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-09 04:45:17,127 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-02, eta: 1 day, 3:57:32, time: 1.827, data_time: 0.856, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7340, loss_cls: 2.1583, loss: 2.1583, grad_norm: 2.7713 2021-03-09 04:45:34,701 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-02, eta: 1 day, 3:57:12, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.4959, top5_acc: 0.7375, loss_cls: 2.1583, loss: 2.1583, grad_norm: 2.7681 2021-03-09 04:45:52,210 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-02, eta: 1 day, 3:56:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7477, loss_cls: 2.0948, loss: 2.0948, grad_norm: 2.7931 2021-03-09 04:46:09,723 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-02, eta: 1 day, 3:56:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7410, loss_cls: 2.1198, loss: 2.1198, grad_norm: 2.7699 2021-03-09 04:46:27,217 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-02, eta: 1 day, 3:56:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7350, loss_cls: 2.1378, loss: 2.1378, grad_norm: 2.7608 2021-03-09 04:46:44,715 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-02, eta: 1 day, 3:55:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7391, loss_cls: 2.1484, loss: 2.1484, grad_norm: 2.7627 2021-03-09 04:47:02,213 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-02, eta: 1 day, 3:55:32, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.4965, top5_acc: 0.7348, loss_cls: 2.1648, loss: 2.1648, grad_norm: 2.8190 2021-03-09 04:47:19,711 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-02, eta: 1 day, 3:55:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7457, loss_cls: 2.1597, loss: 2.1597, grad_norm: 2.7520 2021-03-09 04:47:37,213 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-02, eta: 1 day, 3:54:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7393, loss_cls: 2.1521, loss: 2.1521, grad_norm: 2.8096 2021-03-09 04:47:54,707 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-02, eta: 1 day, 3:54:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7445, loss_cls: 2.0975, loss: 2.0975, grad_norm: 2.8017 2021-03-09 04:48:12,200 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-02, eta: 1 day, 3:54:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5012, top5_acc: 0.7363, loss_cls: 2.1548, loss: 2.1548, grad_norm: 2.7736 2021-03-09 04:48:29,696 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-02, eta: 1 day, 3:53:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7346, loss_cls: 2.1421, loss: 2.1421, grad_norm: 2.7921 2021-03-09 04:48:47,192 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-02, eta: 1 day, 3:53:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7365, loss_cls: 2.1769, loss: 2.1769, grad_norm: 2.7552 2021-03-09 04:49:04,705 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-02, eta: 1 day, 3:53:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7359, loss_cls: 2.1537, loss: 2.1537, grad_norm: 2.7831 2021-03-09 04:49:22,193 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-02, eta: 1 day, 3:52:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7432, loss_cls: 2.1165, loss: 2.1165, grad_norm: 2.7420 2021-03-09 04:49:39,679 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-02, eta: 1 day, 3:52:33, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7475, loss_cls: 2.1513, loss: 2.1513, grad_norm: 2.7586 2021-03-09 04:49:57,181 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-02, eta: 1 day, 3:52:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7430, loss_cls: 2.1200, loss: 2.1200, grad_norm: 2.7754 2021-03-09 04:50:14,686 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-02, eta: 1 day, 3:51:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7449, loss_cls: 2.1204, loss: 2.1204, grad_norm: 2.7595 2021-03-09 04:50:32,197 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-02, eta: 1 day, 3:51:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7359, loss_cls: 2.1664, loss: 2.1664, grad_norm: 2.7608 2021-03-09 04:50:49,696 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-02, eta: 1 day, 3:51:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5115, top5_acc: 0.7463, loss_cls: 2.1280, loss: 2.1280, grad_norm: 2.8485 2021-03-09 04:51:07,196 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-02, eta: 1 day, 3:50:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7445, loss_cls: 2.1202, loss: 2.1202, grad_norm: 2.7771 2021-03-09 04:51:24,696 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-02, eta: 1 day, 3:50:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7303, loss_cls: 2.2091, loss: 2.2091, grad_norm: 2.7588 2021-03-09 04:51:42,186 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-02, eta: 1 day, 3:50:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7371, loss_cls: 2.1492, loss: 2.1492, grad_norm: 2.7447 2021-03-09 04:51:59,690 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-02, eta: 1 day, 3:49:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7527, loss_cls: 2.1010, loss: 2.1010, grad_norm: 2.7962 2021-03-09 04:52:17,194 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-02, eta: 1 day, 3:49:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5152, top5_acc: 0.7408, loss_cls: 2.1384, loss: 2.1384, grad_norm: 2.8236 2021-03-09 04:52:34,689 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-02, eta: 1 day, 3:49:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7443, loss_cls: 2.1246, loss: 2.1246, grad_norm: 2.7698 2021-03-09 04:52:52,202 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-02, eta: 1 day, 3:48:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7436, loss_cls: 2.1565, loss: 2.1565, grad_norm: 2.7301 2021-03-09 04:53:09,706 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-02, eta: 1 day, 3:48:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7418, loss_cls: 2.1219, loss: 2.1219, grad_norm: 2.8094 2021-03-09 04:53:27,201 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-02, eta: 1 day, 3:48:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7447, loss_cls: 2.1147, loss: 2.1147, grad_norm: 2.7397 2021-03-09 04:53:44,707 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-02, eta: 1 day, 3:47:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7412, loss_cls: 2.1606, loss: 2.1606, grad_norm: 2.7427 2021-03-09 04:54:02,217 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-02, eta: 1 day, 3:47:36, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7432, loss_cls: 2.1289, loss: 2.1289, grad_norm: 2.7747 2021-03-09 04:54:19,717 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-02, eta: 1 day, 3:47:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7426, loss_cls: 2.1202, loss: 2.1202, grad_norm: 2.7322 2021-03-09 04:54:37,208 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-02, eta: 1 day, 3:46:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5100, top5_acc: 0.7461, loss_cls: 2.1169, loss: 2.1169, grad_norm: 2.7997 2021-03-09 04:54:54,692 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-02, eta: 1 day, 3:46:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7355, loss_cls: 2.1690, loss: 2.1690, grad_norm: 2.8069 2021-03-09 04:55:12,185 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-02, eta: 1 day, 3:46:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7461, loss_cls: 2.1314, loss: 2.1314, grad_norm: 2.7694 2021-03-09 04:55:29,677 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-02, eta: 1 day, 3:45:57, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4947, top5_acc: 0.7338, loss_cls: 2.1777, loss: 2.1777, grad_norm: 2.7771 2021-03-09 04:55:47,160 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-02, eta: 1 day, 3:45:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7395, loss_cls: 2.1653, loss: 2.1653, grad_norm: 2.8073 2021-03-09 04:56:04,645 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-02, eta: 1 day, 3:45:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4914, top5_acc: 0.7320, loss_cls: 2.2282, loss: 2.2282, grad_norm: 2.8658 2021-03-09 04:56:22,175 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-02, eta: 1 day, 3:44:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7338, loss_cls: 2.1687, loss: 2.1687, grad_norm: 2.7825 2021-03-09 04:56:39,674 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-02, eta: 1 day, 3:44:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5107, top5_acc: 0.7350, loss_cls: 2.1569, loss: 2.1569, grad_norm: 2.7700 2021-03-09 04:56:57,168 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-02, eta: 1 day, 3:44:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7396, loss_cls: 2.1594, loss: 2.1594, grad_norm: 2.8107 2021-03-09 04:57:14,665 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-02, eta: 1 day, 3:43:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7500, loss_cls: 2.1124, loss: 2.1124, grad_norm: 2.7884 2021-03-09 04:57:32,160 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-02, eta: 1 day, 3:43:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7475, loss_cls: 2.1270, loss: 2.1270, grad_norm: 2.8044 2021-03-09 04:57:49,661 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-02, eta: 1 day, 3:43:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5186, top5_acc: 0.7461, loss_cls: 2.1298, loss: 2.1298, grad_norm: 2.7771 2021-03-09 04:58:07,171 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-02, eta: 1 day, 3:42:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5115, top5_acc: 0.7449, loss_cls: 2.1516, loss: 2.1516, grad_norm: 2.7934 2021-03-09 04:58:24,664 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-02, eta: 1 day, 3:42:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5064, top5_acc: 0.7449, loss_cls: 2.1475, loss: 2.1475, grad_norm: 2.7814 2021-03-09 04:58:41,633 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-02, eta: 1 day, 3:42:17, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7500, loss_cls: 2.1207, loss: 2.1207, grad_norm: 2.8012 2021-03-09 04:58:42,244 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-09 04:59:21,605 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-02, eta: 1 day, 3:43:15, time: 1.930, data_time: 0.946, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7352, loss_cls: 2.1643, loss: 2.1643, grad_norm: 2.7748 2021-03-09 04:59:39,158 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-02, eta: 1 day, 3:42:55, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7568, loss_cls: 2.0821, loss: 2.0821, grad_norm: 2.7634 2021-03-09 04:59:56,657 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-02, eta: 1 day, 3:42:36, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7383, loss_cls: 2.1532, loss: 2.1532, grad_norm: 2.7743 2021-03-09 05:00:14,153 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-02, eta: 1 day, 3:42:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5152, top5_acc: 0.7498, loss_cls: 2.1091, loss: 2.1091, grad_norm: 2.7502 2021-03-09 05:00:31,644 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-02, eta: 1 day, 3:41:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7469, loss_cls: 2.0976, loss: 2.0976, grad_norm: 2.8139 2021-03-09 05:00:49,137 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-02, eta: 1 day, 3:41:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5025, top5_acc: 0.7396, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.7890 2021-03-09 05:01:06,644 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-02, eta: 1 day, 3:41:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7396, loss_cls: 2.1574, loss: 2.1574, grad_norm: 2.7737 2021-03-09 05:01:24,138 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-02, eta: 1 day, 3:40:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7385, loss_cls: 2.1389, loss: 2.1389, grad_norm: 2.8110 2021-03-09 05:01:41,649 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-02, eta: 1 day, 3:40:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5020, top5_acc: 0.7354, loss_cls: 2.1808, loss: 2.1808, grad_norm: 2.7895 2021-03-09 05:01:59,141 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-02, eta: 1 day, 3:40:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7416, loss_cls: 2.1429, loss: 2.1429, grad_norm: 2.7547 2021-03-09 05:02:16,645 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-02, eta: 1 day, 3:39:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7426, loss_cls: 2.1388, loss: 2.1388, grad_norm: 2.7983 2021-03-09 05:02:34,143 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-02, eta: 1 day, 3:39:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7441, loss_cls: 2.1281, loss: 2.1281, grad_norm: 2.8100 2021-03-09 05:02:51,639 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-02, eta: 1 day, 3:39:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7396, loss_cls: 2.1358, loss: 2.1358, grad_norm: 2.7564 2021-03-09 05:03:09,145 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-02, eta: 1 day, 3:38:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5090, top5_acc: 0.7482, loss_cls: 2.1067, loss: 2.1067, grad_norm: 2.8149 2021-03-09 05:03:26,636 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-02, eta: 1 day, 3:38:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5004, top5_acc: 0.7314, loss_cls: 2.1971, loss: 2.1971, grad_norm: 2.7693 2021-03-09 05:03:44,141 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-02, eta: 1 day, 3:38:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4945, top5_acc: 0.7369, loss_cls: 2.1558, loss: 2.1558, grad_norm: 2.7753 2021-03-09 05:04:01,647 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-02, eta: 1 day, 3:37:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7412, loss_cls: 2.1661, loss: 2.1661, grad_norm: 2.7364 2021-03-09 05:04:19,143 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-02, eta: 1 day, 3:37:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5113, top5_acc: 0.7449, loss_cls: 2.1300, loss: 2.1300, grad_norm: 2.7198 2021-03-09 05:04:36,649 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-02, eta: 1 day, 3:37:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7451, loss_cls: 2.0816, loss: 2.0816, grad_norm: 2.7883 2021-03-09 05:04:54,146 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-02, eta: 1 day, 3:36:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7393, loss_cls: 2.1535, loss: 2.1535, grad_norm: 2.8095 2021-03-09 05:05:11,640 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-02, eta: 1 day, 3:36:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5100, top5_acc: 0.7348, loss_cls: 2.1502, loss: 2.1502, grad_norm: 2.7543 2021-03-09 05:05:29,128 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-02, eta: 1 day, 3:36:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.4988, top5_acc: 0.7295, loss_cls: 2.1926, loss: 2.1926, grad_norm: 2.7616 2021-03-09 05:05:46,631 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-02, eta: 1 day, 3:36:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5105, top5_acc: 0.7455, loss_cls: 2.1199, loss: 2.1199, grad_norm: 2.8064 2021-03-09 05:06:04,131 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-02, eta: 1 day, 3:35:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7457, loss_cls: 2.1272, loss: 2.1272, grad_norm: 2.7748 2021-03-09 05:06:21,636 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-02, eta: 1 day, 3:35:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7428, loss_cls: 2.1328, loss: 2.1328, grad_norm: 2.8109 2021-03-09 05:06:39,118 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-02, eta: 1 day, 3:35:00, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7455, loss_cls: 2.0931, loss: 2.0931, grad_norm: 2.8048 2021-03-09 05:06:56,635 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-02, eta: 1 day, 3:34:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7449, loss_cls: 2.1242, loss: 2.1242, grad_norm: 2.7334 2021-03-09 05:07:14,129 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-02, eta: 1 day, 3:34:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5090, top5_acc: 0.7400, loss_cls: 2.1571, loss: 2.1571, grad_norm: 2.8007 2021-03-09 05:07:31,649 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-02, eta: 1 day, 3:34:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.4969, top5_acc: 0.7402, loss_cls: 2.1784, loss: 2.1784, grad_norm: 2.7963 2021-03-09 05:07:49,143 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-02, eta: 1 day, 3:33:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5066, top5_acc: 0.7371, loss_cls: 2.1531, loss: 2.1531, grad_norm: 2.7877 2021-03-09 05:08:06,674 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-02, eta: 1 day, 3:33:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5090, top5_acc: 0.7371, loss_cls: 2.1551, loss: 2.1551, grad_norm: 2.7237 2021-03-09 05:08:24,174 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-02, eta: 1 day, 3:33:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7383, loss_cls: 2.1685, loss: 2.1685, grad_norm: 2.7547 2021-03-09 05:08:41,690 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-02, eta: 1 day, 3:32:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7354, loss_cls: 2.1645, loss: 2.1645, grad_norm: 2.7921 2021-03-09 05:08:59,196 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-02, eta: 1 day, 3:32:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5051, top5_acc: 0.7383, loss_cls: 2.1497, loss: 2.1497, grad_norm: 2.8537 2021-03-09 05:09:16,703 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-02, eta: 1 day, 3:32:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7445, loss_cls: 2.1322, loss: 2.1322, grad_norm: 2.6862 2021-03-09 05:09:34,201 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-02, eta: 1 day, 3:31:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7461, loss_cls: 2.1097, loss: 2.1097, grad_norm: 2.6713 2021-03-09 05:09:51,700 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-02, eta: 1 day, 3:31:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7516, loss_cls: 2.0710, loss: 2.0710, grad_norm: 2.7281 2021-03-09 05:10:09,211 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-02, eta: 1 day, 3:31:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5057, top5_acc: 0.7428, loss_cls: 2.1578, loss: 2.1578, grad_norm: 2.8301 2021-03-09 05:10:26,732 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-02, eta: 1 day, 3:30:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7369, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.7465 2021-03-09 05:10:44,264 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-02, eta: 1 day, 3:30:25, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7275, loss_cls: 2.1750, loss: 2.1750, grad_norm: 2.7829 2021-03-09 05:11:01,773 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-02, eta: 1 day, 3:30:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5086, top5_acc: 0.7441, loss_cls: 2.1302, loss: 2.1302, grad_norm: 2.7836 2021-03-09 05:11:19,292 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-02, eta: 1 day, 3:29:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5014, top5_acc: 0.7389, loss_cls: 2.1690, loss: 2.1690, grad_norm: 2.7381 2021-03-09 05:11:36,802 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-02, eta: 1 day, 3:29:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5027, top5_acc: 0.7422, loss_cls: 2.1572, loss: 2.1572, grad_norm: 2.7255 2021-03-09 05:11:54,324 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-02, eta: 1 day, 3:29:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7400, loss_cls: 2.1376, loss: 2.1376, grad_norm: 2.8181 2021-03-09 05:12:11,838 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-02, eta: 1 day, 3:28:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5090, top5_acc: 0.7414, loss_cls: 2.1564, loss: 2.1564, grad_norm: 2.7735 2021-03-09 05:12:29,362 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-02, eta: 1 day, 3:28:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5045, top5_acc: 0.7389, loss_cls: 2.1697, loss: 2.1697, grad_norm: 2.7952 2021-03-09 05:12:46,334 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-02, eta: 1 day, 3:28:05, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5024, top5_acc: 0.7356, loss_cls: 2.1473, loss: 2.1473, grad_norm: 2.8226 2021-03-09 05:12:46,987 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-09 05:13:23,471 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-02, eta: 1 day, 3:28:50, time: 1.790, data_time: 0.863, memory: 8896, top1_acc: 0.5029, top5_acc: 0.7406, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.7780 2021-03-09 05:13:41,036 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-02, eta: 1 day, 3:28:31, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7629, loss_cls: 2.0426, loss: 2.0426, grad_norm: 2.7706 2021-03-09 05:13:58,555 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-02, eta: 1 day, 3:28:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7535, loss_cls: 2.0931, loss: 2.0931, grad_norm: 2.7643 2021-03-09 05:14:16,074 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-02, eta: 1 day, 3:27:51, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7459, loss_cls: 2.1044, loss: 2.1044, grad_norm: 2.7963 2021-03-09 05:14:33,605 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-02, eta: 1 day, 3:27:32, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7486, loss_cls: 2.0950, loss: 2.0950, grad_norm: 2.8002 2021-03-09 05:14:51,114 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-02, eta: 1 day, 3:27:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5074, top5_acc: 0.7432, loss_cls: 2.1259, loss: 2.1259, grad_norm: 2.7964 2021-03-09 05:15:08,616 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-02, eta: 1 day, 3:26:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7496, loss_cls: 2.0938, loss: 2.0938, grad_norm: 2.8302 2021-03-09 05:15:26,150 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-02, eta: 1 day, 3:26:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7504, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.7725 2021-03-09 05:15:43,673 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-02, eta: 1 day, 3:26:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7432, loss_cls: 2.1274, loss: 2.1274, grad_norm: 2.7491 2021-03-09 05:16:01,181 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-02, eta: 1 day, 3:25:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7449, loss_cls: 2.1183, loss: 2.1183, grad_norm: 2.7535 2021-03-09 05:16:18,689 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-02, eta: 1 day, 3:25:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5209, top5_acc: 0.7404, loss_cls: 2.1184, loss: 2.1184, grad_norm: 2.7552 2021-03-09 05:16:36,216 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-02, eta: 1 day, 3:25:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7541, loss_cls: 2.0838, loss: 2.0838, grad_norm: 2.7851 2021-03-09 05:16:53,729 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-02, eta: 1 day, 3:24:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7424, loss_cls: 2.1217, loss: 2.1217, grad_norm: 2.7915 2021-03-09 05:17:11,246 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-02, eta: 1 day, 3:24:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7561, loss_cls: 2.0688, loss: 2.0688, grad_norm: 2.7253 2021-03-09 05:17:28,765 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-02, eta: 1 day, 3:24:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7402, loss_cls: 2.1520, loss: 2.1520, grad_norm: 2.8396 2021-03-09 05:17:46,296 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-02, eta: 1 day, 3:23:55, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7430, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.8279 2021-03-09 05:18:03,798 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-02, eta: 1 day, 3:23:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7461, loss_cls: 2.0995, loss: 2.0995, grad_norm: 2.8153 2021-03-09 05:18:21,314 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-02, eta: 1 day, 3:23:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5006, top5_acc: 0.7354, loss_cls: 2.1664, loss: 2.1664, grad_norm: 2.8011 2021-03-09 05:18:38,824 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-02, eta: 1 day, 3:22:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7453, loss_cls: 2.1295, loss: 2.1295, grad_norm: 2.7869 2021-03-09 05:18:56,369 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-02, eta: 1 day, 3:22:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7574, loss_cls: 2.0936, loss: 2.0936, grad_norm: 2.7338 2021-03-09 05:19:13,886 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-02, eta: 1 day, 3:22:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7387, loss_cls: 2.1445, loss: 2.1445, grad_norm: 2.7842 2021-03-09 05:19:31,395 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-02, eta: 1 day, 3:21:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7416, loss_cls: 2.1692, loss: 2.1692, grad_norm: 2.8453 2021-03-09 05:19:48,900 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-02, eta: 1 day, 3:21:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7441, loss_cls: 2.1367, loss: 2.1367, grad_norm: 2.8005 2021-03-09 05:20:06,396 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-02, eta: 1 day, 3:21:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7436, loss_cls: 2.1450, loss: 2.1450, grad_norm: 2.7722 2021-03-09 05:20:23,896 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-02, eta: 1 day, 3:20:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7328, loss_cls: 2.1903, loss: 2.1903, grad_norm: 2.8046 2021-03-09 05:20:41,399 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-02, eta: 1 day, 3:20:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4955, top5_acc: 0.7408, loss_cls: 2.1429, loss: 2.1429, grad_norm: 2.7891 2021-03-09 05:20:58,898 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-02, eta: 1 day, 3:20:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4994, top5_acc: 0.7383, loss_cls: 2.1648, loss: 2.1648, grad_norm: 2.8189 2021-03-09 05:21:16,408 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-02, eta: 1 day, 3:20:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7389, loss_cls: 2.1772, loss: 2.1772, grad_norm: 2.7503 2021-03-09 05:21:33,924 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-02, eta: 1 day, 3:19:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7494, loss_cls: 2.1121, loss: 2.1121, grad_norm: 2.7052 2021-03-09 05:21:51,439 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-02, eta: 1 day, 3:19:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5049, top5_acc: 0.7438, loss_cls: 2.1377, loss: 2.1377, grad_norm: 2.7891 2021-03-09 05:22:08,955 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-02, eta: 1 day, 3:19:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7305, loss_cls: 2.1974, loss: 2.1974, grad_norm: 2.7466 2021-03-09 05:22:26,459 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-02, eta: 1 day, 3:18:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7471, loss_cls: 2.1118, loss: 2.1118, grad_norm: 2.7649 2021-03-09 05:22:43,970 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-02, eta: 1 day, 3:18:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7418, loss_cls: 2.1520, loss: 2.1520, grad_norm: 2.7588 2021-03-09 05:23:01,468 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-02, eta: 1 day, 3:18:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7371, loss_cls: 2.1695, loss: 2.1695, grad_norm: 2.7771 2021-03-09 05:23:18,968 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-02, eta: 1 day, 3:17:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5062, top5_acc: 0.7438, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.7672 2021-03-09 05:23:36,461 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-02, eta: 1 day, 3:17:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7418, loss_cls: 2.1155, loss: 2.1155, grad_norm: 2.7655 2021-03-09 05:23:53,981 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-02, eta: 1 day, 3:17:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5021, top5_acc: 0.7377, loss_cls: 2.1696, loss: 2.1696, grad_norm: 2.7908 2021-03-09 05:24:11,483 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-02, eta: 1 day, 3:16:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7463, loss_cls: 2.1126, loss: 2.1126, grad_norm: 2.7172 2021-03-09 05:24:28,994 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-02, eta: 1 day, 3:16:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5113, top5_acc: 0.7395, loss_cls: 2.1716, loss: 2.1716, grad_norm: 2.7933 2021-03-09 05:24:46,496 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-02, eta: 1 day, 3:16:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7354, loss_cls: 2.1449, loss: 2.1449, grad_norm: 2.7346 2021-03-09 05:25:03,995 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-02, eta: 1 day, 3:15:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4980, top5_acc: 0.7320, loss_cls: 2.1789, loss: 2.1789, grad_norm: 2.7749 2021-03-09 05:25:21,516 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-02, eta: 1 day, 3:15:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5107, top5_acc: 0.7461, loss_cls: 2.1130, loss: 2.1130, grad_norm: 2.7647 2021-03-09 05:25:39,028 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-02, eta: 1 day, 3:15:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7406, loss_cls: 2.1466, loss: 2.1466, grad_norm: 2.7347 2021-03-09 05:25:56,529 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-02, eta: 1 day, 3:14:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5041, top5_acc: 0.7412, loss_cls: 2.1447, loss: 2.1447, grad_norm: 2.7383 2021-03-09 05:26:14,034 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-02, eta: 1 day, 3:14:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7359, loss_cls: 2.1505, loss: 2.1505, grad_norm: 2.7396 2021-03-09 05:26:31,533 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-02, eta: 1 day, 3:14:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7426, loss_cls: 2.1213, loss: 2.1213, grad_norm: 2.7235 2021-03-09 05:26:48,499 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-02, eta: 1 day, 3:13:45, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.4992, top5_acc: 0.7340, loss_cls: 2.1950, loss: 2.1950, grad_norm: 2.8265 2021-03-09 05:26:49,214 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-09 05:27:26,429 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-02, eta: 1 day, 3:14:29, time: 1.814, data_time: 0.911, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7455, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.7472 2021-03-09 05:27:43,984 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-02, eta: 1 day, 3:14:10, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.4969, top5_acc: 0.7287, loss_cls: 2.1995, loss: 2.1995, grad_norm: 2.8137 2021-03-09 05:28:01,495 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-02, eta: 1 day, 3:13:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7512, loss_cls: 2.0797, loss: 2.0797, grad_norm: 2.7549 2021-03-09 05:28:18,991 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-02, eta: 1 day, 3:13:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5039, top5_acc: 0.7469, loss_cls: 2.1502, loss: 2.1502, grad_norm: 2.8044 2021-03-09 05:28:36,487 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-02, eta: 1 day, 3:13:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7406, loss_cls: 2.1344, loss: 2.1344, grad_norm: 2.8413 2021-03-09 05:28:53,992 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-02, eta: 1 day, 3:12:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7457, loss_cls: 2.1329, loss: 2.1329, grad_norm: 2.7274 2021-03-09 05:29:11,497 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-02, eta: 1 day, 3:12:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5209, top5_acc: 0.7430, loss_cls: 2.1076, loss: 2.1076, grad_norm: 2.8109 2021-03-09 05:29:29,008 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-02, eta: 1 day, 3:12:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7410, loss_cls: 2.1114, loss: 2.1114, grad_norm: 2.6903 2021-03-09 05:29:46,501 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-02, eta: 1 day, 3:11:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7586, loss_cls: 2.0908, loss: 2.0908, grad_norm: 2.7960 2021-03-09 05:30:04,017 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-02, eta: 1 day, 3:11:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5041, top5_acc: 0.7396, loss_cls: 2.1459, loss: 2.1459, grad_norm: 2.8056 2021-03-09 05:30:21,523 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-02, eta: 1 day, 3:11:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5180, top5_acc: 0.7490, loss_cls: 2.1157, loss: 2.1157, grad_norm: 2.7416 2021-03-09 05:30:39,022 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-02, eta: 1 day, 3:10:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7561, loss_cls: 2.0559, loss: 2.0559, grad_norm: 2.7661 2021-03-09 05:30:56,519 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-02, eta: 1 day, 3:10:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7420, loss_cls: 2.1250, loss: 2.1250, grad_norm: 2.7765 2021-03-09 05:31:14,028 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-02, eta: 1 day, 3:10:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7428, loss_cls: 2.1171, loss: 2.1171, grad_norm: 2.7830 2021-03-09 05:31:31,542 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-02, eta: 1 day, 3:09:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7469, loss_cls: 2.1100, loss: 2.1100, grad_norm: 2.7927 2021-03-09 05:31:49,052 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-02, eta: 1 day, 3:09:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7504, loss_cls: 2.0987, loss: 2.0987, grad_norm: 2.7241 2021-03-09 05:32:06,548 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-02, eta: 1 day, 3:09:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7477, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.7506 2021-03-09 05:32:24,046 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-02, eta: 1 day, 3:08:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7529, loss_cls: 2.1175, loss: 2.1175, grad_norm: 2.7555 2021-03-09 05:32:41,545 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-02, eta: 1 day, 3:08:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7445, loss_cls: 2.1347, loss: 2.1347, grad_norm: 2.8398 2021-03-09 05:32:59,051 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-02, eta: 1 day, 3:08:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7457, loss_cls: 2.1041, loss: 2.1041, grad_norm: 2.7640 2021-03-09 05:33:16,547 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-02, eta: 1 day, 3:07:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7434, loss_cls: 2.1226, loss: 2.1226, grad_norm: 2.8282 2021-03-09 05:33:34,039 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-02, eta: 1 day, 3:07:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7414, loss_cls: 2.1394, loss: 2.1394, grad_norm: 2.7886 2021-03-09 05:33:51,541 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-02, eta: 1 day, 3:07:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7584, loss_cls: 2.0549, loss: 2.0549, grad_norm: 2.7695 2021-03-09 05:34:09,041 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-02, eta: 1 day, 3:06:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7453, loss_cls: 2.1323, loss: 2.1323, grad_norm: 2.8008 2021-03-09 05:34:26,521 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-02, eta: 1 day, 3:06:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7393, loss_cls: 2.1530, loss: 2.1530, grad_norm: 2.7945 2021-03-09 05:34:44,015 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-02, eta: 1 day, 3:06:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7393, loss_cls: 2.1404, loss: 2.1404, grad_norm: 2.7868 2021-03-09 05:35:01,503 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-02, eta: 1 day, 3:05:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7395, loss_cls: 2.1017, loss: 2.1017, grad_norm: 2.7086 2021-03-09 05:35:19,001 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-02, eta: 1 day, 3:05:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7348, loss_cls: 2.1682, loss: 2.1682, grad_norm: 2.8011 2021-03-09 05:35:36,497 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-02, eta: 1 day, 3:05:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7465, loss_cls: 2.0990, loss: 2.0990, grad_norm: 2.7052 2021-03-09 05:35:53,989 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-02, eta: 1 day, 3:05:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5002, top5_acc: 0.7369, loss_cls: 2.1574, loss: 2.1574, grad_norm: 2.7854 2021-03-09 05:36:11,485 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-02, eta: 1 day, 3:04:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7436, loss_cls: 2.1068, loss: 2.1068, grad_norm: 2.7604 2021-03-09 05:36:28,987 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-02, eta: 1 day, 3:04:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7559, loss_cls: 2.0951, loss: 2.0951, grad_norm: 2.7513 2021-03-09 05:36:46,502 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-02, eta: 1 day, 3:04:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7471, loss_cls: 2.1072, loss: 2.1072, grad_norm: 2.8196 2021-03-09 05:37:04,007 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-02, eta: 1 day, 3:03:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7436, loss_cls: 2.1311, loss: 2.1311, grad_norm: 2.7695 2021-03-09 05:37:21,512 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-02, eta: 1 day, 3:03:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7387, loss_cls: 2.1451, loss: 2.1451, grad_norm: 2.7462 2021-03-09 05:37:39,001 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-02, eta: 1 day, 3:03:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5098, top5_acc: 0.7492, loss_cls: 2.1093, loss: 2.1093, grad_norm: 2.7806 2021-03-09 05:37:56,495 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-02, eta: 1 day, 3:02:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4998, top5_acc: 0.7307, loss_cls: 2.1850, loss: 2.1850, grad_norm: 2.8175 2021-03-09 05:38:13,972 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-02, eta: 1 day, 3:02:24, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5053, top5_acc: 0.7523, loss_cls: 2.1282, loss: 2.1282, grad_norm: 2.7902 2021-03-09 05:38:31,464 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-02, eta: 1 day, 3:02:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7346, loss_cls: 2.1511, loss: 2.1511, grad_norm: 2.8397 2021-03-09 05:38:48,955 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-02, eta: 1 day, 3:01:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7520, loss_cls: 2.1100, loss: 2.1100, grad_norm: 2.8063 2021-03-09 05:39:06,435 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-02, eta: 1 day, 3:01:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7416, loss_cls: 2.1327, loss: 2.1327, grad_norm: 2.8314 2021-03-09 05:39:23,943 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-02, eta: 1 day, 3:01:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7377, loss_cls: 2.1383, loss: 2.1383, grad_norm: 2.7628 2021-03-09 05:39:41,440 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-02, eta: 1 day, 3:00:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5078, top5_acc: 0.7383, loss_cls: 2.1239, loss: 2.1239, grad_norm: 2.8558 2021-03-09 05:39:58,954 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-02, eta: 1 day, 3:00:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7373, loss_cls: 2.1616, loss: 2.1616, grad_norm: 2.8156 2021-03-09 05:40:16,462 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-02, eta: 1 day, 3:00:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7473, loss_cls: 2.1150, loss: 2.1150, grad_norm: 2.7577 2021-03-09 05:40:33,971 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-02, eta: 1 day, 2:59:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7480, loss_cls: 2.0999, loss: 2.0999, grad_norm: 2.7989 2021-03-09 05:40:50,937 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-02, eta: 1 day, 2:59:26, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.4996, top5_acc: 0.7332, loss_cls: 2.1712, loss: 2.1712, grad_norm: 2.8281 2021-03-09 05:40:51,639 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-09 05:41:24,908 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 05:41:25,586 - mmaction - INFO - top1_acc 0.5657 top5_acc 0.8054 2021-03-09 05:41:25,586 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 05:41:25,613 - mmaction - INFO - mean_acc 0.5656 2021-03-09 05:41:26,338 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2021-03-09 05:41:26,338 - mmaction - INFO - Best top1_acc is 0.5657 at 35 epoch. 2021-03-09 05:41:26,347 - mmaction - INFO - Epoch(val) [35][940] top1_acc: 0.5657, top5_acc: 0.8054, mean_class_accuracy: 0.5656 2021-03-09 05:42:09,183 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-02, eta: 1 day, 3:00:30, time: 2.142, data_time: 1.263, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7408, loss_cls: 2.1634, loss: 2.1634, grad_norm: 2.7995 2021-03-09 05:42:26,784 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-02, eta: 1 day, 3:00:10, time: 0.880, data_time: 0.006, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7582, loss_cls: 2.0441, loss: 2.0441, grad_norm: 2.7749 2021-03-09 05:42:44,276 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-02, eta: 1 day, 2:59:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7467, loss_cls: 2.0915, loss: 2.0915, grad_norm: 2.8233 2021-03-09 05:43:01,769 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-02, eta: 1 day, 2:59:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7441, loss_cls: 2.1297, loss: 2.1297, grad_norm: 2.8134 2021-03-09 05:43:19,262 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-02, eta: 1 day, 2:59:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7484, loss_cls: 2.0770, loss: 2.0770, grad_norm: 2.7692 2021-03-09 05:43:36,767 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-02, eta: 1 day, 2:58:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7463, loss_cls: 2.1092, loss: 2.1092, grad_norm: 2.7708 2021-03-09 05:43:54,261 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-02, eta: 1 day, 2:58:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7488, loss_cls: 2.1031, loss: 2.1031, grad_norm: 2.7630 2021-03-09 05:44:11,761 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-02, eta: 1 day, 2:58:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7422, loss_cls: 2.1218, loss: 2.1218, grad_norm: 2.7949 2021-03-09 05:44:29,256 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-02, eta: 1 day, 2:57:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7463, loss_cls: 2.0990, loss: 2.0990, grad_norm: 2.7695 2021-03-09 05:44:46,734 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-02, eta: 1 day, 2:57:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7473, loss_cls: 2.0631, loss: 2.0631, grad_norm: 2.7609 2021-03-09 05:45:04,228 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-02, eta: 1 day, 2:57:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7455, loss_cls: 2.1036, loss: 2.1036, grad_norm: 2.7985 2021-03-09 05:45:21,726 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-02, eta: 1 day, 2:56:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7500, loss_cls: 2.1097, loss: 2.1097, grad_norm: 2.7987 2021-03-09 05:45:39,219 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-02, eta: 1 day, 2:56:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7422, loss_cls: 2.1237, loss: 2.1237, grad_norm: 2.7568 2021-03-09 05:45:56,698 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-02, eta: 1 day, 2:56:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7545, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.7882 2021-03-09 05:46:14,198 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-02, eta: 1 day, 2:55:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5031, top5_acc: 0.7344, loss_cls: 2.1576, loss: 2.1576, grad_norm: 2.8148 2021-03-09 05:46:31,695 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-02, eta: 1 day, 2:55:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7352, loss_cls: 2.1505, loss: 2.1505, grad_norm: 2.7644 2021-03-09 05:46:49,177 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-02, eta: 1 day, 2:55:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5078, top5_acc: 0.7453, loss_cls: 2.1111, loss: 2.1111, grad_norm: 2.7856 2021-03-09 05:47:06,673 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-02, eta: 1 day, 2:54:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7434, loss_cls: 2.1450, loss: 2.1450, grad_norm: 2.8339 2021-03-09 05:47:24,157 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-02, eta: 1 day, 2:54:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5045, top5_acc: 0.7432, loss_cls: 2.1611, loss: 2.1611, grad_norm: 2.7918 2021-03-09 05:47:41,658 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-02, eta: 1 day, 2:54:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5018, top5_acc: 0.7436, loss_cls: 2.1554, loss: 2.1554, grad_norm: 2.7861 2021-03-09 05:47:59,138 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-02, eta: 1 day, 2:53:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7506, loss_cls: 2.1153, loss: 2.1153, grad_norm: 2.8023 2021-03-09 05:48:16,628 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-02, eta: 1 day, 2:53:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7430, loss_cls: 2.0877, loss: 2.0877, grad_norm: 2.7860 2021-03-09 05:48:34,119 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-02, eta: 1 day, 2:53:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7428, loss_cls: 2.0951, loss: 2.0951, grad_norm: 2.7523 2021-03-09 05:48:51,636 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-02, eta: 1 day, 2:52:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7504, loss_cls: 2.1139, loss: 2.1139, grad_norm: 2.7736 2021-03-09 05:49:09,122 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-02, eta: 1 day, 2:52:39, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7506, loss_cls: 2.0650, loss: 2.0650, grad_norm: 2.7597 2021-03-09 05:49:26,620 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-02, eta: 1 day, 2:52:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5025, top5_acc: 0.7322, loss_cls: 2.1690, loss: 2.1690, grad_norm: 2.7530 2021-03-09 05:49:44,130 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-02, eta: 1 day, 2:52:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5059, top5_acc: 0.7379, loss_cls: 2.1491, loss: 2.1491, grad_norm: 2.7945 2021-03-09 05:50:01,605 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-02, eta: 1 day, 2:51:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7361, loss_cls: 2.1581, loss: 2.1581, grad_norm: 2.7558 2021-03-09 05:50:19,112 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-02, eta: 1 day, 2:51:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7498, loss_cls: 2.0881, loss: 2.0881, grad_norm: 2.7577 2021-03-09 05:50:36,606 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-02, eta: 1 day, 2:51:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5020, top5_acc: 0.7375, loss_cls: 2.1602, loss: 2.1602, grad_norm: 2.7904 2021-03-09 05:50:54,097 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-02, eta: 1 day, 2:50:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5070, top5_acc: 0.7346, loss_cls: 2.1512, loss: 2.1512, grad_norm: 2.8096 2021-03-09 05:51:11,605 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-02, eta: 1 day, 2:50:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7414, loss_cls: 2.1555, loss: 2.1555, grad_norm: 2.8172 2021-03-09 05:51:29,095 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-02, eta: 1 day, 2:50:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7383, loss_cls: 2.1691, loss: 2.1691, grad_norm: 2.7770 2021-03-09 05:51:46,581 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-02, eta: 1 day, 2:49:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7422, loss_cls: 2.1322, loss: 2.1322, grad_norm: 2.7450 2021-03-09 05:52:04,089 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-02, eta: 1 day, 2:49:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7449, loss_cls: 2.1200, loss: 2.1200, grad_norm: 2.7465 2021-03-09 05:52:21,582 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-02, eta: 1 day, 2:49:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7463, loss_cls: 2.0879, loss: 2.0879, grad_norm: 2.7525 2021-03-09 05:52:39,083 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-02, eta: 1 day, 2:48:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7453, loss_cls: 2.1192, loss: 2.1192, grad_norm: 2.7641 2021-03-09 05:52:56,577 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-02, eta: 1 day, 2:48:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7408, loss_cls: 2.1573, loss: 2.1573, grad_norm: 2.8485 2021-03-09 05:53:14,060 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-02, eta: 1 day, 2:48:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5010, top5_acc: 0.7361, loss_cls: 2.1809, loss: 2.1809, grad_norm: 2.7897 2021-03-09 05:53:31,548 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-02, eta: 1 day, 2:47:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4998, top5_acc: 0.7391, loss_cls: 2.1853, loss: 2.1853, grad_norm: 2.7494 2021-03-09 05:53:49,029 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-02, eta: 1 day, 2:47:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4957, top5_acc: 0.7385, loss_cls: 2.1840, loss: 2.1840, grad_norm: 2.7584 2021-03-09 05:54:06,530 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-02, eta: 1 day, 2:47:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7498, loss_cls: 2.1023, loss: 2.1023, grad_norm: 2.7461 2021-03-09 05:54:24,003 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-02, eta: 1 day, 2:46:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7414, loss_cls: 2.1325, loss: 2.1325, grad_norm: 2.7415 2021-03-09 05:54:41,490 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-02, eta: 1 day, 2:46:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5023, top5_acc: 0.7420, loss_cls: 2.1035, loss: 2.1035, grad_norm: 2.7779 2021-03-09 05:54:58,980 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-02, eta: 1 day, 2:46:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5008, top5_acc: 0.7439, loss_cls: 2.1488, loss: 2.1488, grad_norm: 2.8537 2021-03-09 05:55:16,477 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-02, eta: 1 day, 2:45:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7498, loss_cls: 2.1135, loss: 2.1135, grad_norm: 2.7753 2021-03-09 05:55:33,424 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-02, eta: 1 day, 2:45:28, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.5106, top5_acc: 0.7463, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.8443 2021-03-09 05:55:34,464 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-09 05:56:12,663 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-02, eta: 1 day, 2:46:12, time: 1.882, data_time: 0.976, memory: 8896, top1_acc: 0.5033, top5_acc: 0.7373, loss_cls: 2.1476, loss: 2.1476, grad_norm: 2.8033 2021-03-09 05:56:30,175 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-02, eta: 1 day, 2:45:53, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7467, loss_cls: 2.0912, loss: 2.0912, grad_norm: 2.8334 2021-03-09 05:56:47,657 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-02, eta: 1 day, 2:45:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7480, loss_cls: 2.0981, loss: 2.0981, grad_norm: 2.7598 2021-03-09 05:57:05,182 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-02, eta: 1 day, 2:45:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7506, loss_cls: 2.0664, loss: 2.0664, grad_norm: 2.8161 2021-03-09 05:57:22,698 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-02, eta: 1 day, 2:44:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7477, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.7761 2021-03-09 05:57:40,193 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-02, eta: 1 day, 2:44:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7529, loss_cls: 2.0793, loss: 2.0793, grad_norm: 2.7989 2021-03-09 05:57:57,699 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-02, eta: 1 day, 2:44:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7465, loss_cls: 2.1142, loss: 2.1142, grad_norm: 2.7660 2021-03-09 05:58:15,207 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-02, eta: 1 day, 2:43:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7535, loss_cls: 2.0798, loss: 2.0798, grad_norm: 2.7629 2021-03-09 05:58:32,699 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-02, eta: 1 day, 2:43:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5035, top5_acc: 0.7484, loss_cls: 2.1228, loss: 2.1228, grad_norm: 2.8332 2021-03-09 05:58:50,177 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-02, eta: 1 day, 2:43:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7441, loss_cls: 2.1090, loss: 2.1090, grad_norm: 2.8340 2021-03-09 05:59:07,663 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-02, eta: 1 day, 2:42:57, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7539, loss_cls: 2.0889, loss: 2.0889, grad_norm: 2.7894 2021-03-09 05:59:25,155 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-02, eta: 1 day, 2:42:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7502, loss_cls: 2.0843, loss: 2.0843, grad_norm: 2.7447 2021-03-09 05:59:42,657 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-02, eta: 1 day, 2:42:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7514, loss_cls: 2.1069, loss: 2.1069, grad_norm: 2.8314 2021-03-09 06:00:00,164 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-02, eta: 1 day, 2:41:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7438, loss_cls: 2.1026, loss: 2.1026, grad_norm: 2.7430 2021-03-09 06:00:20,522 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-02, eta: 1 day, 2:41:47, time: 1.014, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7465, loss_cls: 2.0872, loss: 2.0872, grad_norm: 2.7436 2021-03-09 06:00:38,044 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-02, eta: 1 day, 2:41:28, time: 0.880, data_time: 0.005, memory: 8896, top1_acc: 0.5111, top5_acc: 0.7447, loss_cls: 2.1108, loss: 2.1108, grad_norm: 2.8066 2021-03-09 06:00:55,520 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-02, eta: 1 day, 2:41:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7402, loss_cls: 2.1473, loss: 2.1473, grad_norm: 2.7726 2021-03-09 06:01:13,014 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-02, eta: 1 day, 2:40:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5039, top5_acc: 0.7420, loss_cls: 2.1477, loss: 2.1477, grad_norm: 2.7958 2021-03-09 06:01:30,525 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-02, eta: 1 day, 2:40:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7395, loss_cls: 2.1337, loss: 2.1337, grad_norm: 2.7775 2021-03-09 06:01:48,026 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-02, eta: 1 day, 2:40:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7488, loss_cls: 2.1245, loss: 2.1245, grad_norm: 2.7984 2021-03-09 06:02:05,514 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-02, eta: 1 day, 2:39:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7389, loss_cls: 2.1099, loss: 2.1099, grad_norm: 2.7927 2021-03-09 06:02:23,000 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-02, eta: 1 day, 2:39:31, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7547, loss_cls: 2.0739, loss: 2.0739, grad_norm: 2.7619 2021-03-09 06:02:40,492 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-02, eta: 1 day, 2:39:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7438, loss_cls: 2.0971, loss: 2.0971, grad_norm: 2.7318 2021-03-09 06:02:57,982 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-02, eta: 1 day, 2:38:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7551, loss_cls: 2.0689, loss: 2.0689, grad_norm: 2.7797 2021-03-09 06:03:15,472 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-02, eta: 1 day, 2:38:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7439, loss_cls: 2.1063, loss: 2.1063, grad_norm: 2.8105 2021-03-09 06:03:32,952 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-02, eta: 1 day, 2:38:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.4992, top5_acc: 0.7420, loss_cls: 2.1647, loss: 2.1647, grad_norm: 2.8405 2021-03-09 06:03:50,459 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-02, eta: 1 day, 2:37:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5020, top5_acc: 0.7414, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.8052 2021-03-09 06:04:07,959 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-02, eta: 1 day, 2:37:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7453, loss_cls: 2.1364, loss: 2.1364, grad_norm: 2.7523 2021-03-09 06:04:25,459 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-02, eta: 1 day, 2:37:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7422, loss_cls: 2.1119, loss: 2.1119, grad_norm: 2.7428 2021-03-09 06:04:42,946 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-02, eta: 1 day, 2:36:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7490, loss_cls: 2.1001, loss: 2.1001, grad_norm: 2.7872 2021-03-09 06:05:00,440 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-02, eta: 1 day, 2:36:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7451, loss_cls: 2.1030, loss: 2.1030, grad_norm: 2.6978 2021-03-09 06:05:17,908 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-02, eta: 1 day, 2:36:16, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7445, loss_cls: 2.1290, loss: 2.1290, grad_norm: 2.7777 2021-03-09 06:05:35,402 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-02, eta: 1 day, 2:35:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7422, loss_cls: 2.1070, loss: 2.1070, grad_norm: 2.8210 2021-03-09 06:05:52,912 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-02, eta: 1 day, 2:35:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7393, loss_cls: 2.1432, loss: 2.1432, grad_norm: 2.7814 2021-03-09 06:06:10,407 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-02, eta: 1 day, 2:35:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7473, loss_cls: 2.1238, loss: 2.1238, grad_norm: 2.7852 2021-03-09 06:06:27,919 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-02, eta: 1 day, 2:34:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7498, loss_cls: 2.0861, loss: 2.0861, grad_norm: 2.7694 2021-03-09 06:06:45,423 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-02, eta: 1 day, 2:34:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7334, loss_cls: 2.1539, loss: 2.1539, grad_norm: 2.7942 2021-03-09 06:07:02,922 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-02, eta: 1 day, 2:34:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5084, top5_acc: 0.7410, loss_cls: 2.1390, loss: 2.1390, grad_norm: 2.8335 2021-03-09 06:07:20,405 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-02, eta: 1 day, 2:34:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7520, loss_cls: 2.0938, loss: 2.0938, grad_norm: 2.7613 2021-03-09 06:07:37,904 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-02, eta: 1 day, 2:33:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4961, top5_acc: 0.7387, loss_cls: 2.1773, loss: 2.1773, grad_norm: 2.8655 2021-03-09 06:07:55,406 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-02, eta: 1 day, 2:33:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.4994, top5_acc: 0.7385, loss_cls: 2.1766, loss: 2.1766, grad_norm: 2.8479 2021-03-09 06:08:12,886 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-02, eta: 1 day, 2:33:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7500, loss_cls: 2.1284, loss: 2.1284, grad_norm: 2.7457 2021-03-09 06:08:30,364 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-02, eta: 1 day, 2:32:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7477, loss_cls: 2.1158, loss: 2.1158, grad_norm: 2.7785 2021-03-09 06:08:47,843 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-02, eta: 1 day, 2:32:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7457, loss_cls: 2.1126, loss: 2.1126, grad_norm: 2.8102 2021-03-09 06:09:05,330 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-02, eta: 1 day, 2:32:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5057, top5_acc: 0.7494, loss_cls: 2.1309, loss: 2.1309, grad_norm: 2.7800 2021-03-09 06:09:22,836 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-02, eta: 1 day, 2:31:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5002, top5_acc: 0.7352, loss_cls: 2.1770, loss: 2.1770, grad_norm: 2.8015 2021-03-09 06:09:39,803 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-02, eta: 1 day, 2:31:22, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5124, top5_acc: 0.7392, loss_cls: 2.1384, loss: 2.1384, grad_norm: 2.8345 2021-03-09 06:09:55,212 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-09 06:11:25,168 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-02, eta: 1 day, 2:34:37, time: 4.392, data_time: 3.354, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7465, loss_cls: 2.1081, loss: 2.1081, grad_norm: 2.7771 2021-03-09 06:11:42,695 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-02, eta: 1 day, 2:34:18, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7537, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.7304 2021-03-09 06:12:00,176 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-02, eta: 1 day, 2:33:58, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7520, loss_cls: 2.0807, loss: 2.0807, grad_norm: 2.7707 2021-03-09 06:12:17,673 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-02, eta: 1 day, 2:33:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7555, loss_cls: 2.1083, loss: 2.1083, grad_norm: 2.7809 2021-03-09 06:12:35,148 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-02, eta: 1 day, 2:33:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5043, top5_acc: 0.7381, loss_cls: 2.1692, loss: 2.1692, grad_norm: 2.7914 2021-03-09 06:12:52,647 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-02, eta: 1 day, 2:32:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7508, loss_cls: 2.0983, loss: 2.0983, grad_norm: 2.7903 2021-03-09 06:13:10,161 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-02, eta: 1 day, 2:32:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7584, loss_cls: 2.0441, loss: 2.0441, grad_norm: 2.7559 2021-03-09 06:13:27,660 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-02, eta: 1 day, 2:32:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7584, loss_cls: 2.0427, loss: 2.0427, grad_norm: 2.7818 2021-03-09 06:13:45,154 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-02, eta: 1 day, 2:32:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7434, loss_cls: 2.1233, loss: 2.1233, grad_norm: 2.8163 2021-03-09 06:14:02,642 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-02, eta: 1 day, 2:31:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7502, loss_cls: 2.0711, loss: 2.0711, grad_norm: 2.8054 2021-03-09 06:14:20,161 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-02, eta: 1 day, 2:31:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5205, top5_acc: 0.7523, loss_cls: 2.0757, loss: 2.0757, grad_norm: 2.7974 2021-03-09 06:14:37,660 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-02, eta: 1 day, 2:31:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7572, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.8069 2021-03-09 06:14:55,151 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-02, eta: 1 day, 2:30:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7494, loss_cls: 2.0946, loss: 2.0946, grad_norm: 2.8182 2021-03-09 06:15:12,640 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-02, eta: 1 day, 2:30:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7402, loss_cls: 2.1071, loss: 2.1071, grad_norm: 2.8178 2021-03-09 06:15:30,128 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-02, eta: 1 day, 2:30:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7465, loss_cls: 2.1130, loss: 2.1130, grad_norm: 2.7808 2021-03-09 06:15:47,621 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-02, eta: 1 day, 2:29:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7510, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.7692 2021-03-09 06:16:05,115 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-02, eta: 1 day, 2:29:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7523, loss_cls: 2.0791, loss: 2.0791, grad_norm: 2.7964 2021-03-09 06:16:22,620 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-02, eta: 1 day, 2:29:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7453, loss_cls: 2.0988, loss: 2.0988, grad_norm: 2.7710 2021-03-09 06:16:40,100 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-02, eta: 1 day, 2:28:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7436, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.7572 2021-03-09 06:16:57,616 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-02, eta: 1 day, 2:28:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7463, loss_cls: 2.0950, loss: 2.0950, grad_norm: 2.8338 2021-03-09 06:17:15,129 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-02, eta: 1 day, 2:28:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7400, loss_cls: 2.1144, loss: 2.1144, grad_norm: 2.8039 2021-03-09 06:17:32,621 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-02, eta: 1 day, 2:27:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7461, loss_cls: 2.0791, loss: 2.0791, grad_norm: 2.7167 2021-03-09 06:17:50,113 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-02, eta: 1 day, 2:27:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5047, top5_acc: 0.7389, loss_cls: 2.1465, loss: 2.1465, grad_norm: 2.8060 2021-03-09 06:18:07,612 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-02, eta: 1 day, 2:27:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5094, top5_acc: 0.7418, loss_cls: 2.1625, loss: 2.1625, grad_norm: 2.8150 2021-03-09 06:18:25,106 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-02, eta: 1 day, 2:26:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7441, loss_cls: 2.1033, loss: 2.1033, grad_norm: 2.7698 2021-03-09 06:18:42,596 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-02, eta: 1 day, 2:26:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7457, loss_cls: 2.1074, loss: 2.1074, grad_norm: 2.8005 2021-03-09 06:19:00,085 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-02, eta: 1 day, 2:26:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7406, loss_cls: 2.1321, loss: 2.1321, grad_norm: 2.8241 2021-03-09 06:19:17,599 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-02, eta: 1 day, 2:25:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7424, loss_cls: 2.1327, loss: 2.1327, grad_norm: 2.8303 2021-03-09 06:19:35,095 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-02, eta: 1 day, 2:25:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7412, loss_cls: 2.1422, loss: 2.1422, grad_norm: 2.8033 2021-03-09 06:19:52,588 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-02, eta: 1 day, 2:25:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7520, loss_cls: 2.0650, loss: 2.0650, grad_norm: 2.8011 2021-03-09 06:20:10,099 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-02, eta: 1 day, 2:24:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7520, loss_cls: 2.1135, loss: 2.1135, grad_norm: 2.8053 2021-03-09 06:20:27,581 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-02, eta: 1 day, 2:24:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7480, loss_cls: 2.1235, loss: 2.1235, grad_norm: 2.7449 2021-03-09 06:20:45,071 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-02, eta: 1 day, 2:24:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7574, loss_cls: 2.0746, loss: 2.0746, grad_norm: 2.6869 2021-03-09 06:21:02,558 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-02, eta: 1 day, 2:23:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7477, loss_cls: 2.1181, loss: 2.1181, grad_norm: 2.8347 2021-03-09 06:21:20,043 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-02, eta: 1 day, 2:23:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7381, loss_cls: 2.1481, loss: 2.1481, grad_norm: 2.7450 2021-03-09 06:21:37,531 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-02, eta: 1 day, 2:23:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7506, loss_cls: 2.0974, loss: 2.0974, grad_norm: 2.7412 2021-03-09 06:21:55,020 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-02, eta: 1 day, 2:22:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7523, loss_cls: 2.1011, loss: 2.1011, grad_norm: 2.7891 2021-03-09 06:22:12,507 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-02, eta: 1 day, 2:22:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7549, loss_cls: 2.0717, loss: 2.0717, grad_norm: 2.7841 2021-03-09 06:22:29,986 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-02, eta: 1 day, 2:22:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5029, top5_acc: 0.7408, loss_cls: 2.1530, loss: 2.1530, grad_norm: 2.8036 2021-03-09 06:22:47,480 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-02, eta: 1 day, 2:21:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7418, loss_cls: 2.1448, loss: 2.1448, grad_norm: 2.7590 2021-03-09 06:23:04,975 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-02, eta: 1 day, 2:21:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7494, loss_cls: 2.1073, loss: 2.1073, grad_norm: 2.7487 2021-03-09 06:23:22,472 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-02, eta: 1 day, 2:21:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7475, loss_cls: 2.1148, loss: 2.1148, grad_norm: 2.7254 2021-03-09 06:23:40,160 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-02, eta: 1 day, 2:20:56, time: 0.884, data_time: 0.012, memory: 8896, top1_acc: 0.5049, top5_acc: 0.7480, loss_cls: 2.1220, loss: 2.1220, grad_norm: 2.8314 2021-03-09 06:23:57,647 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-02, eta: 1 day, 2:20:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5074, top5_acc: 0.7361, loss_cls: 2.1722, loss: 2.1722, grad_norm: 2.8529 2021-03-09 06:24:15,134 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-02, eta: 1 day, 2:20:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7420, loss_cls: 2.1191, loss: 2.1191, grad_norm: 2.7061 2021-03-09 06:24:32,633 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-02, eta: 1 day, 2:19:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7389, loss_cls: 2.1414, loss: 2.1414, grad_norm: 2.8142 2021-03-09 06:24:49,585 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-02, eta: 1 day, 2:19:37, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7506, loss_cls: 2.1088, loss: 2.1088, grad_norm: 2.7724 2021-03-09 06:24:50,345 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-09 06:25:27,681 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-02, eta: 1 day, 2:20:14, time: 1.839, data_time: 0.955, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7445, loss_cls: 2.1267, loss: 2.1267, grad_norm: 2.7590 2021-03-09 06:25:45,238 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-02, eta: 1 day, 2:19:55, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7506, loss_cls: 2.0793, loss: 2.0793, grad_norm: 2.7781 2021-03-09 06:26:02,763 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-02, eta: 1 day, 2:19:35, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7572, loss_cls: 2.0712, loss: 2.0712, grad_norm: 2.8258 2021-03-09 06:26:20,271 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-02, eta: 1 day, 2:19:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7531, loss_cls: 2.0676, loss: 2.0676, grad_norm: 2.7721 2021-03-09 06:26:37,753 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-02, eta: 1 day, 2:18:56, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7426, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.7685 2021-03-09 06:26:55,261 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-02, eta: 1 day, 2:18:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7619, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.7615 2021-03-09 06:27:12,756 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-02, eta: 1 day, 2:18:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7477, loss_cls: 2.0779, loss: 2.0779, grad_norm: 2.7573 2021-03-09 06:27:30,237 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-02, eta: 1 day, 2:17:57, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7521, loss_cls: 2.0718, loss: 2.0718, grad_norm: 2.8177 2021-03-09 06:27:47,742 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-02, eta: 1 day, 2:17:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7568, loss_cls: 2.0500, loss: 2.0500, grad_norm: 2.7493 2021-03-09 06:28:05,239 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-02, eta: 1 day, 2:17:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7398, loss_cls: 2.1438, loss: 2.1438, grad_norm: 2.7997 2021-03-09 06:28:22,735 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-02, eta: 1 day, 2:16:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7545, loss_cls: 2.1012, loss: 2.1012, grad_norm: 2.8202 2021-03-09 06:28:40,225 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-02, eta: 1 day, 2:16:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7584, loss_cls: 2.0660, loss: 2.0660, grad_norm: 2.7938 2021-03-09 06:28:57,716 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-02, eta: 1 day, 2:16:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5100, top5_acc: 0.7398, loss_cls: 2.1435, loss: 2.1435, grad_norm: 2.8117 2021-03-09 06:29:15,219 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-02, eta: 1 day, 2:16:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7506, loss_cls: 2.1020, loss: 2.1020, grad_norm: 2.7872 2021-03-09 06:29:32,706 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-02, eta: 1 day, 2:15:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5236, top5_acc: 0.7400, loss_cls: 2.1236, loss: 2.1236, grad_norm: 2.7825 2021-03-09 06:29:50,196 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-02, eta: 1 day, 2:15:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7445, loss_cls: 2.0931, loss: 2.0931, grad_norm: 2.7819 2021-03-09 06:30:07,675 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-02, eta: 1 day, 2:15:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7539, loss_cls: 2.0875, loss: 2.0875, grad_norm: 2.7894 2021-03-09 06:30:25,140 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-02, eta: 1 day, 2:14:42, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7500, loss_cls: 2.1107, loss: 2.1107, grad_norm: 2.7944 2021-03-09 06:30:42,632 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-02, eta: 1 day, 2:14:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7473, loss_cls: 2.0755, loss: 2.0755, grad_norm: 2.8421 2021-03-09 06:31:00,120 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-02, eta: 1 day, 2:14:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5105, top5_acc: 0.7434, loss_cls: 2.1151, loss: 2.1151, grad_norm: 2.8011 2021-03-09 06:31:17,637 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-02, eta: 1 day, 2:13:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7547, loss_cls: 2.0472, loss: 2.0472, grad_norm: 2.7264 2021-03-09 06:31:35,143 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-02, eta: 1 day, 2:13:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7492, loss_cls: 2.0970, loss: 2.0970, grad_norm: 2.7797 2021-03-09 06:31:52,627 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-02, eta: 1 day, 2:13:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5238, top5_acc: 0.7525, loss_cls: 2.0615, loss: 2.0615, grad_norm: 2.7365 2021-03-09 06:32:10,125 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-02, eta: 1 day, 2:12:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5072, top5_acc: 0.7355, loss_cls: 2.1334, loss: 2.1334, grad_norm: 2.7451 2021-03-09 06:32:27,621 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-02, eta: 1 day, 2:12:26, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5115, top5_acc: 0.7391, loss_cls: 2.1201, loss: 2.1201, grad_norm: 2.7802 2021-03-09 06:32:45,096 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-02, eta: 1 day, 2:12:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7506, loss_cls: 2.0769, loss: 2.0769, grad_norm: 2.7620 2021-03-09 06:33:02,588 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-02, eta: 1 day, 2:11:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5104, top5_acc: 0.7438, loss_cls: 2.1306, loss: 2.1306, grad_norm: 2.7638 2021-03-09 06:33:20,075 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-02, eta: 1 day, 2:11:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7490, loss_cls: 2.1057, loss: 2.1057, grad_norm: 2.8513 2021-03-09 06:33:37,586 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-02, eta: 1 day, 2:11:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7428, loss_cls: 2.1167, loss: 2.1167, grad_norm: 2.8080 2021-03-09 06:33:55,079 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-02, eta: 1 day, 2:10:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7502, loss_cls: 2.1163, loss: 2.1163, grad_norm: 2.7853 2021-03-09 06:34:12,569 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-02, eta: 1 day, 2:10:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7484, loss_cls: 2.0910, loss: 2.0910, grad_norm: 2.7841 2021-03-09 06:34:30,060 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-02, eta: 1 day, 2:10:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5180, top5_acc: 0.7477, loss_cls: 2.0926, loss: 2.0926, grad_norm: 2.8307 2021-03-09 06:34:47,578 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-02, eta: 1 day, 2:09:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7555, loss_cls: 2.0468, loss: 2.0468, grad_norm: 2.7912 2021-03-09 06:35:05,077 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-02, eta: 1 day, 2:09:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7576, loss_cls: 2.0566, loss: 2.0566, grad_norm: 2.7939 2021-03-09 06:35:22,575 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-02, eta: 1 day, 2:09:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7477, loss_cls: 2.0933, loss: 2.0933, grad_norm: 2.7571 2021-03-09 06:35:40,062 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-02, eta: 1 day, 2:08:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7547, loss_cls: 2.0854, loss: 2.0854, grad_norm: 2.7443 2021-03-09 06:35:57,554 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-02, eta: 1 day, 2:08:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7459, loss_cls: 2.1268, loss: 2.1268, grad_norm: 2.8070 2021-03-09 06:36:15,044 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-02, eta: 1 day, 2:08:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7475, loss_cls: 2.1136, loss: 2.1136, grad_norm: 2.7828 2021-03-09 06:36:32,528 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-02, eta: 1 day, 2:07:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7477, loss_cls: 2.1132, loss: 2.1132, grad_norm: 2.7521 2021-03-09 06:36:50,033 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-02, eta: 1 day, 2:07:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5113, top5_acc: 0.7428, loss_cls: 2.1143, loss: 2.1143, grad_norm: 2.7248 2021-03-09 06:37:07,529 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-02, eta: 1 day, 2:07:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5061, top5_acc: 0.7432, loss_cls: 2.1524, loss: 2.1524, grad_norm: 2.7935 2021-03-09 06:37:25,032 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-02, eta: 1 day, 2:06:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7490, loss_cls: 2.0971, loss: 2.0971, grad_norm: 2.7935 2021-03-09 06:37:42,536 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-02, eta: 1 day, 2:06:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7486, loss_cls: 2.1295, loss: 2.1295, grad_norm: 2.7974 2021-03-09 06:38:00,048 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-02, eta: 1 day, 2:06:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7516, loss_cls: 2.1037, loss: 2.1037, grad_norm: 2.7781 2021-03-09 06:38:17,570 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-02, eta: 1 day, 2:05:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7441, loss_cls: 2.0993, loss: 2.0993, grad_norm: 2.7512 2021-03-09 06:38:35,101 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-02, eta: 1 day, 2:05:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7391, loss_cls: 2.1491, loss: 2.1491, grad_norm: 2.7621 2021-03-09 06:38:52,081 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-02, eta: 1 day, 2:05:16, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7516, loss_cls: 2.0654, loss: 2.0654, grad_norm: 2.7764 2021-03-09 06:38:53,000 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-09 06:39:32,963 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-02, eta: 1 day, 2:05:59, time: 1.974, data_time: 1.094, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7521, loss_cls: 2.0903, loss: 2.0903, grad_norm: 2.8623 2021-03-09 06:39:50,519 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-02, eta: 1 day, 2:05:40, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7492, loss_cls: 2.0679, loss: 2.0679, grad_norm: 2.8308 2021-03-09 06:40:08,015 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-02, eta: 1 day, 2:05:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7559, loss_cls: 2.0528, loss: 2.0528, grad_norm: 2.7742 2021-03-09 06:40:25,528 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-02, eta: 1 day, 2:05:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7564, loss_cls: 2.0648, loss: 2.0648, grad_norm: 2.7673 2021-03-09 06:40:43,033 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-02, eta: 1 day, 2:04:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7576, loss_cls: 2.0936, loss: 2.0936, grad_norm: 2.8297 2021-03-09 06:41:00,525 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-02, eta: 1 day, 2:04:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7455, loss_cls: 2.1230, loss: 2.1230, grad_norm: 2.7857 2021-03-09 06:41:18,032 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-02, eta: 1 day, 2:04:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7457, loss_cls: 2.0857, loss: 2.0857, grad_norm: 2.8066 2021-03-09 06:41:35,538 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-02, eta: 1 day, 2:03:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5232, top5_acc: 0.7545, loss_cls: 2.0540, loss: 2.0540, grad_norm: 2.7796 2021-03-09 06:41:53,031 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-02, eta: 1 day, 2:03:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7414, loss_cls: 2.0991, loss: 2.0991, grad_norm: 2.8298 2021-03-09 06:42:10,527 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-02, eta: 1 day, 2:03:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5160, top5_acc: 0.7500, loss_cls: 2.0850, loss: 2.0850, grad_norm: 2.8038 2021-03-09 06:42:28,034 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-02, eta: 1 day, 2:02:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7447, loss_cls: 2.0874, loss: 2.0874, grad_norm: 2.8051 2021-03-09 06:42:45,508 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-02, eta: 1 day, 2:02:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7475, loss_cls: 2.0938, loss: 2.0938, grad_norm: 2.7899 2021-03-09 06:43:03,010 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-02, eta: 1 day, 2:02:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7467, loss_cls: 2.0970, loss: 2.0970, grad_norm: 2.8141 2021-03-09 06:43:20,517 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-02, eta: 1 day, 2:01:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7486, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.7713 2021-03-09 06:43:38,021 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-02, eta: 1 day, 2:01:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7387, loss_cls: 2.1291, loss: 2.1291, grad_norm: 2.8068 2021-03-09 06:43:55,520 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-02, eta: 1 day, 2:01:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7482, loss_cls: 2.0937, loss: 2.0937, grad_norm: 2.7513 2021-03-09 06:44:13,019 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-02, eta: 1 day, 2:00:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7496, loss_cls: 2.0929, loss: 2.0929, grad_norm: 2.7354 2021-03-09 06:44:30,526 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-02, eta: 1 day, 2:00:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7625, loss_cls: 2.0209, loss: 2.0209, grad_norm: 2.7899 2021-03-09 06:44:48,046 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-02, eta: 1 day, 2:00:09, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5068, top5_acc: 0.7389, loss_cls: 2.1506, loss: 2.1506, grad_norm: 2.8402 2021-03-09 06:45:05,560 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-02, eta: 1 day, 1:59:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5180, top5_acc: 0.7520, loss_cls: 2.0922, loss: 2.0922, grad_norm: 2.7707 2021-03-09 06:45:23,067 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-02, eta: 1 day, 1:59:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7543, loss_cls: 2.0828, loss: 2.0828, grad_norm: 2.8098 2021-03-09 06:45:40,579 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-02, eta: 1 day, 1:59:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7363, loss_cls: 2.1554, loss: 2.1554, grad_norm: 2.8388 2021-03-09 06:45:58,072 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-02, eta: 1 day, 1:58:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7605, loss_cls: 2.0515, loss: 2.0515, grad_norm: 2.7911 2021-03-09 06:46:15,580 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-02, eta: 1 day, 1:58:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5053, top5_acc: 0.7361, loss_cls: 2.1467, loss: 2.1467, grad_norm: 2.7653 2021-03-09 06:46:33,079 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-02, eta: 1 day, 1:58:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7521, loss_cls: 2.0898, loss: 2.0898, grad_norm: 2.8151 2021-03-09 06:46:50,574 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-02, eta: 1 day, 1:57:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7537, loss_cls: 2.0867, loss: 2.0867, grad_norm: 2.7796 2021-03-09 06:47:08,071 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-02, eta: 1 day, 1:57:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5186, top5_acc: 0.7504, loss_cls: 2.0857, loss: 2.0857, grad_norm: 2.7935 2021-03-09 06:47:25,565 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-02, eta: 1 day, 1:57:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7500, loss_cls: 2.0849, loss: 2.0849, grad_norm: 2.7808 2021-03-09 06:47:43,055 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-02, eta: 1 day, 1:56:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7488, loss_cls: 2.0587, loss: 2.0587, grad_norm: 2.8053 2021-03-09 06:48:00,551 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-02, eta: 1 day, 1:56:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7500, loss_cls: 2.0955, loss: 2.0955, grad_norm: 2.7995 2021-03-09 06:48:18,046 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-02, eta: 1 day, 1:56:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7514, loss_cls: 2.0991, loss: 2.0991, grad_norm: 2.8024 2021-03-09 06:48:35,537 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-02, eta: 1 day, 1:55:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7420, loss_cls: 2.1135, loss: 2.1135, grad_norm: 2.8080 2021-03-09 06:48:53,032 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-02, eta: 1 day, 1:55:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7553, loss_cls: 2.0768, loss: 2.0768, grad_norm: 2.7645 2021-03-09 06:49:10,519 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-02, eta: 1 day, 1:55:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7422, loss_cls: 2.1149, loss: 2.1149, grad_norm: 2.7860 2021-03-09 06:49:28,010 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-02, eta: 1 day, 1:54:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7492, loss_cls: 2.1052, loss: 2.1052, grad_norm: 2.7827 2021-03-09 06:49:45,509 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-02, eta: 1 day, 1:54:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7516, loss_cls: 2.0794, loss: 2.0794, grad_norm: 2.8450 2021-03-09 06:50:02,991 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-02, eta: 1 day, 1:54:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7506, loss_cls: 2.0756, loss: 2.0756, grad_norm: 2.7435 2021-03-09 06:50:20,490 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-02, eta: 1 day, 1:54:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7432, loss_cls: 2.1486, loss: 2.1486, grad_norm: 2.7939 2021-03-09 06:50:37,977 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-02, eta: 1 day, 1:53:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7490, loss_cls: 2.0810, loss: 2.0810, grad_norm: 2.7568 2021-03-09 06:50:55,471 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-02, eta: 1 day, 1:53:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5113, top5_acc: 0.7441, loss_cls: 2.1228, loss: 2.1228, grad_norm: 2.7806 2021-03-09 06:51:12,967 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-02, eta: 1 day, 1:53:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7365, loss_cls: 2.1355, loss: 2.1355, grad_norm: 2.7902 2021-03-09 06:51:30,466 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-02, eta: 1 day, 1:52:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5105, top5_acc: 0.7418, loss_cls: 2.1250, loss: 2.1250, grad_norm: 2.8285 2021-03-09 06:51:47,972 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-02, eta: 1 day, 1:52:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7439, loss_cls: 2.1397, loss: 2.1397, grad_norm: 2.7720 2021-03-09 06:52:05,460 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-02, eta: 1 day, 1:52:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7459, loss_cls: 2.1148, loss: 2.1148, grad_norm: 2.8261 2021-03-09 06:52:22,955 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-02, eta: 1 day, 1:51:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5111, top5_acc: 0.7439, loss_cls: 2.1162, loss: 2.1162, grad_norm: 2.8131 2021-03-09 06:52:40,460 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-02, eta: 1 day, 1:51:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7592, loss_cls: 2.0738, loss: 2.0738, grad_norm: 2.7241 2021-03-09 06:52:57,421 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-02, eta: 1 day, 1:51:04, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5144, top5_acc: 0.7451, loss_cls: 2.1140, loss: 2.1140, grad_norm: 2.8343 2021-03-09 06:52:58,165 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-09 06:53:31,618 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 06:53:32,319 - mmaction - INFO - top1_acc 0.5824 top5_acc 0.8154 2021-03-09 06:53:32,319 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 06:53:32,354 - mmaction - INFO - mean_acc 0.5822 2021-03-09 06:53:33,890 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-03-09 06:53:33,891 - mmaction - INFO - Best top1_acc is 0.5824 at 40 epoch. 2021-03-09 06:53:33,905 - mmaction - INFO - Epoch(val) [40][940] top1_acc: 0.5824, top5_acc: 0.8154, mean_class_accuracy: 0.5822 2021-03-09 06:54:19,068 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-02, eta: 1 day, 1:52:00, time: 2.254, data_time: 1.374, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7475, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.7101 2021-03-09 06:54:36,639 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-02, eta: 1 day, 1:51:41, time: 0.879, data_time: 0.005, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7500, loss_cls: 2.0679, loss: 2.0679, grad_norm: 2.7866 2021-03-09 06:54:54,150 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-02, eta: 1 day, 1:51:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7480, loss_cls: 2.0794, loss: 2.0794, grad_norm: 2.8453 2021-03-09 06:55:11,658 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-02, eta: 1 day, 1:51:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7512, loss_cls: 2.0473, loss: 2.0473, grad_norm: 2.8047 2021-03-09 06:55:29,167 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-02, eta: 1 day, 1:50:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7561, loss_cls: 2.0641, loss: 2.0641, grad_norm: 2.8357 2021-03-09 06:55:46,676 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-02, eta: 1 day, 1:50:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7562, loss_cls: 2.0588, loss: 2.0588, grad_norm: 2.8106 2021-03-09 06:56:04,185 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-02, eta: 1 day, 1:50:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5205, top5_acc: 0.7506, loss_cls: 2.0890, loss: 2.0890, grad_norm: 2.7486 2021-03-09 06:56:21,685 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-02, eta: 1 day, 1:49:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7477, loss_cls: 2.1052, loss: 2.1052, grad_norm: 2.8566 2021-03-09 06:56:39,180 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-02, eta: 1 day, 1:49:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7498, loss_cls: 2.0923, loss: 2.0923, grad_norm: 2.7468 2021-03-09 06:56:56,685 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-02, eta: 1 day, 1:49:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7502, loss_cls: 2.0562, loss: 2.0562, grad_norm: 2.7710 2021-03-09 06:57:14,202 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-02, eta: 1 day, 1:48:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7484, loss_cls: 2.0952, loss: 2.0952, grad_norm: 2.8011 2021-03-09 06:57:31,707 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-02, eta: 1 day, 1:48:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7482, loss_cls: 2.0866, loss: 2.0866, grad_norm: 2.7566 2021-03-09 06:57:49,219 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-02, eta: 1 day, 1:48:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7463, loss_cls: 2.0578, loss: 2.0578, grad_norm: 2.7566 2021-03-09 06:58:06,734 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-02, eta: 1 day, 1:47:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7404, loss_cls: 2.0864, loss: 2.0864, grad_norm: 2.7253 2021-03-09 06:58:24,254 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-02, eta: 1 day, 1:47:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7553, loss_cls: 2.0620, loss: 2.0620, grad_norm: 2.8543 2021-03-09 06:58:41,756 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-02, eta: 1 day, 1:47:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5125, top5_acc: 0.7471, loss_cls: 2.1113, loss: 2.1113, grad_norm: 2.7773 2021-03-09 06:58:59,252 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-02, eta: 1 day, 1:46:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7447, loss_cls: 2.1145, loss: 2.1145, grad_norm: 2.8198 2021-03-09 06:59:16,761 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-02, eta: 1 day, 1:46:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7453, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.7873 2021-03-09 06:59:34,262 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-02, eta: 1 day, 1:46:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7506, loss_cls: 2.0644, loss: 2.0644, grad_norm: 2.7202 2021-03-09 06:59:51,763 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-02, eta: 1 day, 1:45:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7510, loss_cls: 2.0699, loss: 2.0699, grad_norm: 2.8116 2021-03-09 07:00:09,262 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-02, eta: 1 day, 1:45:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7408, loss_cls: 2.1296, loss: 2.1296, grad_norm: 2.8017 2021-03-09 07:00:26,754 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-02, eta: 1 day, 1:45:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7539, loss_cls: 2.0464, loss: 2.0464, grad_norm: 2.8014 2021-03-09 07:00:44,255 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-02, eta: 1 day, 1:44:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7562, loss_cls: 2.0878, loss: 2.0878, grad_norm: 2.8271 2021-03-09 07:01:01,752 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-02, eta: 1 day, 1:44:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5076, top5_acc: 0.7420, loss_cls: 2.1399, loss: 2.1399, grad_norm: 2.8572 2021-03-09 07:01:19,253 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-02, eta: 1 day, 1:44:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7359, loss_cls: 2.1193, loss: 2.1193, grad_norm: 2.8006 2021-03-09 07:01:36,760 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-02, eta: 1 day, 1:43:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7436, loss_cls: 2.1285, loss: 2.1285, grad_norm: 2.7901 2021-03-09 07:01:54,276 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-02, eta: 1 day, 1:43:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7537, loss_cls: 2.0648, loss: 2.0648, grad_norm: 2.8178 2021-03-09 07:02:11,787 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-02, eta: 1 day, 1:43:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7441, loss_cls: 2.1146, loss: 2.1146, grad_norm: 2.8232 2021-03-09 07:02:29,293 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-02, eta: 1 day, 1:42:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7373, loss_cls: 2.1754, loss: 2.1754, grad_norm: 2.8247 2021-03-09 07:02:46,782 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-02, eta: 1 day, 1:42:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7510, loss_cls: 2.0633, loss: 2.0633, grad_norm: 2.8381 2021-03-09 07:03:04,265 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-02, eta: 1 day, 1:42:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7406, loss_cls: 2.1242, loss: 2.1242, grad_norm: 2.8193 2021-03-09 07:03:21,751 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-02, eta: 1 day, 1:42:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7492, loss_cls: 2.0783, loss: 2.0783, grad_norm: 2.7834 2021-03-09 07:03:39,243 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-02, eta: 1 day, 1:41:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7480, loss_cls: 2.1000, loss: 2.1000, grad_norm: 2.7723 2021-03-09 07:03:56,756 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-02, eta: 1 day, 1:41:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7619, loss_cls: 2.0620, loss: 2.0620, grad_norm: 2.7125 2021-03-09 07:04:14,257 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-02, eta: 1 day, 1:41:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7457, loss_cls: 2.0990, loss: 2.0990, grad_norm: 2.8096 2021-03-09 07:04:31,762 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-02, eta: 1 day, 1:40:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5055, top5_acc: 0.7432, loss_cls: 2.1195, loss: 2.1195, grad_norm: 2.8025 2021-03-09 07:04:49,244 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-02, eta: 1 day, 1:40:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7400, loss_cls: 2.1121, loss: 2.1121, grad_norm: 2.7776 2021-03-09 07:05:06,745 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-02, eta: 1 day, 1:40:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7529, loss_cls: 2.0674, loss: 2.0674, grad_norm: 2.7946 2021-03-09 07:05:24,246 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-02, eta: 1 day, 1:39:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7557, loss_cls: 2.0405, loss: 2.0405, grad_norm: 2.8379 2021-03-09 07:05:41,734 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-02, eta: 1 day, 1:39:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7533, loss_cls: 2.0703, loss: 2.0703, grad_norm: 2.8159 2021-03-09 07:05:59,241 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-02, eta: 1 day, 1:39:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7510, loss_cls: 2.0937, loss: 2.0937, grad_norm: 2.8171 2021-03-09 07:06:16,740 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-02, eta: 1 day, 1:38:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7447, loss_cls: 2.1013, loss: 2.1013, grad_norm: 2.7789 2021-03-09 07:06:34,248 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-02, eta: 1 day, 1:38:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7516, loss_cls: 2.0598, loss: 2.0598, grad_norm: 2.7981 2021-03-09 07:06:51,747 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-02, eta: 1 day, 1:38:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7498, loss_cls: 2.1160, loss: 2.1160, grad_norm: 2.8089 2021-03-09 07:07:09,256 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-02, eta: 1 day, 1:37:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7605, loss_cls: 2.0420, loss: 2.0420, grad_norm: 2.7842 2021-03-09 07:07:26,740 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-02, eta: 1 day, 1:37:29, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5131, top5_acc: 0.7490, loss_cls: 2.1118, loss: 2.1118, grad_norm: 2.8949 2021-03-09 07:07:43,690 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-02, eta: 1 day, 1:37:08, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7524, loss_cls: 2.0649, loss: 2.0649, grad_norm: 2.8022 2021-03-09 07:07:44,681 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-09 07:08:22,696 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-02, eta: 1 day, 1:37:41, time: 1.875, data_time: 0.982, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7557, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.8555 2021-03-09 07:08:40,232 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-02, eta: 1 day, 1:37:22, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7529, loss_cls: 2.0360, loss: 2.0360, grad_norm: 2.8012 2021-03-09 07:08:57,752 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-02, eta: 1 day, 1:37:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7553, loss_cls: 2.0558, loss: 2.0558, grad_norm: 2.7944 2021-03-09 07:09:15,279 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-02, eta: 1 day, 1:36:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7566, loss_cls: 2.0526, loss: 2.0526, grad_norm: 2.7858 2021-03-09 07:09:32,798 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-02, eta: 1 day, 1:36:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5109, top5_acc: 0.7400, loss_cls: 2.1330, loss: 2.1330, grad_norm: 2.8458 2021-03-09 07:09:50,321 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-02, eta: 1 day, 1:36:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7545, loss_cls: 2.0786, loss: 2.0786, grad_norm: 2.8229 2021-03-09 07:10:07,824 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-02, eta: 1 day, 1:35:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7516, loss_cls: 2.0830, loss: 2.0830, grad_norm: 2.8376 2021-03-09 07:10:25,336 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-02, eta: 1 day, 1:35:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7512, loss_cls: 2.0970, loss: 2.0970, grad_norm: 2.8659 2021-03-09 07:10:42,848 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-02, eta: 1 day, 1:35:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7607, loss_cls: 2.0592, loss: 2.0592, grad_norm: 2.7740 2021-03-09 07:11:00,346 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-02, eta: 1 day, 1:34:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5236, top5_acc: 0.7459, loss_cls: 2.0895, loss: 2.0895, grad_norm: 2.8139 2021-03-09 07:11:17,857 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-02, eta: 1 day, 1:34:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7443, loss_cls: 2.0713, loss: 2.0713, grad_norm: 2.7617 2021-03-09 07:11:35,364 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-02, eta: 1 day, 1:34:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7391, loss_cls: 2.0928, loss: 2.0928, grad_norm: 2.7461 2021-03-09 07:11:52,868 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-02, eta: 1 day, 1:33:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7557, loss_cls: 2.0702, loss: 2.0702, grad_norm: 2.7980 2021-03-09 07:12:10,375 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-02, eta: 1 day, 1:33:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7475, loss_cls: 2.1091, loss: 2.1091, grad_norm: 2.8203 2021-03-09 07:12:27,909 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-02, eta: 1 day, 1:33:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5205, top5_acc: 0.7449, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.8808 2021-03-09 07:12:45,409 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-02, eta: 1 day, 1:32:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7494, loss_cls: 2.1200, loss: 2.1200, grad_norm: 2.7512 2021-03-09 07:13:02,922 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-02, eta: 1 day, 1:32:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7619, loss_cls: 2.0589, loss: 2.0589, grad_norm: 2.8275 2021-03-09 07:13:20,440 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-02, eta: 1 day, 1:32:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7533, loss_cls: 2.0688, loss: 2.0688, grad_norm: 2.8340 2021-03-09 07:13:37,959 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-02, eta: 1 day, 1:31:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7510, loss_cls: 2.0565, loss: 2.0565, grad_norm: 2.8202 2021-03-09 07:13:55,475 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-02, eta: 1 day, 1:31:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7404, loss_cls: 2.1133, loss: 2.1133, grad_norm: 2.7979 2021-03-09 07:14:12,961 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-02, eta: 1 day, 1:31:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5152, top5_acc: 0.7525, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.7977 2021-03-09 07:14:30,469 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-02, eta: 1 day, 1:30:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7451, loss_cls: 2.0939, loss: 2.0939, grad_norm: 2.7716 2021-03-09 07:14:47,971 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-02, eta: 1 day, 1:30:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7490, loss_cls: 2.0790, loss: 2.0790, grad_norm: 2.7428 2021-03-09 07:15:05,499 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-02, eta: 1 day, 1:30:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7492, loss_cls: 2.0941, loss: 2.0941, grad_norm: 2.7936 2021-03-09 07:15:23,013 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-02, eta: 1 day, 1:29:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7537, loss_cls: 2.0769, loss: 2.0769, grad_norm: 2.8092 2021-03-09 07:15:40,526 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-02, eta: 1 day, 1:29:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7508, loss_cls: 2.0793, loss: 2.0793, grad_norm: 2.7176 2021-03-09 07:15:58,025 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-02, eta: 1 day, 1:29:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7504, loss_cls: 2.1026, loss: 2.1026, grad_norm: 2.8581 2021-03-09 07:16:15,515 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-02, eta: 1 day, 1:29:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7490, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.7591 2021-03-09 07:16:33,019 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-02, eta: 1 day, 1:28:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7512, loss_cls: 2.1026, loss: 2.1026, grad_norm: 2.7494 2021-03-09 07:16:50,515 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-02, eta: 1 day, 1:28:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7521, loss_cls: 2.0401, loss: 2.0401, grad_norm: 2.7557 2021-03-09 07:17:08,022 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-02, eta: 1 day, 1:28:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7598, loss_cls: 2.0598, loss: 2.0598, grad_norm: 2.7795 2021-03-09 07:17:25,520 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-02, eta: 1 day, 1:27:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7680, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.8290 2021-03-09 07:17:43,040 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-02, eta: 1 day, 1:27:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7547, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.7779 2021-03-09 07:18:00,549 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-02, eta: 1 day, 1:27:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7479, loss_cls: 2.0677, loss: 2.0677, grad_norm: 2.8094 2021-03-09 07:18:18,059 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-02, eta: 1 day, 1:26:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7488, loss_cls: 2.0953, loss: 2.0953, grad_norm: 2.8170 2021-03-09 07:18:35,572 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-02, eta: 1 day, 1:26:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7393, loss_cls: 2.1362, loss: 2.1362, grad_norm: 2.7638 2021-03-09 07:18:53,066 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-02, eta: 1 day, 1:26:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7475, loss_cls: 2.1005, loss: 2.1005, grad_norm: 2.7566 2021-03-09 07:19:10,577 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-02, eta: 1 day, 1:25:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7473, loss_cls: 2.0841, loss: 2.0841, grad_norm: 2.7987 2021-03-09 07:19:28,077 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-02, eta: 1 day, 1:25:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7520, loss_cls: 2.0962, loss: 2.0962, grad_norm: 2.8255 2021-03-09 07:19:45,601 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-02, eta: 1 day, 1:25:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5145, top5_acc: 0.7385, loss_cls: 2.1268, loss: 2.1268, grad_norm: 2.7126 2021-03-09 07:20:03,102 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-02, eta: 1 day, 1:24:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5205, top5_acc: 0.7463, loss_cls: 2.1097, loss: 2.1097, grad_norm: 2.8120 2021-03-09 07:20:20,612 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-02, eta: 1 day, 1:24:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7467, loss_cls: 2.1177, loss: 2.1177, grad_norm: 2.7824 2021-03-09 07:20:38,105 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-02, eta: 1 day, 1:24:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7516, loss_cls: 2.0764, loss: 2.0764, grad_norm: 2.8486 2021-03-09 07:20:55,610 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-02, eta: 1 day, 1:23:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7535, loss_cls: 2.0596, loss: 2.0596, grad_norm: 2.7901 2021-03-09 07:21:13,111 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-02, eta: 1 day, 1:23:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7535, loss_cls: 2.0969, loss: 2.0969, grad_norm: 2.8023 2021-03-09 07:21:30,605 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-02, eta: 1 day, 1:23:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7479, loss_cls: 2.0740, loss: 2.0740, grad_norm: 2.7515 2021-03-09 07:21:47,562 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-02, eta: 1 day, 1:22:52, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5241, top5_acc: 0.7591, loss_cls: 2.0573, loss: 2.0573, grad_norm: 2.8718 2021-03-09 07:21:48,231 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-09 07:22:25,727 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-02, eta: 1 day, 1:23:19, time: 1.783, data_time: 0.813, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7578, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.8236 2021-03-09 07:22:43,259 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-02, eta: 1 day, 1:23:00, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7516, loss_cls: 2.0565, loss: 2.0565, grad_norm: 2.7969 2021-03-09 07:23:00,763 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-02, eta: 1 day, 1:22:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7623, loss_cls: 2.0085, loss: 2.0085, grad_norm: 2.7394 2021-03-09 07:23:18,266 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-02, eta: 1 day, 1:22:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7561, loss_cls: 2.0268, loss: 2.0268, grad_norm: 2.8288 2021-03-09 07:23:35,780 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-02, eta: 1 day, 1:22:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7551, loss_cls: 2.0783, loss: 2.0783, grad_norm: 2.7820 2021-03-09 07:23:53,285 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-02, eta: 1 day, 1:21:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7490, loss_cls: 2.0865, loss: 2.0865, grad_norm: 2.7930 2021-03-09 07:24:10,793 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-02, eta: 1 day, 1:21:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7564, loss_cls: 2.0346, loss: 2.0346, grad_norm: 2.8021 2021-03-09 07:24:28,267 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-02, eta: 1 day, 1:21:04, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7658, loss_cls: 2.0291, loss: 2.0291, grad_norm: 2.7997 2021-03-09 07:24:45,772 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-02, eta: 1 day, 1:20:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7703, loss_cls: 1.9874, loss: 1.9874, grad_norm: 2.8127 2021-03-09 07:25:03,259 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-02, eta: 1 day, 1:20:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7471, loss_cls: 2.1068, loss: 2.1068, grad_norm: 2.8922 2021-03-09 07:25:20,757 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-02, eta: 1 day, 1:20:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7490, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.8056 2021-03-09 07:25:38,247 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-02, eta: 1 day, 1:19:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7484, loss_cls: 2.1351, loss: 2.1351, grad_norm: 2.7948 2021-03-09 07:25:55,735 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-02, eta: 1 day, 1:19:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7514, loss_cls: 2.0583, loss: 2.0583, grad_norm: 2.8680 2021-03-09 07:26:13,246 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-02, eta: 1 day, 1:19:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7496, loss_cls: 2.0642, loss: 2.0642, grad_norm: 2.7380 2021-03-09 07:26:30,750 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-02, eta: 1 day, 1:18:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7477, loss_cls: 2.0884, loss: 2.0884, grad_norm: 2.7823 2021-03-09 07:26:48,246 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-02, eta: 1 day, 1:18:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7438, loss_cls: 2.0949, loss: 2.0949, grad_norm: 2.8098 2021-03-09 07:27:05,730 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-02, eta: 1 day, 1:18:10, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7521, loss_cls: 2.0601, loss: 2.0601, grad_norm: 2.7871 2021-03-09 07:27:23,223 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-02, eta: 1 day, 1:17:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7490, loss_cls: 2.0586, loss: 2.0586, grad_norm: 2.8196 2021-03-09 07:27:40,716 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-02, eta: 1 day, 1:17:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5117, top5_acc: 0.7430, loss_cls: 2.1388, loss: 2.1388, grad_norm: 2.8226 2021-03-09 07:27:58,198 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-02, eta: 1 day, 1:17:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7639, loss_cls: 2.0224, loss: 2.0224, grad_norm: 2.7648 2021-03-09 07:28:15,692 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-02, eta: 1 day, 1:16:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7568, loss_cls: 2.0597, loss: 2.0597, grad_norm: 2.7028 2021-03-09 07:28:33,196 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-02, eta: 1 day, 1:16:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5160, top5_acc: 0.7480, loss_cls: 2.0964, loss: 2.0964, grad_norm: 2.8263 2021-03-09 07:28:50,675 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-02, eta: 1 day, 1:16:14, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5086, top5_acc: 0.7404, loss_cls: 2.1547, loss: 2.1547, grad_norm: 2.7955 2021-03-09 07:29:08,195 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-02, eta: 1 day, 1:15:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7484, loss_cls: 2.0810, loss: 2.0810, grad_norm: 2.7815 2021-03-09 07:29:25,691 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-02, eta: 1 day, 1:15:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5123, top5_acc: 0.7432, loss_cls: 2.1278, loss: 2.1278, grad_norm: 2.7765 2021-03-09 07:29:43,189 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-02, eta: 1 day, 1:15:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7498, loss_cls: 2.0924, loss: 2.0924, grad_norm: 2.8541 2021-03-09 07:30:00,682 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-02, eta: 1 day, 1:14:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7506, loss_cls: 2.0595, loss: 2.0595, grad_norm: 2.7718 2021-03-09 07:30:18,183 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-02, eta: 1 day, 1:14:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5074, top5_acc: 0.7467, loss_cls: 2.1133, loss: 2.1133, grad_norm: 2.8471 2021-03-09 07:30:35,679 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-02, eta: 1 day, 1:14:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5082, top5_acc: 0.7438, loss_cls: 2.1364, loss: 2.1364, grad_norm: 2.8306 2021-03-09 07:30:53,185 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-02, eta: 1 day, 1:14:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7564, loss_cls: 2.0336, loss: 2.0336, grad_norm: 2.8109 2021-03-09 07:31:10,692 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-02, eta: 1 day, 1:13:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7533, loss_cls: 2.0967, loss: 2.0967, grad_norm: 2.8010 2021-03-09 07:31:28,188 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-02, eta: 1 day, 1:13:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5152, top5_acc: 0.7525, loss_cls: 2.1000, loss: 2.1000, grad_norm: 2.7798 2021-03-09 07:31:45,683 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-02, eta: 1 day, 1:13:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7543, loss_cls: 2.0874, loss: 2.0874, grad_norm: 2.7641 2021-03-09 07:32:03,186 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-02, eta: 1 day, 1:12:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7521, loss_cls: 2.0599, loss: 2.0599, grad_norm: 2.8076 2021-03-09 07:32:20,683 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-02, eta: 1 day, 1:12:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7641, loss_cls: 1.9971, loss: 1.9971, grad_norm: 2.8378 2021-03-09 07:32:38,172 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-02, eta: 1 day, 1:12:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7518, loss_cls: 2.1150, loss: 2.1150, grad_norm: 2.8534 2021-03-09 07:32:55,670 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-02, eta: 1 day, 1:11:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5186, top5_acc: 0.7596, loss_cls: 2.0670, loss: 2.0670, grad_norm: 2.8487 2021-03-09 07:33:13,162 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-02, eta: 1 day, 1:11:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7451, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.7921 2021-03-09 07:33:30,661 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-02, eta: 1 day, 1:11:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7594, loss_cls: 2.0181, loss: 2.0181, grad_norm: 2.7983 2021-03-09 07:33:48,160 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-02, eta: 1 day, 1:10:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7477, loss_cls: 2.0750, loss: 2.0750, grad_norm: 2.8155 2021-03-09 07:34:05,646 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-02, eta: 1 day, 1:10:28, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7486, loss_cls: 2.0520, loss: 2.0520, grad_norm: 2.7759 2021-03-09 07:34:23,144 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-02, eta: 1 day, 1:10:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7500, loss_cls: 2.0631, loss: 2.0631, grad_norm: 2.8479 2021-03-09 07:34:40,650 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-02, eta: 1 day, 1:09:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7508, loss_cls: 2.0925, loss: 2.0925, grad_norm: 2.7938 2021-03-09 07:34:58,142 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-02, eta: 1 day, 1:09:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7477, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.7890 2021-03-09 07:35:15,640 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-02, eta: 1 day, 1:09:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7545, loss_cls: 2.0685, loss: 2.0685, grad_norm: 2.7506 2021-03-09 07:35:33,139 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-02, eta: 1 day, 1:08:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7623, loss_cls: 2.0438, loss: 2.0438, grad_norm: 2.8593 2021-03-09 07:35:50,100 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-02, eta: 1 day, 1:08:31, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5026, top5_acc: 0.7425, loss_cls: 2.1772, loss: 2.1772, grad_norm: 2.8144 2021-03-09 07:35:50,833 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-09 07:36:28,779 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-02, eta: 1 day, 1:09:01, time: 1.866, data_time: 0.915, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7559, loss_cls: 2.0636, loss: 2.0636, grad_norm: 2.7716 2021-03-09 07:36:46,302 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-02, eta: 1 day, 1:08:42, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7609, loss_cls: 1.9955, loss: 1.9955, grad_norm: 2.7553 2021-03-09 07:37:03,812 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-02, eta: 1 day, 1:08:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7508, loss_cls: 2.0697, loss: 2.0697, grad_norm: 2.7773 2021-03-09 07:37:21,307 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-02, eta: 1 day, 1:08:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7582, loss_cls: 2.0204, loss: 2.0204, grad_norm: 2.7738 2021-03-09 07:37:38,819 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-02, eta: 1 day, 1:07:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7436, loss_cls: 2.0975, loss: 2.0975, grad_norm: 2.8000 2021-03-09 07:37:56,338 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-02, eta: 1 day, 1:07:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7629, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.6979 2021-03-09 07:38:13,846 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-02, eta: 1 day, 1:07:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7621, loss_cls: 1.9841, loss: 1.9841, grad_norm: 2.7623 2021-03-09 07:38:31,333 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-02, eta: 1 day, 1:06:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7562, loss_cls: 2.0677, loss: 2.0677, grad_norm: 2.8784 2021-03-09 07:38:48,825 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-02, eta: 1 day, 1:06:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7523, loss_cls: 2.0676, loss: 2.0676, grad_norm: 2.7758 2021-03-09 07:39:06,316 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-02, eta: 1 day, 1:06:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7615, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.8320 2021-03-09 07:39:23,813 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-02, eta: 1 day, 1:05:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7578, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.7491 2021-03-09 07:39:41,338 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-02, eta: 1 day, 1:05:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7635, loss_cls: 2.0189, loss: 2.0189, grad_norm: 2.7320 2021-03-09 07:39:58,833 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-02, eta: 1 day, 1:05:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7561, loss_cls: 2.0308, loss: 2.0308, grad_norm: 2.7455 2021-03-09 07:40:16,326 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-02, eta: 1 day, 1:04:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7596, loss_cls: 2.0309, loss: 2.0309, grad_norm: 2.8375 2021-03-09 07:40:33,813 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-02, eta: 1 day, 1:04:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5209, top5_acc: 0.7504, loss_cls: 2.1018, loss: 2.1018, grad_norm: 2.8557 2021-03-09 07:40:51,301 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-02, eta: 1 day, 1:04:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7535, loss_cls: 2.0732, loss: 2.0732, grad_norm: 2.8138 2021-03-09 07:41:08,809 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-02, eta: 1 day, 1:03:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7449, loss_cls: 2.0891, loss: 2.0891, grad_norm: 2.8082 2021-03-09 07:41:26,316 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-02, eta: 1 day, 1:03:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7418, loss_cls: 2.1026, loss: 2.1026, grad_norm: 2.7984 2021-03-09 07:41:43,820 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-02, eta: 1 day, 1:03:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7494, loss_cls: 2.0910, loss: 2.0910, grad_norm: 2.8427 2021-03-09 07:42:01,324 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-02, eta: 1 day, 1:02:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7529, loss_cls: 2.0880, loss: 2.0880, grad_norm: 2.8109 2021-03-09 07:42:18,820 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-02, eta: 1 day, 1:02:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7430, loss_cls: 2.0967, loss: 2.0967, grad_norm: 2.7721 2021-03-09 07:42:36,322 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-02, eta: 1 day, 1:02:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5186, top5_acc: 0.7506, loss_cls: 2.0860, loss: 2.0860, grad_norm: 2.8126 2021-03-09 07:42:53,816 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-02, eta: 1 day, 1:01:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7439, loss_cls: 2.1266, loss: 2.1266, grad_norm: 2.8513 2021-03-09 07:43:11,306 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-02, eta: 1 day, 1:01:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5102, top5_acc: 0.7477, loss_cls: 2.1218, loss: 2.1218, grad_norm: 2.8343 2021-03-09 07:43:28,807 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-02, eta: 1 day, 1:01:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7438, loss_cls: 2.1155, loss: 2.1155, grad_norm: 2.8067 2021-03-09 07:43:46,317 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-02, eta: 1 day, 1:01:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7443, loss_cls: 2.0924, loss: 2.0924, grad_norm: 2.7355 2021-03-09 07:44:03,814 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-02, eta: 1 day, 1:00:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7666, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.7624 2021-03-09 07:44:21,322 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-02, eta: 1 day, 1:00:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7465, loss_cls: 2.0985, loss: 2.0985, grad_norm: 2.8194 2021-03-09 07:44:38,833 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-02, eta: 1 day, 1:00:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7633, loss_cls: 2.0266, loss: 2.0266, grad_norm: 2.7896 2021-03-09 07:44:56,344 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-02, eta: 1 day, 0:59:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7527, loss_cls: 2.0636, loss: 2.0636, grad_norm: 2.7883 2021-03-09 07:45:13,864 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-02, eta: 1 day, 0:59:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7578, loss_cls: 2.0611, loss: 2.0611, grad_norm: 2.8300 2021-03-09 07:45:31,365 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-02, eta: 1 day, 0:59:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7594, loss_cls: 2.0696, loss: 2.0696, grad_norm: 2.8319 2021-03-09 07:45:48,863 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-02, eta: 1 day, 0:58:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7477, loss_cls: 2.1050, loss: 2.1050, grad_norm: 2.8428 2021-03-09 07:46:06,361 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-02, eta: 1 day, 0:58:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7613, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.7482 2021-03-09 07:46:23,870 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-02, eta: 1 day, 0:58:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7557, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.8092 2021-03-09 07:46:41,383 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-02, eta: 1 day, 0:57:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5127, top5_acc: 0.7494, loss_cls: 2.1142, loss: 2.1142, grad_norm: 2.8374 2021-03-09 07:46:58,889 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-02, eta: 1 day, 0:57:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5133, top5_acc: 0.7500, loss_cls: 2.1122, loss: 2.1122, grad_norm: 2.7918 2021-03-09 07:47:16,389 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-02, eta: 1 day, 0:57:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7457, loss_cls: 2.1050, loss: 2.1050, grad_norm: 2.7979 2021-03-09 07:47:33,878 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-02, eta: 1 day, 0:56:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7449, loss_cls: 2.1059, loss: 2.1059, grad_norm: 2.8084 2021-03-09 07:47:51,387 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-02, eta: 1 day, 0:56:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7430, loss_cls: 2.0922, loss: 2.0922, grad_norm: 2.7264 2021-03-09 07:48:08,883 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-02, eta: 1 day, 0:56:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5092, top5_acc: 0.7496, loss_cls: 2.1000, loss: 2.1000, grad_norm: 2.8513 2021-03-09 07:48:26,388 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-02, eta: 1 day, 0:55:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7527, loss_cls: 2.0883, loss: 2.0883, grad_norm: 2.7960 2021-03-09 07:48:43,891 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-02, eta: 1 day, 0:55:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7418, loss_cls: 2.1392, loss: 2.1392, grad_norm: 2.8428 2021-03-09 07:49:01,385 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-02, eta: 1 day, 0:55:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5160, top5_acc: 0.7418, loss_cls: 2.1236, loss: 2.1236, grad_norm: 2.7672 2021-03-09 07:49:18,869 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-02, eta: 1 day, 0:54:55, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7645, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.7444 2021-03-09 07:49:36,357 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-02, eta: 1 day, 0:54:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5191, top5_acc: 0.7453, loss_cls: 2.1117, loss: 2.1117, grad_norm: 2.8643 2021-03-09 07:49:53,325 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-02, eta: 1 day, 0:54:15, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7520, loss_cls: 2.0963, loss: 2.0963, grad_norm: 2.8438 2021-03-09 07:49:54,139 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-09 07:50:32,510 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-02, eta: 1 day, 0:54:44, time: 1.865, data_time: 0.834, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7463, loss_cls: 2.1066, loss: 2.1066, grad_norm: 2.7421 2021-03-09 07:50:50,025 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-02, eta: 1 day, 0:54:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7523, loss_cls: 2.0459, loss: 2.0459, grad_norm: 2.8387 2021-03-09 07:51:07,529 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-02, eta: 1 day, 0:54:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7477, loss_cls: 2.0757, loss: 2.0757, grad_norm: 2.7976 2021-03-09 07:51:25,054 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-02, eta: 1 day, 0:53:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7596, loss_cls: 2.0135, loss: 2.0135, grad_norm: 2.7713 2021-03-09 07:51:42,569 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-02, eta: 1 day, 0:53:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7551, loss_cls: 2.0380, loss: 2.0380, grad_norm: 2.8386 2021-03-09 07:52:00,068 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-02, eta: 1 day, 0:53:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7578, loss_cls: 2.0490, loss: 2.0490, grad_norm: 2.8411 2021-03-09 07:52:17,573 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-02, eta: 1 day, 0:52:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7477, loss_cls: 2.0998, loss: 2.0998, grad_norm: 2.7958 2021-03-09 07:52:35,071 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-02, eta: 1 day, 0:52:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7514, loss_cls: 2.0938, loss: 2.0938, grad_norm: 2.8629 2021-03-09 07:52:52,567 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-02, eta: 1 day, 0:52:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7475, loss_cls: 2.1136, loss: 2.1136, grad_norm: 2.8801 2021-03-09 07:53:10,074 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-02, eta: 1 day, 0:51:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7562, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.8408 2021-03-09 07:53:27,573 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-02, eta: 1 day, 0:51:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7557, loss_cls: 2.0526, loss: 2.0526, grad_norm: 2.7455 2021-03-09 07:53:45,070 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-02, eta: 1 day, 0:51:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7635, loss_cls: 2.0263, loss: 2.0263, grad_norm: 2.8330 2021-03-09 07:54:02,580 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-02, eta: 1 day, 0:50:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7520, loss_cls: 2.0539, loss: 2.0539, grad_norm: 2.8141 2021-03-09 07:54:20,063 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-02, eta: 1 day, 0:50:34, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7504, loss_cls: 2.0747, loss: 2.0747, grad_norm: 2.7938 2021-03-09 07:54:37,569 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-02, eta: 1 day, 0:50:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7549, loss_cls: 2.0816, loss: 2.0816, grad_norm: 2.8710 2021-03-09 07:54:55,061 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-02, eta: 1 day, 0:49:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7555, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.8044 2021-03-09 07:55:12,552 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-02, eta: 1 day, 0:49:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7525, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.8454 2021-03-09 07:55:30,079 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-02, eta: 1 day, 0:49:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7451, loss_cls: 2.1082, loss: 2.1082, grad_norm: 2.8202 2021-03-09 07:55:47,578 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-02, eta: 1 day, 0:48:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7609, loss_cls: 2.0315, loss: 2.0315, grad_norm: 2.7839 2021-03-09 07:56:05,074 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-02, eta: 1 day, 0:48:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7555, loss_cls: 2.0767, loss: 2.0767, grad_norm: 2.8298 2021-03-09 07:56:22,590 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-02, eta: 1 day, 0:48:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7521, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.7596 2021-03-09 07:56:40,084 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-02, eta: 1 day, 0:48:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7422, loss_cls: 2.1347, loss: 2.1347, grad_norm: 2.8156 2021-03-09 07:56:57,593 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-02, eta: 1 day, 0:47:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7641, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.8207 2021-03-09 07:57:15,085 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-02, eta: 1 day, 0:47:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7479, loss_cls: 2.0852, loss: 2.0852, grad_norm: 2.8654 2021-03-09 07:57:32,580 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-02, eta: 1 day, 0:47:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7439, loss_cls: 2.0882, loss: 2.0882, grad_norm: 2.8545 2021-03-09 07:57:50,063 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-02, eta: 1 day, 0:46:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7486, loss_cls: 2.0881, loss: 2.0881, grad_norm: 2.7781 2021-03-09 07:58:07,560 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-02, eta: 1 day, 0:46:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7549, loss_cls: 2.0148, loss: 2.0148, grad_norm: 2.7667 2021-03-09 07:58:25,051 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-02, eta: 1 day, 0:46:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7605, loss_cls: 2.0380, loss: 2.0380, grad_norm: 2.8825 2021-03-09 07:58:42,561 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-02, eta: 1 day, 0:45:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7623, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.7610 2021-03-09 07:59:00,063 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-02, eta: 1 day, 0:45:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7562, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.8752 2021-03-09 07:59:17,558 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-02, eta: 1 day, 0:45:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7572, loss_cls: 2.0488, loss: 2.0488, grad_norm: 2.7788 2021-03-09 07:59:35,056 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-02, eta: 1 day, 0:44:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7539, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.8878 2021-03-09 07:59:52,574 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-02, eta: 1 day, 0:44:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7568, loss_cls: 2.0731, loss: 2.0731, grad_norm: 2.8522 2021-03-09 08:00:10,092 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-02, eta: 1 day, 0:44:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7525, loss_cls: 2.0836, loss: 2.0836, grad_norm: 2.8016 2021-03-09 08:00:27,572 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-02, eta: 1 day, 0:43:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7512, loss_cls: 2.0504, loss: 2.0504, grad_norm: 2.8349 2021-03-09 08:00:45,073 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-02, eta: 1 day, 0:43:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7605, loss_cls: 2.0450, loss: 2.0450, grad_norm: 2.8303 2021-03-09 08:01:02,564 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-02, eta: 1 day, 0:43:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7410, loss_cls: 2.1236, loss: 2.1236, grad_norm: 2.7920 2021-03-09 08:01:20,065 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-02, eta: 1 day, 0:42:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7471, loss_cls: 2.0728, loss: 2.0728, grad_norm: 2.7649 2021-03-09 08:01:37,574 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-02, eta: 1 day, 0:42:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7402, loss_cls: 2.1111, loss: 2.1111, grad_norm: 2.7730 2021-03-09 08:01:55,080 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-02, eta: 1 day, 0:42:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7545, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.7712 2021-03-09 08:02:12,582 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-02, eta: 1 day, 0:41:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5121, top5_acc: 0.7488, loss_cls: 2.1152, loss: 2.1152, grad_norm: 2.8289 2021-03-09 08:02:30,089 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-02, eta: 1 day, 0:41:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7541, loss_cls: 2.0899, loss: 2.0899, grad_norm: 2.8657 2021-03-09 08:02:47,602 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-02, eta: 1 day, 0:41:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7391, loss_cls: 2.1462, loss: 2.1462, grad_norm: 2.8060 2021-03-09 08:03:05,101 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-02, eta: 1 day, 0:40:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7602, loss_cls: 2.0400, loss: 2.0400, grad_norm: 2.8070 2021-03-09 08:03:22,604 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-02, eta: 1 day, 0:40:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7523, loss_cls: 2.0742, loss: 2.0742, grad_norm: 2.8335 2021-03-09 08:03:40,105 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-02, eta: 1 day, 0:40:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5146, top5_acc: 0.7451, loss_cls: 2.1025, loss: 2.1025, grad_norm: 2.8127 2021-03-09 08:03:57,066 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-02, eta: 1 day, 0:40:00, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5187, top5_acc: 0.7526, loss_cls: 2.0952, loss: 2.0952, grad_norm: 2.8321 2021-03-09 08:03:57,805 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-09 08:04:32,454 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 08:04:33,131 - mmaction - INFO - top1_acc 0.5721 top5_acc 0.8113 2021-03-09 08:04:33,131 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 08:04:33,158 - mmaction - INFO - mean_acc 0.5720 2021-03-09 08:04:33,165 - mmaction - INFO - Epoch(val) [45][940] top1_acc: 0.5721, top5_acc: 0.8113, mean_class_accuracy: 0.5720 2021-03-09 08:05:17,841 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-02, eta: 1 day, 0:40:44, time: 2.233, data_time: 1.315, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7656, loss_cls: 1.9920, loss: 1.9920, grad_norm: 2.8536 2021-03-09 08:05:35,407 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-02, eta: 1 day, 0:40:25, time: 0.879, data_time: 0.005, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7555, loss_cls: 2.0790, loss: 2.0790, grad_norm: 2.8256 2021-03-09 08:05:52,930 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-02, eta: 1 day, 0:40:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7496, loss_cls: 2.0355, loss: 2.0355, grad_norm: 2.7990 2021-03-09 08:06:10,438 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-02, eta: 1 day, 0:39:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7570, loss_cls: 2.0545, loss: 2.0545, grad_norm: 2.8070 2021-03-09 08:06:27,956 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-02, eta: 1 day, 0:39:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7586, loss_cls: 2.0398, loss: 2.0398, grad_norm: 2.8069 2021-03-09 08:06:45,459 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-02, eta: 1 day, 0:39:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7697, loss_cls: 2.0021, loss: 2.0021, grad_norm: 2.8292 2021-03-09 08:07:02,970 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-02, eta: 1 day, 0:38:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7561, loss_cls: 2.0360, loss: 2.0360, grad_norm: 2.7988 2021-03-09 08:07:20,474 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-02, eta: 1 day, 0:38:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7604, loss_cls: 2.0615, loss: 2.0615, grad_norm: 2.8359 2021-03-09 08:07:37,996 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-02, eta: 1 day, 0:38:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7584, loss_cls: 2.0820, loss: 2.0820, grad_norm: 2.8829 2021-03-09 08:07:55,513 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-02, eta: 1 day, 0:37:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7477, loss_cls: 2.1070, loss: 2.1070, grad_norm: 2.7875 2021-03-09 08:08:13,014 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-02, eta: 1 day, 0:37:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7537, loss_cls: 2.0474, loss: 2.0474, grad_norm: 2.7491 2021-03-09 08:08:30,518 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-02, eta: 1 day, 0:37:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7496, loss_cls: 2.0854, loss: 2.0854, grad_norm: 2.7739 2021-03-09 08:08:48,028 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-02, eta: 1 day, 0:36:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7562, loss_cls: 2.0682, loss: 2.0682, grad_norm: 2.8126 2021-03-09 08:09:05,522 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-02, eta: 1 day, 0:36:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7570, loss_cls: 2.0612, loss: 2.0612, grad_norm: 2.8448 2021-03-09 08:09:23,036 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-02, eta: 1 day, 0:36:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7539, loss_cls: 2.0668, loss: 2.0668, grad_norm: 2.8837 2021-03-09 08:09:40,581 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-02, eta: 1 day, 0:35:57, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7473, loss_cls: 2.0947, loss: 2.0947, grad_norm: 2.7416 2021-03-09 08:09:58,089 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-02, eta: 1 day, 0:35:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7572, loss_cls: 2.0348, loss: 2.0348, grad_norm: 2.8211 2021-03-09 08:10:15,602 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-02, eta: 1 day, 0:35:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7600, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.8050 2021-03-09 08:10:33,123 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-02, eta: 1 day, 0:35:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7561, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.8117 2021-03-09 08:10:50,627 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-02, eta: 1 day, 0:34:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7588, loss_cls: 2.0378, loss: 2.0378, grad_norm: 2.8034 2021-03-09 08:11:08,143 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-02, eta: 1 day, 0:34:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7598, loss_cls: 2.0206, loss: 2.0206, grad_norm: 2.7439 2021-03-09 08:11:25,650 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-02, eta: 1 day, 0:34:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7549, loss_cls: 2.1080, loss: 2.1080, grad_norm: 2.7885 2021-03-09 08:11:43,168 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-02, eta: 1 day, 0:33:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7561, loss_cls: 2.0409, loss: 2.0409, grad_norm: 2.8466 2021-03-09 08:12:00,677 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-02, eta: 1 day, 0:33:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7500, loss_cls: 2.0668, loss: 2.0668, grad_norm: 2.8177 2021-03-09 08:12:18,172 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-02, eta: 1 day, 0:33:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7436, loss_cls: 2.0978, loss: 2.0978, grad_norm: 2.8251 2021-03-09 08:12:35,691 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-02, eta: 1 day, 0:32:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7596, loss_cls: 2.0521, loss: 2.0521, grad_norm: 2.8327 2021-03-09 08:12:53,193 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-02, eta: 1 day, 0:32:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7645, loss_cls: 2.0271, loss: 2.0271, grad_norm: 2.8246 2021-03-09 08:13:10,722 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-02, eta: 1 day, 0:32:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7584, loss_cls: 2.0222, loss: 2.0222, grad_norm: 2.7179 2021-03-09 08:13:28,237 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-02, eta: 1 day, 0:31:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7439, loss_cls: 2.1042, loss: 2.1042, grad_norm: 2.8430 2021-03-09 08:13:45,764 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-02, eta: 1 day, 0:31:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5129, top5_acc: 0.7461, loss_cls: 2.1048, loss: 2.1048, grad_norm: 2.8154 2021-03-09 08:14:03,291 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-02, eta: 1 day, 0:31:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7639, loss_cls: 2.0581, loss: 2.0581, grad_norm: 2.8257 2021-03-09 08:14:20,801 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-02, eta: 1 day, 0:30:51, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7555, loss_cls: 2.0752, loss: 2.0752, grad_norm: 2.8689 2021-03-09 08:14:38,298 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-02, eta: 1 day, 0:30:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5119, top5_acc: 0.7430, loss_cls: 2.1373, loss: 2.1373, grad_norm: 2.8334 2021-03-09 08:14:55,815 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-02, eta: 1 day, 0:30:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7533, loss_cls: 2.0744, loss: 2.0744, grad_norm: 2.8181 2021-03-09 08:15:13,338 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-02, eta: 1 day, 0:29:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7527, loss_cls: 2.0570, loss: 2.0570, grad_norm: 2.7671 2021-03-09 08:15:30,857 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-02, eta: 1 day, 0:29:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7572, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.7713 2021-03-09 08:15:48,364 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-02, eta: 1 day, 0:29:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7508, loss_cls: 2.0983, loss: 2.0983, grad_norm: 2.8024 2021-03-09 08:16:05,884 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-02, eta: 1 day, 0:28:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7568, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.8401 2021-03-09 08:16:23,399 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-02, eta: 1 day, 0:28:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7492, loss_cls: 2.0919, loss: 2.0919, grad_norm: 2.8310 2021-03-09 08:16:40,909 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-02, eta: 1 day, 0:28:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7459, loss_cls: 2.0849, loss: 2.0849, grad_norm: 2.7896 2021-03-09 08:16:58,429 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-02, eta: 1 day, 0:27:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7500, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.7881 2021-03-09 08:17:15,957 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-02, eta: 1 day, 0:27:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7504, loss_cls: 2.0682, loss: 2.0682, grad_norm: 2.8033 2021-03-09 08:17:33,461 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-02, eta: 1 day, 0:27:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7531, loss_cls: 2.0661, loss: 2.0661, grad_norm: 2.7754 2021-03-09 08:17:50,980 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-02, eta: 1 day, 0:27:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7576, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.7741 2021-03-09 08:18:08,504 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-02, eta: 1 day, 0:26:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7490, loss_cls: 2.0653, loss: 2.0653, grad_norm: 2.7423 2021-03-09 08:18:26,035 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-02, eta: 1 day, 0:26:24, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5236, top5_acc: 0.7500, loss_cls: 2.0577, loss: 2.0577, grad_norm: 2.8004 2021-03-09 08:18:43,018 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-02, eta: 1 day, 0:26:04, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5138, top5_acc: 0.7480, loss_cls: 2.1144, loss: 2.1144, grad_norm: 2.8146 2021-03-09 08:18:43,915 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-09 08:19:20,161 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-02, eta: 1 day, 0:26:22, time: 1.693, data_time: 0.808, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7580, loss_cls: 2.0498, loss: 2.0498, grad_norm: 2.8629 2021-03-09 08:19:37,695 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-02, eta: 1 day, 0:26:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7553, loss_cls: 2.0509, loss: 2.0509, grad_norm: 2.8438 2021-03-09 08:19:55,228 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-02, eta: 1 day, 0:25:43, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7459, loss_cls: 2.0891, loss: 2.0891, grad_norm: 2.8598 2021-03-09 08:20:12,758 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-02, eta: 1 day, 0:25:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7576, loss_cls: 2.0611, loss: 2.0611, grad_norm: 2.7895 2021-03-09 08:20:30,277 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-02, eta: 1 day, 0:25:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7555, loss_cls: 2.0595, loss: 2.0595, grad_norm: 2.8097 2021-03-09 08:20:47,794 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-02, eta: 1 day, 0:24:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7529, loss_cls: 2.0814, loss: 2.0814, grad_norm: 2.8085 2021-03-09 08:21:05,301 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-02, eta: 1 day, 0:24:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7578, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.7708 2021-03-09 08:21:22,825 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-02, eta: 1 day, 0:24:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7598, loss_cls: 2.0363, loss: 2.0363, grad_norm: 2.8299 2021-03-09 08:21:40,341 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-02, eta: 1 day, 0:23:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7674, loss_cls: 2.0052, loss: 2.0052, grad_norm: 2.7996 2021-03-09 08:21:57,847 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-02, eta: 1 day, 0:23:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7449, loss_cls: 2.0731, loss: 2.0731, grad_norm: 2.8073 2021-03-09 08:22:15,350 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-02, eta: 1 day, 0:23:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7543, loss_cls: 2.0827, loss: 2.0827, grad_norm: 2.8406 2021-03-09 08:22:32,853 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-02, eta: 1 day, 0:22:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7650, loss_cls: 1.9859, loss: 1.9859, grad_norm: 2.7755 2021-03-09 08:22:50,357 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-02, eta: 1 day, 0:22:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7525, loss_cls: 2.0924, loss: 2.0924, grad_norm: 2.8364 2021-03-09 08:23:07,877 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-02, eta: 1 day, 0:22:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7539, loss_cls: 2.0719, loss: 2.0719, grad_norm: 2.7980 2021-03-09 08:23:25,382 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-02, eta: 1 day, 0:21:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7631, loss_cls: 2.0267, loss: 2.0267, grad_norm: 2.7928 2021-03-09 08:23:42,883 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-02, eta: 1 day, 0:21:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7586, loss_cls: 2.0367, loss: 2.0367, grad_norm: 2.8165 2021-03-09 08:24:00,397 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-02, eta: 1 day, 0:21:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7723, loss_cls: 1.9775, loss: 1.9775, grad_norm: 2.8208 2021-03-09 08:24:17,912 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-02, eta: 1 day, 0:20:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7443, loss_cls: 2.0968, loss: 2.0968, grad_norm: 2.8545 2021-03-09 08:24:35,431 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-02, eta: 1 day, 0:20:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5143, top5_acc: 0.7420, loss_cls: 2.1097, loss: 2.1097, grad_norm: 2.7852 2021-03-09 08:24:52,947 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-02, eta: 1 day, 0:20:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7658, loss_cls: 2.0113, loss: 2.0113, grad_norm: 2.8708 2021-03-09 08:25:10,459 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-02, eta: 1 day, 0:20:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7459, loss_cls: 2.0945, loss: 2.0945, grad_norm: 2.8625 2021-03-09 08:25:27,969 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-02, eta: 1 day, 0:19:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7480, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.8477 2021-03-09 08:25:45,488 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-02, eta: 1 day, 0:19:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7520, loss_cls: 2.0406, loss: 2.0406, grad_norm: 2.7362 2021-03-09 08:26:03,002 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-02, eta: 1 day, 0:19:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7590, loss_cls: 2.0594, loss: 2.0594, grad_norm: 2.8689 2021-03-09 08:26:20,507 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-02, eta: 1 day, 0:18:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7467, loss_cls: 2.0771, loss: 2.0771, grad_norm: 2.8497 2021-03-09 08:26:38,013 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-02, eta: 1 day, 0:18:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7553, loss_cls: 2.0584, loss: 2.0584, grad_norm: 2.8189 2021-03-09 08:26:55,549 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-02, eta: 1 day, 0:18:05, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7646, loss_cls: 2.0363, loss: 2.0363, grad_norm: 2.8051 2021-03-09 08:27:13,050 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-02, eta: 1 day, 0:17:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7545, loss_cls: 2.0524, loss: 2.0524, grad_norm: 2.7776 2021-03-09 08:27:30,556 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-02, eta: 1 day, 0:17:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5225, top5_acc: 0.7562, loss_cls: 2.0363, loss: 2.0363, grad_norm: 2.7521 2021-03-09 08:27:48,053 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-02, eta: 1 day, 0:17:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7549, loss_cls: 2.0635, loss: 2.0635, grad_norm: 2.8038 2021-03-09 08:28:05,586 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-02, eta: 1 day, 0:16:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7516, loss_cls: 2.0780, loss: 2.0780, grad_norm: 2.8624 2021-03-09 08:28:23,094 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-02, eta: 1 day, 0:16:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7541, loss_cls: 2.0449, loss: 2.0449, grad_norm: 2.8237 2021-03-09 08:28:40,601 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-02, eta: 1 day, 0:16:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7613, loss_cls: 2.0343, loss: 2.0343, grad_norm: 2.8426 2021-03-09 08:28:58,100 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-02, eta: 1 day, 0:15:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7543, loss_cls: 2.0600, loss: 2.0600, grad_norm: 2.7792 2021-03-09 08:29:15,613 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-02, eta: 1 day, 0:15:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7484, loss_cls: 2.0716, loss: 2.0716, grad_norm: 2.8261 2021-03-09 08:29:33,113 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-02, eta: 1 day, 0:15:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5184, top5_acc: 0.7480, loss_cls: 2.0816, loss: 2.0816, grad_norm: 2.8389 2021-03-09 08:29:50,643 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-02, eta: 1 day, 0:14:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7508, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.8118 2021-03-09 08:30:08,166 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-02, eta: 1 day, 0:14:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7531, loss_cls: 2.0595, loss: 2.0595, grad_norm: 2.7627 2021-03-09 08:30:25,668 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-02, eta: 1 day, 0:14:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7562, loss_cls: 2.0533, loss: 2.0533, grad_norm: 2.7226 2021-03-09 08:30:43,159 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-02, eta: 1 day, 0:13:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7441, loss_cls: 2.0712, loss: 2.0712, grad_norm: 2.8309 2021-03-09 08:31:00,659 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-02, eta: 1 day, 0:13:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7469, loss_cls: 2.1044, loss: 2.1044, grad_norm: 2.7887 2021-03-09 08:31:18,169 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-02, eta: 1 day, 0:13:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7543, loss_cls: 2.0868, loss: 2.0868, grad_norm: 2.8262 2021-03-09 08:31:35,673 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-02, eta: 1 day, 0:13:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7547, loss_cls: 2.0633, loss: 2.0633, grad_norm: 2.8088 2021-03-09 08:31:53,199 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-02, eta: 1 day, 0:12:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5193, top5_acc: 0.7520, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.8093 2021-03-09 08:32:10,720 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-02, eta: 1 day, 0:12:22, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7584, loss_cls: 2.0238, loss: 2.0238, grad_norm: 2.7635 2021-03-09 08:32:28,254 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-02, eta: 1 day, 0:12:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7588, loss_cls: 2.0130, loss: 2.0130, grad_norm: 2.7266 2021-03-09 08:32:45,249 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-02, eta: 1 day, 0:11:43, time: 0.850, data_time: 0.001, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7530, loss_cls: 2.0824, loss: 2.0824, grad_norm: 2.8524 2021-03-09 08:32:45,859 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-09 08:33:23,213 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-02, eta: 1 day, 0:12:06, time: 1.844, data_time: 0.967, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7602, loss_cls: 2.0533, loss: 2.0533, grad_norm: 2.8838 2021-03-09 08:33:40,760 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-02, eta: 1 day, 0:11:47, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7523, loss_cls: 2.0588, loss: 2.0588, grad_norm: 2.8517 2021-03-09 08:33:58,292 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-02, eta: 1 day, 0:11:28, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7672, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.8509 2021-03-09 08:34:15,800 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-02, eta: 1 day, 0:11:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7510, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.7626 2021-03-09 08:34:33,325 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-02, eta: 1 day, 0:10:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7664, loss_cls: 1.9968, loss: 1.9968, grad_norm: 2.7609 2021-03-09 08:34:50,841 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-02, eta: 1 day, 0:10:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7506, loss_cls: 2.0509, loss: 2.0509, grad_norm: 2.8865 2021-03-09 08:35:08,356 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-02, eta: 1 day, 0:10:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7627, loss_cls: 2.0251, loss: 2.0251, grad_norm: 2.8258 2021-03-09 08:35:25,866 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-02, eta: 1 day, 0:09:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7611, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.8168 2021-03-09 08:35:43,384 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-02, eta: 1 day, 0:09:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7584, loss_cls: 2.0260, loss: 2.0260, grad_norm: 2.7962 2021-03-09 08:36:00,889 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-02, eta: 1 day, 0:09:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7654, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.7790 2021-03-09 08:36:18,409 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-02, eta: 1 day, 0:08:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7492, loss_cls: 2.0830, loss: 2.0830, grad_norm: 2.8606 2021-03-09 08:36:35,924 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-02, eta: 1 day, 0:08:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7584, loss_cls: 2.0379, loss: 2.0379, grad_norm: 2.8615 2021-03-09 08:36:53,439 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-02, eta: 1 day, 0:08:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7426, loss_cls: 2.0876, loss: 2.0876, grad_norm: 2.8350 2021-03-09 08:37:10,943 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-02, eta: 1 day, 0:07:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7586, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.7879 2021-03-09 08:37:28,453 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-02, eta: 1 day, 0:07:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7547, loss_cls: 2.0263, loss: 2.0263, grad_norm: 2.8323 2021-03-09 08:37:45,965 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-02, eta: 1 day, 0:07:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7621, loss_cls: 2.0256, loss: 2.0256, grad_norm: 2.8345 2021-03-09 08:38:03,478 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-02, eta: 1 day, 0:07:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7510, loss_cls: 2.0763, loss: 2.0763, grad_norm: 2.8705 2021-03-09 08:38:20,976 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-02, eta: 1 day, 0:06:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7537, loss_cls: 2.0852, loss: 2.0852, grad_norm: 2.8340 2021-03-09 08:38:38,481 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-02, eta: 1 day, 0:06:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5088, top5_acc: 0.7566, loss_cls: 2.0823, loss: 2.0823, grad_norm: 2.8257 2021-03-09 08:38:55,985 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-02, eta: 1 day, 0:06:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7580, loss_cls: 2.0159, loss: 2.0159, grad_norm: 2.8222 2021-03-09 08:39:13,474 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-02, eta: 1 day, 0:05:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5186, top5_acc: 0.7512, loss_cls: 2.1041, loss: 2.1041, grad_norm: 2.7543 2021-03-09 08:39:30,976 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-02, eta: 1 day, 0:05:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7643, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.7571 2021-03-09 08:39:48,483 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-02, eta: 1 day, 0:05:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7459, loss_cls: 2.1058, loss: 2.1058, grad_norm: 2.7730 2021-03-09 08:40:05,984 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-02, eta: 1 day, 0:04:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7596, loss_cls: 2.0464, loss: 2.0464, grad_norm: 2.8071 2021-03-09 08:40:23,496 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-02, eta: 1 day, 0:04:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7490, loss_cls: 2.0752, loss: 2.0752, grad_norm: 2.7669 2021-03-09 08:40:40,989 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-02, eta: 1 day, 0:04:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5158, top5_acc: 0.7516, loss_cls: 2.0904, loss: 2.0904, grad_norm: 2.8579 2021-03-09 08:40:58,513 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-02, eta: 1 day, 0:03:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7520, loss_cls: 2.0634, loss: 2.0634, grad_norm: 2.7868 2021-03-09 08:41:16,012 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-02, eta: 1 day, 0:03:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7482, loss_cls: 2.1012, loss: 2.1012, grad_norm: 2.8751 2021-03-09 08:41:33,517 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-02, eta: 1 day, 0:03:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5137, top5_acc: 0.7549, loss_cls: 2.1028, loss: 2.1028, grad_norm: 2.8456 2021-03-09 08:41:51,033 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-02, eta: 1 day, 0:02:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5135, top5_acc: 0.7455, loss_cls: 2.0988, loss: 2.0988, grad_norm: 2.8448 2021-03-09 08:42:08,563 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-02, eta: 1 day, 0:02:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7520, loss_cls: 2.1031, loss: 2.1031, grad_norm: 2.7788 2021-03-09 08:42:26,072 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-02, eta: 1 day, 0:02:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7639, loss_cls: 2.0425, loss: 2.0425, grad_norm: 2.8511 2021-03-09 08:42:43,573 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-02, eta: 1 day, 0:01:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7520, loss_cls: 2.0890, loss: 2.0890, grad_norm: 2.8087 2021-03-09 08:43:01,090 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-02, eta: 1 day, 0:01:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7629, loss_cls: 2.0255, loss: 2.0255, grad_norm: 2.8202 2021-03-09 08:43:18,592 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-02, eta: 1 day, 0:01:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7484, loss_cls: 2.0905, loss: 2.0905, grad_norm: 2.8456 2021-03-09 08:43:36,110 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-02, eta: 1 day, 0:00:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7494, loss_cls: 2.1141, loss: 2.1141, grad_norm: 2.7713 2021-03-09 08:43:53,626 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-02, eta: 1 day, 0:00:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7555, loss_cls: 2.0477, loss: 2.0477, grad_norm: 2.7671 2021-03-09 08:44:11,130 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-02, eta: 1 day, 0:00:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7561, loss_cls: 2.0594, loss: 2.0594, grad_norm: 2.7744 2021-03-09 08:44:28,620 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-02, eta: 1 day, 0:00:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7594, loss_cls: 2.0226, loss: 2.0226, grad_norm: 2.7999 2021-03-09 08:44:46,161 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-02, eta: 23:59:43, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7512, loss_cls: 2.0764, loss: 2.0764, grad_norm: 2.8384 2021-03-09 08:45:03,683 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-02, eta: 23:59:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7557, loss_cls: 2.0741, loss: 2.0741, grad_norm: 2.8387 2021-03-09 08:45:21,184 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-02, eta: 23:59:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7570, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.8105 2021-03-09 08:45:38,697 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-02, eta: 23:58:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5150, top5_acc: 0.7453, loss_cls: 2.1187, loss: 2.1187, grad_norm: 2.8439 2021-03-09 08:45:56,204 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-02, eta: 23:58:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7561, loss_cls: 2.0504, loss: 2.0504, grad_norm: 2.7769 2021-03-09 08:46:13,712 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-02, eta: 23:58:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7482, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.8482 2021-03-09 08:46:31,215 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-02, eta: 23:57:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7516, loss_cls: 2.0681, loss: 2.0681, grad_norm: 2.7995 2021-03-09 08:46:48,173 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-02, eta: 23:57:29, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5300, top5_acc: 0.7561, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.8181 2021-03-09 08:46:48,853 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-09 08:47:27,287 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-02, eta: 23:57:53, time: 1.897, data_time: 1.008, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7637, loss_cls: 2.0240, loss: 2.0240, grad_norm: 2.8352 2021-03-09 08:47:44,803 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-02, eta: 23:57:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7488, loss_cls: 2.0989, loss: 2.0989, grad_norm: 2.8032 2021-03-09 08:48:02,329 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-02, eta: 23:57:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7619, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.7865 2021-03-09 08:48:19,847 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-02, eta: 23:56:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7617, loss_cls: 2.0248, loss: 2.0248, grad_norm: 2.7751 2021-03-09 08:48:37,365 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-02, eta: 23:56:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7553, loss_cls: 2.0359, loss: 2.0359, grad_norm: 2.8551 2021-03-09 08:48:54,885 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-02, eta: 23:56:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7500, loss_cls: 2.0487, loss: 2.0487, grad_norm: 2.8002 2021-03-09 08:49:12,398 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-02, eta: 23:55:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7555, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.8318 2021-03-09 08:49:29,912 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-02, eta: 23:55:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7629, loss_cls: 1.9827, loss: 1.9827, grad_norm: 2.7500 2021-03-09 08:49:47,424 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-02, eta: 23:55:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7580, loss_cls: 2.0372, loss: 2.0372, grad_norm: 2.8293 2021-03-09 08:50:04,946 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-02, eta: 23:55:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7541, loss_cls: 2.0479, loss: 2.0479, grad_norm: 2.8131 2021-03-09 08:50:22,459 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-02, eta: 23:54:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7598, loss_cls: 2.0604, loss: 2.0604, grad_norm: 2.7807 2021-03-09 08:50:39,987 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-02, eta: 23:54:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7609, loss_cls: 2.0245, loss: 2.0245, grad_norm: 2.7893 2021-03-09 08:50:57,504 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-02, eta: 23:54:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5170, top5_acc: 0.7463, loss_cls: 2.1020, loss: 2.1020, grad_norm: 2.8150 2021-03-09 08:51:15,027 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-02, eta: 23:53:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7699, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8147 2021-03-09 08:51:32,561 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-02, eta: 23:53:27, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7543, loss_cls: 2.0402, loss: 2.0402, grad_norm: 2.8388 2021-03-09 08:51:50,067 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-02, eta: 23:53:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7580, loss_cls: 2.0462, loss: 2.0462, grad_norm: 2.8117 2021-03-09 08:52:07,581 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-02, eta: 23:52:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5232, top5_acc: 0.7547, loss_cls: 2.0567, loss: 2.0567, grad_norm: 2.8376 2021-03-09 08:52:25,097 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-02, eta: 23:52:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7590, loss_cls: 2.0185, loss: 2.0185, grad_norm: 2.7578 2021-03-09 08:52:42,609 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-02, eta: 23:52:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7465, loss_cls: 2.1019, loss: 2.1019, grad_norm: 2.8583 2021-03-09 08:53:00,120 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-02, eta: 23:51:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7607, loss_cls: 2.0092, loss: 2.0092, grad_norm: 2.8200 2021-03-09 08:53:17,630 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-02, eta: 23:51:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7496, loss_cls: 2.0892, loss: 2.0892, grad_norm: 2.8548 2021-03-09 08:53:35,151 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-02, eta: 23:51:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7660, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.8538 2021-03-09 08:53:52,653 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-02, eta: 23:50:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7527, loss_cls: 2.0434, loss: 2.0434, grad_norm: 2.8117 2021-03-09 08:54:10,161 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-02, eta: 23:50:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7529, loss_cls: 2.0730, loss: 2.0730, grad_norm: 2.8132 2021-03-09 08:54:27,676 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-02, eta: 23:50:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7537, loss_cls: 2.0961, loss: 2.0961, grad_norm: 2.8657 2021-03-09 08:54:45,198 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-02, eta: 23:49:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7545, loss_cls: 2.0570, loss: 2.0570, grad_norm: 2.7957 2021-03-09 08:55:02,706 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-02, eta: 23:49:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7639, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.7990 2021-03-09 08:55:20,207 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-02, eta: 23:49:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7576, loss_cls: 2.0645, loss: 2.0645, grad_norm: 2.7688 2021-03-09 08:55:37,727 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-02, eta: 23:49:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7539, loss_cls: 2.0597, loss: 2.0597, grad_norm: 2.8421 2021-03-09 08:55:55,247 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-02, eta: 23:48:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7539, loss_cls: 2.0517, loss: 2.0517, grad_norm: 2.8188 2021-03-09 08:56:12,775 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-02, eta: 23:48:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7482, loss_cls: 2.0658, loss: 2.0658, grad_norm: 2.7727 2021-03-09 08:56:30,306 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-02, eta: 23:48:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7545, loss_cls: 2.0722, loss: 2.0722, grad_norm: 2.8574 2021-03-09 08:56:47,819 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-02, eta: 23:47:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5166, top5_acc: 0.7479, loss_cls: 2.0998, loss: 2.0998, grad_norm: 2.7985 2021-03-09 08:57:05,322 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-02, eta: 23:47:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7621, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.7695 2021-03-09 08:57:22,830 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-02, eta: 23:47:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7512, loss_cls: 2.0605, loss: 2.0605, grad_norm: 2.8347 2021-03-09 08:57:40,333 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-02, eta: 23:46:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7486, loss_cls: 2.0705, loss: 2.0705, grad_norm: 2.8145 2021-03-09 08:57:57,833 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-02, eta: 23:46:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7578, loss_cls: 2.0422, loss: 2.0422, grad_norm: 2.7924 2021-03-09 08:58:15,343 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-02, eta: 23:46:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7574, loss_cls: 2.0415, loss: 2.0415, grad_norm: 2.7267 2021-03-09 08:58:32,863 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-02, eta: 23:45:51, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7604, loss_cls: 2.0275, loss: 2.0275, grad_norm: 2.8343 2021-03-09 08:58:50,380 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-02, eta: 23:45:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7613, loss_cls: 2.0422, loss: 2.0422, grad_norm: 2.8126 2021-03-09 08:59:07,875 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-02, eta: 23:45:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5096, top5_acc: 0.7391, loss_cls: 2.1310, loss: 2.1310, grad_norm: 2.8690 2021-03-09 08:59:25,386 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-02, eta: 23:44:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7637, loss_cls: 2.0214, loss: 2.0214, grad_norm: 2.8488 2021-03-09 08:59:42,888 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-02, eta: 23:44:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7590, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.8127 2021-03-09 09:00:00,400 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-02, eta: 23:44:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7635, loss_cls: 2.0377, loss: 2.0377, grad_norm: 2.8509 2021-03-09 09:00:17,892 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-02, eta: 23:43:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5174, top5_acc: 0.7346, loss_cls: 2.1406, loss: 2.1406, grad_norm: 2.8283 2021-03-09 09:00:35,389 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-02, eta: 23:43:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5176, top5_acc: 0.7494, loss_cls: 2.0981, loss: 2.0981, grad_norm: 2.7931 2021-03-09 09:00:52,390 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-02, eta: 23:43:18, time: 0.850, data_time: 0.000, memory: 8896, top1_acc: 0.5231, top5_acc: 0.7394, loss_cls: 2.1054, loss: 2.1054, grad_norm: 2.7626 2021-03-09 09:00:53,139 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-09 09:01:29,164 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-02, eta: 23:43:36, time: 1.777, data_time: 0.891, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7598, loss_cls: 2.0463, loss: 2.0463, grad_norm: 2.8065 2021-03-09 09:01:46,711 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-02, eta: 23:43:17, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7596, loss_cls: 2.0265, loss: 2.0265, grad_norm: 2.8606 2021-03-09 09:02:04,230 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-02, eta: 23:42:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7574, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.8098 2021-03-09 09:02:21,762 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-02, eta: 23:42:40, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7537, loss_cls: 2.0355, loss: 2.0355, grad_norm: 2.7929 2021-03-09 09:02:39,272 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-02, eta: 23:42:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7574, loss_cls: 2.0261, loss: 2.0261, grad_norm: 2.7874 2021-03-09 09:02:56,784 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-02, eta: 23:42:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7500, loss_cls: 2.0889, loss: 2.0889, grad_norm: 2.9029 2021-03-09 09:03:14,298 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-02, eta: 23:41:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7590, loss_cls: 2.0299, loss: 2.0299, grad_norm: 2.7788 2021-03-09 09:03:31,819 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-02, eta: 23:41:24, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7604, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.8153 2021-03-09 09:03:49,332 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-02, eta: 23:41:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7557, loss_cls: 2.0374, loss: 2.0374, grad_norm: 2.8603 2021-03-09 09:04:06,844 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-02, eta: 23:40:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7676, loss_cls: 2.0077, loss: 2.0077, grad_norm: 2.8459 2021-03-09 09:04:24,371 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-02, eta: 23:40:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7494, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.8544 2021-03-09 09:04:41,865 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-02, eta: 23:40:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7518, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.7507 2021-03-09 09:04:59,374 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-02, eta: 23:39:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7535, loss_cls: 2.0837, loss: 2.0837, grad_norm: 2.7932 2021-03-09 09:05:16,883 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-02, eta: 23:39:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7623, loss_cls: 2.0099, loss: 2.0099, grad_norm: 2.7426 2021-03-09 09:05:34,384 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-02, eta: 23:39:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7471, loss_cls: 2.0828, loss: 2.0828, grad_norm: 2.8372 2021-03-09 09:05:51,891 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-02, eta: 23:38:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7582, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.8247 2021-03-09 09:06:09,416 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-02, eta: 23:38:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7523, loss_cls: 2.0131, loss: 2.0131, grad_norm: 2.7564 2021-03-09 09:06:26,928 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-02, eta: 23:38:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7564, loss_cls: 2.0424, loss: 2.0424, grad_norm: 2.7901 2021-03-09 09:06:44,428 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-02, eta: 23:37:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7615, loss_cls: 2.0055, loss: 2.0055, grad_norm: 2.8255 2021-03-09 09:07:01,940 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-02, eta: 23:37:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7537, loss_cls: 2.0642, loss: 2.0642, grad_norm: 2.8568 2021-03-09 09:07:19,435 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-02, eta: 23:37:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7613, loss_cls: 2.0254, loss: 2.0254, grad_norm: 2.8445 2021-03-09 09:07:36,952 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-02, eta: 23:36:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7553, loss_cls: 2.0486, loss: 2.0486, grad_norm: 2.8565 2021-03-09 09:07:54,452 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-02, eta: 23:36:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7604, loss_cls: 2.0306, loss: 2.0306, grad_norm: 2.8092 2021-03-09 09:08:11,975 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-02, eta: 23:36:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7605, loss_cls: 2.0268, loss: 2.0268, grad_norm: 2.7562 2021-03-09 09:08:29,496 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-02, eta: 23:36:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7633, loss_cls: 2.0176, loss: 2.0176, grad_norm: 2.7840 2021-03-09 09:08:47,011 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-02, eta: 23:35:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7611, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.8445 2021-03-09 09:09:04,509 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-02, eta: 23:35:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7559, loss_cls: 2.0667, loss: 2.0667, grad_norm: 2.8081 2021-03-09 09:09:22,013 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-02, eta: 23:35:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7658, loss_cls: 2.0090, loss: 2.0090, grad_norm: 2.7963 2021-03-09 09:09:39,510 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-02, eta: 23:34:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7482, loss_cls: 2.0872, loss: 2.0872, grad_norm: 2.7896 2021-03-09 09:09:57,020 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-02, eta: 23:34:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7742, loss_cls: 1.9908, loss: 1.9908, grad_norm: 2.8407 2021-03-09 09:10:14,537 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-02, eta: 23:34:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7479, loss_cls: 2.0896, loss: 2.0896, grad_norm: 2.8568 2021-03-09 09:10:32,054 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-02, eta: 23:33:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7432, loss_cls: 2.0832, loss: 2.0832, grad_norm: 2.7631 2021-03-09 09:10:49,574 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-02, eta: 23:33:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7590, loss_cls: 2.0331, loss: 2.0331, grad_norm: 2.7850 2021-03-09 09:11:07,072 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-02, eta: 23:33:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7484, loss_cls: 2.0625, loss: 2.0625, grad_norm: 2.8235 2021-03-09 09:11:24,603 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-02, eta: 23:32:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7602, loss_cls: 2.0285, loss: 2.0285, grad_norm: 2.8260 2021-03-09 09:11:42,115 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-02, eta: 23:32:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5156, top5_acc: 0.7545, loss_cls: 2.0783, loss: 2.0783, grad_norm: 2.8589 2021-03-09 09:11:59,644 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-02, eta: 23:32:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7592, loss_cls: 2.0545, loss: 2.0545, grad_norm: 2.8707 2021-03-09 09:12:17,169 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-02, eta: 23:31:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7514, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.8473 2021-03-09 09:12:34,697 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-02, eta: 23:31:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7449, loss_cls: 2.0814, loss: 2.0814, grad_norm: 2.8347 2021-03-09 09:12:52,215 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-02, eta: 23:31:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7623, loss_cls: 1.9975, loss: 1.9975, grad_norm: 2.7593 2021-03-09 09:13:09,742 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-02, eta: 23:30:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7512, loss_cls: 2.0787, loss: 2.0787, grad_norm: 2.8189 2021-03-09 09:13:27,256 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-02, eta: 23:30:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7520, loss_cls: 2.0572, loss: 2.0572, grad_norm: 2.8255 2021-03-09 09:13:44,773 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-02, eta: 23:30:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7596, loss_cls: 2.0466, loss: 2.0466, grad_norm: 2.7929 2021-03-09 09:14:02,294 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-02, eta: 23:30:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7592, loss_cls: 2.0202, loss: 2.0202, grad_norm: 2.7969 2021-03-09 09:14:19,811 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-02, eta: 23:29:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7557, loss_cls: 2.0478, loss: 2.0478, grad_norm: 2.7911 2021-03-09 09:14:37,320 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-02, eta: 23:29:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7506, loss_cls: 2.0794, loss: 2.0794, grad_norm: 2.8567 2021-03-09 09:14:54,284 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-02, eta: 23:29:03, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7555, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8502 2021-03-09 09:14:55,055 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-09 09:15:29,079 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 09:15:29,775 - mmaction - INFO - top1_acc 0.5804 top5_acc 0.8112 2021-03-09 09:15:29,778 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 09:15:29,805 - mmaction - INFO - mean_acc 0.5803 2021-03-09 09:15:29,812 - mmaction - INFO - Epoch(val) [50][940] top1_acc: 0.5804, top5_acc: 0.8112, mean_class_accuracy: 0.5803 2021-03-09 09:16:17,577 - mmaction - INFO - Epoch [51][20/940] lr: 4.000e-02, eta: 23:29:44, time: 2.388, data_time: 1.499, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7633, loss_cls: 2.0000, loss: 2.0000, grad_norm: 2.7970 2021-03-09 09:16:35,124 - mmaction - INFO - Epoch [51][40/940] lr: 4.000e-02, eta: 23:29:26, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7621, loss_cls: 2.0093, loss: 2.0093, grad_norm: 2.7898 2021-03-09 09:16:52,646 - mmaction - INFO - Epoch [51][60/940] lr: 4.000e-02, eta: 23:29:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7600, loss_cls: 1.9913, loss: 1.9913, grad_norm: 2.8077 2021-03-09 09:17:10,158 - mmaction - INFO - Epoch [51][80/940] lr: 4.000e-02, eta: 23:28:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7605, loss_cls: 2.0206, loss: 2.0206, grad_norm: 2.8241 2021-03-09 09:17:27,657 - mmaction - INFO - Epoch [51][100/940] lr: 4.000e-02, eta: 23:28:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7516, loss_cls: 2.0826, loss: 2.0826, grad_norm: 2.8716 2021-03-09 09:17:45,171 - mmaction - INFO - Epoch [51][120/940] lr: 4.000e-02, eta: 23:28:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7592, loss_cls: 2.0557, loss: 2.0557, grad_norm: 2.8501 2021-03-09 09:18:02,672 - mmaction - INFO - Epoch [51][140/940] lr: 4.000e-02, eta: 23:27:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7613, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.7853 2021-03-09 09:18:20,192 - mmaction - INFO - Epoch [51][160/940] lr: 4.000e-02, eta: 23:27:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7592, loss_cls: 2.0640, loss: 2.0640, grad_norm: 2.8037 2021-03-09 09:18:37,719 - mmaction - INFO - Epoch [51][180/940] lr: 4.000e-02, eta: 23:27:13, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7578, loss_cls: 2.0098, loss: 2.0098, grad_norm: 2.8012 2021-03-09 09:18:55,238 - mmaction - INFO - Epoch [51][200/940] lr: 4.000e-02, eta: 23:26:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7459, loss_cls: 2.0924, loss: 2.0924, grad_norm: 2.8670 2021-03-09 09:19:12,762 - mmaction - INFO - Epoch [51][220/940] lr: 4.000e-02, eta: 23:26:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7580, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.8019 2021-03-09 09:19:30,271 - mmaction - INFO - Epoch [51][240/940] lr: 4.000e-02, eta: 23:26:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7602, loss_cls: 2.0336, loss: 2.0336, grad_norm: 2.7941 2021-03-09 09:19:47,796 - mmaction - INFO - Epoch [51][260/940] lr: 4.000e-02, eta: 23:25:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7568, loss_cls: 2.0457, loss: 2.0457, grad_norm: 2.8538 2021-03-09 09:20:05,318 - mmaction - INFO - Epoch [51][280/940] lr: 4.000e-02, eta: 23:25:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7615, loss_cls: 2.0205, loss: 2.0205, grad_norm: 2.8482 2021-03-09 09:20:22,828 - mmaction - INFO - Epoch [51][300/940] lr: 4.000e-02, eta: 23:25:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7605, loss_cls: 2.0364, loss: 2.0364, grad_norm: 2.7641 2021-03-09 09:20:40,350 - mmaction - INFO - Epoch [51][320/940] lr: 4.000e-02, eta: 23:25:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7555, loss_cls: 2.0474, loss: 2.0474, grad_norm: 2.7991 2021-03-09 09:20:57,857 - mmaction - INFO - Epoch [51][340/940] lr: 4.000e-02, eta: 23:24:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7588, loss_cls: 2.0150, loss: 2.0150, grad_norm: 2.7894 2021-03-09 09:21:15,357 - mmaction - INFO - Epoch [51][360/940] lr: 4.000e-02, eta: 23:24:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7561, loss_cls: 2.0497, loss: 2.0497, grad_norm: 2.7864 2021-03-09 09:21:32,886 - mmaction - INFO - Epoch [51][380/940] lr: 4.000e-02, eta: 23:24:03, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7580, loss_cls: 2.0299, loss: 2.0299, grad_norm: 2.8278 2021-03-09 09:21:50,392 - mmaction - INFO - Epoch [51][400/940] lr: 4.000e-02, eta: 23:23:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7559, loss_cls: 2.0319, loss: 2.0319, grad_norm: 2.8089 2021-03-09 09:22:07,905 - mmaction - INFO - Epoch [51][420/940] lr: 4.000e-02, eta: 23:23:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7615, loss_cls: 2.0248, loss: 2.0248, grad_norm: 2.8826 2021-03-09 09:22:25,414 - mmaction - INFO - Epoch [51][440/940] lr: 4.000e-02, eta: 23:23:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7436, loss_cls: 2.1003, loss: 2.1003, grad_norm: 2.8006 2021-03-09 09:22:42,913 - mmaction - INFO - Epoch [51][460/940] lr: 4.000e-02, eta: 23:22:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7566, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.8554 2021-03-09 09:23:00,404 - mmaction - INFO - Epoch [51][480/940] lr: 4.000e-02, eta: 23:22:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7539, loss_cls: 2.0586, loss: 2.0586, grad_norm: 2.8675 2021-03-09 09:23:17,912 - mmaction - INFO - Epoch [51][500/940] lr: 4.000e-02, eta: 23:22:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7619, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.8199 2021-03-09 09:23:35,414 - mmaction - INFO - Epoch [51][520/940] lr: 4.000e-02, eta: 23:21:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5178, top5_acc: 0.7527, loss_cls: 2.1070, loss: 2.1070, grad_norm: 2.7991 2021-03-09 09:23:52,910 - mmaction - INFO - Epoch [51][540/940] lr: 4.000e-02, eta: 23:21:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7607, loss_cls: 2.0381, loss: 2.0381, grad_norm: 2.8512 2021-03-09 09:24:10,417 - mmaction - INFO - Epoch [51][560/940] lr: 4.000e-02, eta: 23:21:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7545, loss_cls: 2.0627, loss: 2.0627, grad_norm: 2.8256 2021-03-09 09:24:27,912 - mmaction - INFO - Epoch [51][580/940] lr: 4.000e-02, eta: 23:20:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7516, loss_cls: 2.0890, loss: 2.0890, grad_norm: 2.8298 2021-03-09 09:24:45,399 - mmaction - INFO - Epoch [51][600/940] lr: 4.000e-02, eta: 23:20:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7531, loss_cls: 2.0699, loss: 2.0699, grad_norm: 2.8160 2021-03-09 09:25:02,896 - mmaction - INFO - Epoch [51][620/940] lr: 4.000e-02, eta: 23:20:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7541, loss_cls: 2.0497, loss: 2.0497, grad_norm: 2.7544 2021-03-09 09:25:20,396 - mmaction - INFO - Epoch [51][640/940] lr: 4.000e-02, eta: 23:19:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7547, loss_cls: 2.0519, loss: 2.0519, grad_norm: 2.7863 2021-03-09 09:25:37,886 - mmaction - INFO - Epoch [51][660/940] lr: 4.000e-02, eta: 23:19:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7541, loss_cls: 2.0530, loss: 2.0530, grad_norm: 2.8136 2021-03-09 09:25:55,388 - mmaction - INFO - Epoch [51][680/940] lr: 4.000e-02, eta: 23:19:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7592, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.8026 2021-03-09 09:26:12,879 - mmaction - INFO - Epoch [51][700/940] lr: 4.000e-02, eta: 23:19:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7586, loss_cls: 2.0227, loss: 2.0227, grad_norm: 2.8344 2021-03-09 09:26:30,364 - mmaction - INFO - Epoch [51][720/940] lr: 4.000e-02, eta: 23:18:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7486, loss_cls: 2.0748, loss: 2.0748, grad_norm: 2.8247 2021-03-09 09:26:47,863 - mmaction - INFO - Epoch [51][740/940] lr: 4.000e-02, eta: 23:18:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5205, top5_acc: 0.7543, loss_cls: 2.0725, loss: 2.0725, grad_norm: 2.8913 2021-03-09 09:27:05,366 - mmaction - INFO - Epoch [51][760/940] lr: 4.000e-02, eta: 23:18:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7686, loss_cls: 2.0074, loss: 2.0074, grad_norm: 2.7808 2021-03-09 09:27:22,876 - mmaction - INFO - Epoch [51][780/940] lr: 4.000e-02, eta: 23:17:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7580, loss_cls: 2.0432, loss: 2.0432, grad_norm: 2.8093 2021-03-09 09:27:40,370 - mmaction - INFO - Epoch [51][800/940] lr: 4.000e-02, eta: 23:17:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5141, top5_acc: 0.7486, loss_cls: 2.1119, loss: 2.1119, grad_norm: 2.8531 2021-03-09 09:27:57,885 - mmaction - INFO - Epoch [51][820/940] lr: 4.000e-02, eta: 23:17:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7557, loss_cls: 2.0646, loss: 2.0646, grad_norm: 2.8174 2021-03-09 09:28:15,383 - mmaction - INFO - Epoch [51][840/940] lr: 4.000e-02, eta: 23:16:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7664, loss_cls: 2.0056, loss: 2.0056, grad_norm: 2.8644 2021-03-09 09:28:32,886 - mmaction - INFO - Epoch [51][860/940] lr: 4.000e-02, eta: 23:16:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7518, loss_cls: 2.0494, loss: 2.0494, grad_norm: 2.7930 2021-03-09 09:28:50,387 - mmaction - INFO - Epoch [51][880/940] lr: 4.000e-02, eta: 23:16:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7482, loss_cls: 2.0813, loss: 2.0813, grad_norm: 2.8554 2021-03-09 09:29:07,880 - mmaction - INFO - Epoch [51][900/940] lr: 4.000e-02, eta: 23:15:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5182, top5_acc: 0.7486, loss_cls: 2.0837, loss: 2.0837, grad_norm: 2.8056 2021-03-09 09:29:25,368 - mmaction - INFO - Epoch [51][920/940] lr: 4.000e-02, eta: 23:15:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7596, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.7807 2021-03-09 09:29:42,325 - mmaction - INFO - Epoch [51][940/940] lr: 4.000e-02, eta: 23:15:11, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5337, top5_acc: 0.7547, loss_cls: 2.0450, loss: 2.0450, grad_norm: 2.7502 2021-03-09 09:29:43,650 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-03-09 09:30:23,255 - mmaction - INFO - Epoch [52][20/940] lr: 4.000e-02, eta: 23:15:34, time: 1.950, data_time: 1.070, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7590, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.8309 2021-03-09 09:30:40,921 - mmaction - INFO - Epoch [52][40/940] lr: 4.000e-02, eta: 23:15:15, time: 0.883, data_time: 0.010, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7574, loss_cls: 2.0258, loss: 2.0258, grad_norm: 2.8397 2021-03-09 09:30:58,419 - mmaction - INFO - Epoch [52][60/940] lr: 4.000e-02, eta: 23:14:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7574, loss_cls: 2.0328, loss: 2.0328, grad_norm: 2.8493 2021-03-09 09:31:15,924 - mmaction - INFO - Epoch [52][80/940] lr: 4.000e-02, eta: 23:14:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7602, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.8161 2021-03-09 09:31:33,412 - mmaction - INFO - Epoch [52][100/940] lr: 4.000e-02, eta: 23:14:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7684, loss_cls: 2.0017, loss: 2.0017, grad_norm: 2.8441 2021-03-09 09:31:50,891 - mmaction - INFO - Epoch [52][120/940] lr: 4.000e-02, eta: 23:13:59, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7623, loss_cls: 2.0303, loss: 2.0303, grad_norm: 2.7795 2021-03-09 09:32:08,390 - mmaction - INFO - Epoch [52][140/940] lr: 4.000e-02, eta: 23:13:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7592, loss_cls: 2.0493, loss: 2.0493, grad_norm: 2.8863 2021-03-09 09:32:25,892 - mmaction - INFO - Epoch [52][160/940] lr: 4.000e-02, eta: 23:13:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7594, loss_cls: 2.0369, loss: 2.0369, grad_norm: 2.7950 2021-03-09 09:32:43,396 - mmaction - INFO - Epoch [52][180/940] lr: 4.000e-02, eta: 23:13:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7551, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.8230 2021-03-09 09:33:00,887 - mmaction - INFO - Epoch [52][200/940] lr: 4.000e-02, eta: 23:12:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7498, loss_cls: 2.0661, loss: 2.0661, grad_norm: 2.7969 2021-03-09 09:33:18,382 - mmaction - INFO - Epoch [52][220/940] lr: 4.000e-02, eta: 23:12:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7627, loss_cls: 2.0187, loss: 2.0187, grad_norm: 2.7863 2021-03-09 09:33:35,883 - mmaction - INFO - Epoch [52][240/940] lr: 4.000e-02, eta: 23:12:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7574, loss_cls: 2.0244, loss: 2.0244, grad_norm: 2.8574 2021-03-09 09:33:53,378 - mmaction - INFO - Epoch [52][260/940] lr: 4.000e-02, eta: 23:11:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7551, loss_cls: 2.0512, loss: 2.0512, grad_norm: 2.8025 2021-03-09 09:34:10,873 - mmaction - INFO - Epoch [52][280/940] lr: 4.000e-02, eta: 23:11:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7652, loss_cls: 1.9845, loss: 1.9845, grad_norm: 2.8374 2021-03-09 09:34:28,360 - mmaction - INFO - Epoch [52][300/940] lr: 4.000e-02, eta: 23:11:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5258, top5_acc: 0.7541, loss_cls: 2.0797, loss: 2.0797, grad_norm: 2.8407 2021-03-09 09:34:45,846 - mmaction - INFO - Epoch [52][320/940] lr: 4.000e-02, eta: 23:10:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7533, loss_cls: 2.0412, loss: 2.0412, grad_norm: 2.8948 2021-03-09 09:35:03,344 - mmaction - INFO - Epoch [52][340/940] lr: 4.000e-02, eta: 23:10:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7586, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.8586 2021-03-09 09:35:20,853 - mmaction - INFO - Epoch [52][360/940] lr: 4.000e-02, eta: 23:10:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7666, loss_cls: 1.9984, loss: 1.9984, grad_norm: 2.7718 2021-03-09 09:35:38,351 - mmaction - INFO - Epoch [52][380/940] lr: 4.000e-02, eta: 23:09:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5232, top5_acc: 0.7631, loss_cls: 2.0379, loss: 2.0379, grad_norm: 2.8250 2021-03-09 09:35:55,867 - mmaction - INFO - Epoch [52][400/940] lr: 4.000e-02, eta: 23:09:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7484, loss_cls: 2.1031, loss: 2.1031, grad_norm: 2.8335 2021-03-09 09:36:13,358 - mmaction - INFO - Epoch [52][420/940] lr: 4.000e-02, eta: 23:09:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7566, loss_cls: 2.0249, loss: 2.0249, grad_norm: 2.8124 2021-03-09 09:36:30,853 - mmaction - INFO - Epoch [52][440/940] lr: 4.000e-02, eta: 23:08:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7555, loss_cls: 2.0502, loss: 2.0502, grad_norm: 2.8423 2021-03-09 09:36:48,367 - mmaction - INFO - Epoch [52][460/940] lr: 4.000e-02, eta: 23:08:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7533, loss_cls: 2.0695, loss: 2.0695, grad_norm: 2.8188 2021-03-09 09:37:05,848 - mmaction - INFO - Epoch [52][480/940] lr: 4.000e-02, eta: 23:08:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5188, top5_acc: 0.7490, loss_cls: 2.0764, loss: 2.0764, grad_norm: 2.8267 2021-03-09 09:37:23,337 - mmaction - INFO - Epoch [52][500/940] lr: 4.000e-02, eta: 23:07:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7578, loss_cls: 2.0442, loss: 2.0442, grad_norm: 2.8228 2021-03-09 09:37:40,824 - mmaction - INFO - Epoch [52][520/940] lr: 4.000e-02, eta: 23:07:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7406, loss_cls: 2.1087, loss: 2.1087, grad_norm: 2.8981 2021-03-09 09:37:58,313 - mmaction - INFO - Epoch [52][540/940] lr: 4.000e-02, eta: 23:07:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7629, loss_cls: 2.0193, loss: 2.0193, grad_norm: 2.7653 2021-03-09 09:38:15,806 - mmaction - INFO - Epoch [52][560/940] lr: 4.000e-02, eta: 23:07:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7502, loss_cls: 2.0432, loss: 2.0432, grad_norm: 2.8215 2021-03-09 09:38:33,293 - mmaction - INFO - Epoch [52][580/940] lr: 4.000e-02, eta: 23:06:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5168, top5_acc: 0.7439, loss_cls: 2.0960, loss: 2.0960, grad_norm: 2.8480 2021-03-09 09:38:50,775 - mmaction - INFO - Epoch [52][600/940] lr: 4.000e-02, eta: 23:06:24, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7574, loss_cls: 2.0610, loss: 2.0610, grad_norm: 2.8723 2021-03-09 09:39:08,265 - mmaction - INFO - Epoch [52][620/940] lr: 4.000e-02, eta: 23:06:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7588, loss_cls: 2.0398, loss: 2.0398, grad_norm: 2.8583 2021-03-09 09:39:25,763 - mmaction - INFO - Epoch [52][640/940] lr: 4.000e-02, eta: 23:05:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7674, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.8869 2021-03-09 09:39:43,263 - mmaction - INFO - Epoch [52][660/940] lr: 4.000e-02, eta: 23:05:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7559, loss_cls: 2.0529, loss: 2.0529, grad_norm: 2.7774 2021-03-09 09:40:00,744 - mmaction - INFO - Epoch [52][680/940] lr: 4.000e-02, eta: 23:05:09, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7471, loss_cls: 2.0751, loss: 2.0751, grad_norm: 2.7497 2021-03-09 09:40:18,234 - mmaction - INFO - Epoch [52][700/940] lr: 4.000e-02, eta: 23:04:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7631, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.7849 2021-03-09 09:40:35,760 - mmaction - INFO - Epoch [52][720/940] lr: 4.000e-02, eta: 23:04:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7584, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.8361 2021-03-09 09:40:53,240 - mmaction - INFO - Epoch [52][740/940] lr: 4.000e-02, eta: 23:04:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7559, loss_cls: 2.0260, loss: 2.0260, grad_norm: 2.7478 2021-03-09 09:41:10,724 - mmaction - INFO - Epoch [52][760/940] lr: 4.000e-02, eta: 23:03:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5230, top5_acc: 0.7686, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.8901 2021-03-09 09:41:28,213 - mmaction - INFO - Epoch [52][780/940] lr: 4.000e-02, eta: 23:03:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7510, loss_cls: 2.0602, loss: 2.0602, grad_norm: 2.8113 2021-03-09 09:41:45,721 - mmaction - INFO - Epoch [52][800/940] lr: 4.000e-02, eta: 23:03:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7551, loss_cls: 2.0413, loss: 2.0413, grad_norm: 2.8008 2021-03-09 09:42:03,217 - mmaction - INFO - Epoch [52][820/940] lr: 4.000e-02, eta: 23:02:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7582, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.8215 2021-03-09 09:42:20,715 - mmaction - INFO - Epoch [52][840/940] lr: 4.000e-02, eta: 23:02:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7514, loss_cls: 2.0396, loss: 2.0396, grad_norm: 2.7816 2021-03-09 09:42:38,219 - mmaction - INFO - Epoch [52][860/940] lr: 4.000e-02, eta: 23:02:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5139, top5_acc: 0.7527, loss_cls: 2.0640, loss: 2.0640, grad_norm: 2.8433 2021-03-09 09:42:55,723 - mmaction - INFO - Epoch [52][880/940] lr: 4.000e-02, eta: 23:01:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7500, loss_cls: 2.0798, loss: 2.0798, grad_norm: 2.8158 2021-03-09 09:43:13,229 - mmaction - INFO - Epoch [52][900/940] lr: 4.000e-02, eta: 23:01:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7535, loss_cls: 2.0496, loss: 2.0496, grad_norm: 2.8015 2021-03-09 09:43:30,732 - mmaction - INFO - Epoch [52][920/940] lr: 4.000e-02, eta: 23:01:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7631, loss_cls: 2.0329, loss: 2.0329, grad_norm: 2.8322 2021-03-09 09:43:47,685 - mmaction - INFO - Epoch [52][940/940] lr: 4.000e-02, eta: 23:01:02, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5335, top5_acc: 0.7616, loss_cls: 2.0522, loss: 2.0522, grad_norm: 2.8670 2021-03-09 09:43:48,771 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-03-09 09:44:27,579 - mmaction - INFO - Epoch [53][20/940] lr: 4.000e-02, eta: 23:01:21, time: 1.890, data_time: 1.002, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7707, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.8475 2021-03-09 09:44:45,088 - mmaction - INFO - Epoch [53][40/940] lr: 4.000e-02, eta: 23:01:02, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7508, loss_cls: 2.0818, loss: 2.0818, grad_norm: 2.7880 2021-03-09 09:45:02,575 - mmaction - INFO - Epoch [53][60/940] lr: 4.000e-02, eta: 23:00:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7584, loss_cls: 2.0280, loss: 2.0280, grad_norm: 2.7939 2021-03-09 09:45:20,067 - mmaction - INFO - Epoch [53][80/940] lr: 4.000e-02, eta: 23:00:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7674, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.7853 2021-03-09 09:45:37,564 - mmaction - INFO - Epoch [53][100/940] lr: 4.000e-02, eta: 23:00:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7574, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.8055 2021-03-09 09:45:55,075 - mmaction - INFO - Epoch [53][120/940] lr: 4.000e-02, eta: 22:59:46, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7596, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.7917 2021-03-09 09:46:12,583 - mmaction - INFO - Epoch [53][140/940] lr: 4.000e-02, eta: 22:59:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7619, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.8231 2021-03-09 09:46:30,098 - mmaction - INFO - Epoch [53][160/940] lr: 4.000e-02, eta: 22:59:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7613, loss_cls: 2.0041, loss: 2.0041, grad_norm: 2.8820 2021-03-09 09:46:47,591 - mmaction - INFO - Epoch [53][180/940] lr: 4.000e-02, eta: 22:58:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7646, loss_cls: 1.9908, loss: 1.9908, grad_norm: 2.7767 2021-03-09 09:47:05,089 - mmaction - INFO - Epoch [53][200/940] lr: 4.000e-02, eta: 22:58:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7668, loss_cls: 2.0139, loss: 2.0139, grad_norm: 2.8556 2021-03-09 09:47:22,598 - mmaction - INFO - Epoch [53][220/940] lr: 4.000e-02, eta: 22:58:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7664, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.8322 2021-03-09 09:47:40,100 - mmaction - INFO - Epoch [53][240/940] lr: 4.000e-02, eta: 22:57:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7514, loss_cls: 2.0676, loss: 2.0676, grad_norm: 2.8471 2021-03-09 09:47:57,597 - mmaction - INFO - Epoch [53][260/940] lr: 4.000e-02, eta: 22:57:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7547, loss_cls: 2.0329, loss: 2.0329, grad_norm: 2.7761 2021-03-09 09:48:15,091 - mmaction - INFO - Epoch [53][280/940] lr: 4.000e-02, eta: 22:57:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7590, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.8063 2021-03-09 09:48:32,573 - mmaction - INFO - Epoch [53][300/940] lr: 4.000e-02, eta: 22:56:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7561, loss_cls: 2.0426, loss: 2.0426, grad_norm: 2.8771 2021-03-09 09:48:50,062 - mmaction - INFO - Epoch [53][320/940] lr: 4.000e-02, eta: 22:56:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7586, loss_cls: 2.0609, loss: 2.0609, grad_norm: 2.8957 2021-03-09 09:49:07,562 - mmaction - INFO - Epoch [53][340/940] lr: 4.000e-02, eta: 22:56:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7621, loss_cls: 2.0067, loss: 2.0067, grad_norm: 2.8090 2021-03-09 09:49:25,045 - mmaction - INFO - Epoch [53][360/940] lr: 4.000e-02, eta: 22:55:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7576, loss_cls: 2.0373, loss: 2.0373, grad_norm: 2.8199 2021-03-09 09:49:42,530 - mmaction - INFO - Epoch [53][380/940] lr: 4.000e-02, eta: 22:55:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7518, loss_cls: 2.0632, loss: 2.0632, grad_norm: 2.8085 2021-03-09 09:50:00,015 - mmaction - INFO - Epoch [53][400/940] lr: 4.000e-02, eta: 22:55:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7680, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.8074 2021-03-09 09:50:17,497 - mmaction - INFO - Epoch [53][420/940] lr: 4.000e-02, eta: 22:55:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7674, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.8154 2021-03-09 09:50:35,419 - mmaction - INFO - Epoch [53][440/940] lr: 4.000e-02, eta: 22:54:44, time: 0.896, data_time: 0.023, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7684, loss_cls: 1.9917, loss: 1.9917, grad_norm: 2.8236 2021-03-09 09:50:52,918 - mmaction - INFO - Epoch [53][460/940] lr: 4.000e-02, eta: 22:54:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7561, loss_cls: 2.0506, loss: 2.0506, grad_norm: 2.8456 2021-03-09 09:51:10,412 - mmaction - INFO - Epoch [53][480/940] lr: 4.000e-02, eta: 22:54:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7541, loss_cls: 2.0382, loss: 2.0382, grad_norm: 2.7905 2021-03-09 09:51:27,900 - mmaction - INFO - Epoch [53][500/940] lr: 4.000e-02, eta: 22:53:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7623, loss_cls: 2.0111, loss: 2.0111, grad_norm: 2.7942 2021-03-09 09:51:45,392 - mmaction - INFO - Epoch [53][520/940] lr: 4.000e-02, eta: 22:53:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5162, top5_acc: 0.7484, loss_cls: 2.1057, loss: 2.1057, grad_norm: 2.7973 2021-03-09 09:52:02,895 - mmaction - INFO - Epoch [53][540/940] lr: 4.000e-02, eta: 22:53:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7559, loss_cls: 2.0308, loss: 2.0308, grad_norm: 2.8435 2021-03-09 09:52:20,397 - mmaction - INFO - Epoch [53][560/940] lr: 4.000e-02, eta: 22:52:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7646, loss_cls: 2.0175, loss: 2.0175, grad_norm: 2.8264 2021-03-09 09:52:37,905 - mmaction - INFO - Epoch [53][580/940] lr: 4.000e-02, eta: 22:52:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7547, loss_cls: 2.0601, loss: 2.0601, grad_norm: 2.8564 2021-03-09 09:52:55,396 - mmaction - INFO - Epoch [53][600/940] lr: 4.000e-02, eta: 22:52:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5180, top5_acc: 0.7523, loss_cls: 2.0869, loss: 2.0869, grad_norm: 2.8256 2021-03-09 09:53:12,901 - mmaction - INFO - Epoch [53][620/940] lr: 4.000e-02, eta: 22:51:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7488, loss_cls: 2.0663, loss: 2.0663, grad_norm: 2.7832 2021-03-09 09:53:30,394 - mmaction - INFO - Epoch [53][640/940] lr: 4.000e-02, eta: 22:51:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5195, top5_acc: 0.7502, loss_cls: 2.0681, loss: 2.0681, grad_norm: 2.8094 2021-03-09 09:53:47,891 - mmaction - INFO - Epoch [53][660/940] lr: 4.000e-02, eta: 22:51:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7561, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.7906 2021-03-09 09:54:06,214 - mmaction - INFO - Epoch [53][680/940] lr: 4.000e-02, eta: 22:50:59, time: 0.916, data_time: 0.043, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7564, loss_cls: 2.0662, loss: 2.0662, grad_norm: 2.8091 2021-03-09 09:54:23,707 - mmaction - INFO - Epoch [53][700/940] lr: 4.000e-02, eta: 22:50:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7479, loss_cls: 2.0423, loss: 2.0423, grad_norm: 2.8229 2021-03-09 09:54:41,197 - mmaction - INFO - Epoch [53][720/940] lr: 4.000e-02, eta: 22:50:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7559, loss_cls: 2.0813, loss: 2.0813, grad_norm: 2.8421 2021-03-09 09:54:58,695 - mmaction - INFO - Epoch [53][740/940] lr: 4.000e-02, eta: 22:50:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7539, loss_cls: 2.0420, loss: 2.0420, grad_norm: 2.7362 2021-03-09 09:55:16,196 - mmaction - INFO - Epoch [53][760/940] lr: 4.000e-02, eta: 22:49:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7537, loss_cls: 2.0419, loss: 2.0419, grad_norm: 2.8018 2021-03-09 09:55:33,700 - mmaction - INFO - Epoch [53][780/940] lr: 4.000e-02, eta: 22:49:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7566, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.8250 2021-03-09 09:55:51,208 - mmaction - INFO - Epoch [53][800/940] lr: 4.000e-02, eta: 22:49:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5080, top5_acc: 0.7520, loss_cls: 2.1009, loss: 2.1009, grad_norm: 2.8888 2021-03-09 09:56:08,700 - mmaction - INFO - Epoch [53][820/940] lr: 4.000e-02, eta: 22:48:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7576, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.8058 2021-03-09 09:56:26,216 - mmaction - INFO - Epoch [53][840/940] lr: 4.000e-02, eta: 22:48:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7543, loss_cls: 2.0460, loss: 2.0460, grad_norm: 2.8088 2021-03-09 09:56:43,716 - mmaction - INFO - Epoch [53][860/940] lr: 4.000e-02, eta: 22:48:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7406, loss_cls: 2.1074, loss: 2.1074, grad_norm: 2.8205 2021-03-09 09:57:01,219 - mmaction - INFO - Epoch [53][880/940] lr: 4.000e-02, eta: 22:47:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7490, loss_cls: 2.0559, loss: 2.0559, grad_norm: 2.8268 2021-03-09 09:57:18,714 - mmaction - INFO - Epoch [53][900/940] lr: 4.000e-02, eta: 22:47:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7590, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.8238 2021-03-09 09:57:36,229 - mmaction - INFO - Epoch [53][920/940] lr: 4.000e-02, eta: 22:47:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7701, loss_cls: 2.0094, loss: 2.0094, grad_norm: 2.8229 2021-03-09 09:57:53,171 - mmaction - INFO - Epoch [53][940/940] lr: 4.000e-02, eta: 22:46:52, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.5144, top5_acc: 0.7468, loss_cls: 2.1217, loss: 2.1217, grad_norm: 2.8592 2021-03-09 09:57:53,945 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-03-09 09:58:31,813 - mmaction - INFO - Epoch [54][20/940] lr: 4.000e-02, eta: 22:47:09, time: 1.865, data_time: 0.982, memory: 8896, top1_acc: 0.5234, top5_acc: 0.7549, loss_cls: 2.0547, loss: 2.0547, grad_norm: 2.8382 2021-03-09 09:58:49,321 - mmaction - INFO - Epoch [54][40/940] lr: 4.000e-02, eta: 22:46:51, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7574, loss_cls: 2.0171, loss: 2.0171, grad_norm: 2.7705 2021-03-09 09:59:06,819 - mmaction - INFO - Epoch [54][60/940] lr: 4.000e-02, eta: 22:46:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7623, loss_cls: 1.9690, loss: 1.9690, grad_norm: 2.8278 2021-03-09 09:59:24,334 - mmaction - INFO - Epoch [54][80/940] lr: 4.000e-02, eta: 22:46:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7578, loss_cls: 2.0549, loss: 2.0549, grad_norm: 2.8843 2021-03-09 09:59:41,849 - mmaction - INFO - Epoch [54][100/940] lr: 4.000e-02, eta: 22:45:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7660, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.8348 2021-03-09 09:59:59,357 - mmaction - INFO - Epoch [54][120/940] lr: 4.000e-02, eta: 22:45:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5219, top5_acc: 0.7568, loss_cls: 2.0720, loss: 2.0720, grad_norm: 2.8763 2021-03-09 10:00:16,851 - mmaction - INFO - Epoch [54][140/940] lr: 4.000e-02, eta: 22:45:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7662, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.8063 2021-03-09 10:00:34,331 - mmaction - INFO - Epoch [54][160/940] lr: 4.000e-02, eta: 22:44:57, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5217, top5_acc: 0.7512, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.8417 2021-03-09 10:00:51,818 - mmaction - INFO - Epoch [54][180/940] lr: 4.000e-02, eta: 22:44:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7615, loss_cls: 2.0026, loss: 2.0026, grad_norm: 2.8354 2021-03-09 10:01:09,301 - mmaction - INFO - Epoch [54][200/940] lr: 4.000e-02, eta: 22:44:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7637, loss_cls: 2.0378, loss: 2.0378, grad_norm: 2.8571 2021-03-09 10:01:26,800 - mmaction - INFO - Epoch [54][220/940] lr: 4.000e-02, eta: 22:44:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7678, loss_cls: 1.9678, loss: 1.9678, grad_norm: 2.8062 2021-03-09 10:01:44,300 - mmaction - INFO - Epoch [54][240/940] lr: 4.000e-02, eta: 22:43:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7680, loss_cls: 2.0340, loss: 2.0340, grad_norm: 2.7814 2021-03-09 10:02:01,791 - mmaction - INFO - Epoch [54][260/940] lr: 4.000e-02, eta: 22:43:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7568, loss_cls: 2.0338, loss: 2.0338, grad_norm: 2.7889 2021-03-09 10:02:19,283 - mmaction - INFO - Epoch [54][280/940] lr: 4.000e-02, eta: 22:43:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7543, loss_cls: 2.0507, loss: 2.0507, grad_norm: 2.8105 2021-03-09 10:02:36,773 - mmaction - INFO - Epoch [54][300/940] lr: 4.000e-02, eta: 22:42:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7619, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.8351 2021-03-09 10:02:54,253 - mmaction - INFO - Epoch [54][320/940] lr: 4.000e-02, eta: 22:42:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7639, loss_cls: 1.9840, loss: 1.9840, grad_norm: 2.8121 2021-03-09 10:03:11,747 - mmaction - INFO - Epoch [54][340/940] lr: 4.000e-02, eta: 22:42:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7574, loss_cls: 2.0215, loss: 2.0215, grad_norm: 2.8176 2021-03-09 10:03:29,247 - mmaction - INFO - Epoch [54][360/940] lr: 4.000e-02, eta: 22:41:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7598, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.8597 2021-03-09 10:03:46,730 - mmaction - INFO - Epoch [54][380/940] lr: 4.000e-02, eta: 22:41:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7699, loss_cls: 1.9770, loss: 1.9770, grad_norm: 2.8420 2021-03-09 10:04:04,235 - mmaction - INFO - Epoch [54][400/940] lr: 4.000e-02, eta: 22:41:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7633, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.8418 2021-03-09 10:04:21,726 - mmaction - INFO - Epoch [54][420/940] lr: 4.000e-02, eta: 22:40:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7643, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.8133 2021-03-09 10:04:39,222 - mmaction - INFO - Epoch [54][440/940] lr: 4.000e-02, eta: 22:40:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7549, loss_cls: 2.0443, loss: 2.0443, grad_norm: 2.7819 2021-03-09 10:04:56,725 - mmaction - INFO - Epoch [54][460/940] lr: 4.000e-02, eta: 22:40:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7605, loss_cls: 2.0250, loss: 2.0250, grad_norm: 2.7991 2021-03-09 10:05:14,224 - mmaction - INFO - Epoch [54][480/940] lr: 4.000e-02, eta: 22:39:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7471, loss_cls: 2.0799, loss: 2.0799, grad_norm: 2.8931 2021-03-09 10:05:31,716 - mmaction - INFO - Epoch [54][500/940] lr: 4.000e-02, eta: 22:39:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7582, loss_cls: 2.0278, loss: 2.0278, grad_norm: 2.8200 2021-03-09 10:05:49,218 - mmaction - INFO - Epoch [54][520/940] lr: 4.000e-02, eta: 22:39:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7582, loss_cls: 2.0774, loss: 2.0774, grad_norm: 2.8704 2021-03-09 10:06:06,719 - mmaction - INFO - Epoch [54][540/940] lr: 4.000e-02, eta: 22:38:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5211, top5_acc: 0.7545, loss_cls: 2.0658, loss: 2.0658, grad_norm: 2.9111 2021-03-09 10:06:24,215 - mmaction - INFO - Epoch [54][560/940] lr: 4.000e-02, eta: 22:38:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7664, loss_cls: 2.0170, loss: 2.0170, grad_norm: 2.7836 2021-03-09 10:06:41,725 - mmaction - INFO - Epoch [54][580/940] lr: 4.000e-02, eta: 22:38:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7676, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.7464 2021-03-09 10:06:59,228 - mmaction - INFO - Epoch [54][600/940] lr: 4.000e-02, eta: 22:38:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7559, loss_cls: 2.0607, loss: 2.0607, grad_norm: 2.8663 2021-03-09 10:07:16,733 - mmaction - INFO - Epoch [54][620/940] lr: 4.000e-02, eta: 22:37:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7643, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8176 2021-03-09 10:07:34,235 - mmaction - INFO - Epoch [54][640/940] lr: 4.000e-02, eta: 22:37:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7584, loss_cls: 2.0425, loss: 2.0425, grad_norm: 2.8297 2021-03-09 10:07:51,720 - mmaction - INFO - Epoch [54][660/940] lr: 4.000e-02, eta: 22:37:05, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7633, loss_cls: 2.0044, loss: 2.0044, grad_norm: 2.8195 2021-03-09 10:08:09,215 - mmaction - INFO - Epoch [54][680/940] lr: 4.000e-02, eta: 22:36:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7543, loss_cls: 2.0602, loss: 2.0602, grad_norm: 2.8269 2021-03-09 10:08:26,713 - mmaction - INFO - Epoch [54][700/940] lr: 4.000e-02, eta: 22:36:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7572, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.8290 2021-03-09 10:08:44,223 - mmaction - INFO - Epoch [54][720/940] lr: 4.000e-02, eta: 22:36:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7605, loss_cls: 2.0431, loss: 2.0431, grad_norm: 2.8785 2021-03-09 10:09:01,717 - mmaction - INFO - Epoch [54][740/940] lr: 4.000e-02, eta: 22:35:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7535, loss_cls: 2.0511, loss: 2.0511, grad_norm: 2.8299 2021-03-09 10:09:19,202 - mmaction - INFO - Epoch [54][760/940] lr: 4.000e-02, eta: 22:35:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7496, loss_cls: 2.0879, loss: 2.0879, grad_norm: 2.8550 2021-03-09 10:09:36,697 - mmaction - INFO - Epoch [54][780/940] lr: 4.000e-02, eta: 22:35:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7633, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.8144 2021-03-09 10:09:54,187 - mmaction - INFO - Epoch [54][800/940] lr: 4.000e-02, eta: 22:34:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7461, loss_cls: 2.0824, loss: 2.0824, grad_norm: 2.8388 2021-03-09 10:10:11,689 - mmaction - INFO - Epoch [54][820/940] lr: 4.000e-02, eta: 22:34:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7631, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.8866 2021-03-09 10:10:29,191 - mmaction - INFO - Epoch [54][840/940] lr: 4.000e-02, eta: 22:34:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7645, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.8523 2021-03-09 10:10:46,675 - mmaction - INFO - Epoch [54][860/940] lr: 4.000e-02, eta: 22:33:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7578, loss_cls: 2.0497, loss: 2.0497, grad_norm: 2.8382 2021-03-09 10:11:04,179 - mmaction - INFO - Epoch [54][880/940] lr: 4.000e-02, eta: 22:33:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7574, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.7793 2021-03-09 10:11:21,681 - mmaction - INFO - Epoch [54][900/940] lr: 4.000e-02, eta: 22:33:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7592, loss_cls: 2.0144, loss: 2.0144, grad_norm: 2.7592 2021-03-09 10:11:39,182 - mmaction - INFO - Epoch [54][920/940] lr: 4.000e-02, eta: 22:33:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7494, loss_cls: 2.0959, loss: 2.0959, grad_norm: 2.8505 2021-03-09 10:11:56,152 - mmaction - INFO - Epoch [54][940/940] lr: 4.000e-02, eta: 22:32:40, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5288, top5_acc: 0.7500, loss_cls: 2.0784, loss: 2.0784, grad_norm: 2.8123 2021-03-09 10:11:56,816 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-03-09 10:12:34,924 - mmaction - INFO - Epoch [55][20/940] lr: 4.000e-02, eta: 22:32:56, time: 1.848, data_time: 0.969, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7553, loss_cls: 2.0747, loss: 2.0747, grad_norm: 2.8538 2021-03-09 10:12:52,448 - mmaction - INFO - Epoch [55][40/940] lr: 4.000e-02, eta: 22:32:37, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7697, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.7971 2021-03-09 10:13:09,956 - mmaction - INFO - Epoch [55][60/940] lr: 4.000e-02, eta: 22:32:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7607, loss_cls: 2.0237, loss: 2.0237, grad_norm: 2.8411 2021-03-09 10:13:27,493 - mmaction - INFO - Epoch [55][80/940] lr: 4.000e-02, eta: 22:31:59, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5293, top5_acc: 0.7586, loss_cls: 2.0423, loss: 2.0423, grad_norm: 2.7921 2021-03-09 10:13:45,006 - mmaction - INFO - Epoch [55][100/940] lr: 4.000e-02, eta: 22:31:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7611, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.7547 2021-03-09 10:14:02,498 - mmaction - INFO - Epoch [55][120/940] lr: 4.000e-02, eta: 22:31:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7654, loss_cls: 2.0042, loss: 2.0042, grad_norm: 2.8042 2021-03-09 10:14:19,996 - mmaction - INFO - Epoch [55][140/940] lr: 4.000e-02, eta: 22:31:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7635, loss_cls: 1.9974, loss: 1.9974, grad_norm: 2.8277 2021-03-09 10:14:37,488 - mmaction - INFO - Epoch [55][160/940] lr: 4.000e-02, eta: 22:30:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7672, loss_cls: 1.9839, loss: 1.9839, grad_norm: 2.8411 2021-03-09 10:14:54,990 - mmaction - INFO - Epoch [55][180/940] lr: 4.000e-02, eta: 22:30:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7611, loss_cls: 2.0109, loss: 2.0109, grad_norm: 2.8163 2021-03-09 10:15:12,479 - mmaction - INFO - Epoch [55][200/940] lr: 4.000e-02, eta: 22:30:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7588, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.8437 2021-03-09 10:15:29,976 - mmaction - INFO - Epoch [55][220/940] lr: 4.000e-02, eta: 22:29:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7605, loss_cls: 2.0097, loss: 2.0097, grad_norm: 2.8761 2021-03-09 10:15:47,474 - mmaction - INFO - Epoch [55][240/940] lr: 4.000e-02, eta: 22:29:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7619, loss_cls: 2.0163, loss: 2.0163, grad_norm: 2.8436 2021-03-09 10:16:04,970 - mmaction - INFO - Epoch [55][260/940] lr: 4.000e-02, eta: 22:29:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7658, loss_cls: 2.0010, loss: 2.0010, grad_norm: 2.7756 2021-03-09 10:16:22,484 - mmaction - INFO - Epoch [55][280/940] lr: 4.000e-02, eta: 22:28:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7502, loss_cls: 2.0411, loss: 2.0411, grad_norm: 2.8125 2021-03-09 10:16:39,978 - mmaction - INFO - Epoch [55][300/940] lr: 4.000e-02, eta: 22:28:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7523, loss_cls: 2.0451, loss: 2.0451, grad_norm: 2.8779 2021-03-09 10:16:57,466 - mmaction - INFO - Epoch [55][320/940] lr: 4.000e-02, eta: 22:28:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7586, loss_cls: 2.0164, loss: 2.0164, grad_norm: 2.7836 2021-03-09 10:17:14,959 - mmaction - INFO - Epoch [55][340/940] lr: 4.000e-02, eta: 22:27:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7547, loss_cls: 2.0402, loss: 2.0402, grad_norm: 2.8265 2021-03-09 10:17:32,450 - mmaction - INFO - Epoch [55][360/940] lr: 4.000e-02, eta: 22:27:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7561, loss_cls: 2.0329, loss: 2.0329, grad_norm: 2.8613 2021-03-09 10:17:49,971 - mmaction - INFO - Epoch [55][380/940] lr: 4.000e-02, eta: 22:27:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7627, loss_cls: 2.0122, loss: 2.0122, grad_norm: 2.7847 2021-03-09 10:18:07,469 - mmaction - INFO - Epoch [55][400/940] lr: 4.000e-02, eta: 22:26:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7523, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.8746 2021-03-09 10:18:24,971 - mmaction - INFO - Epoch [55][420/940] lr: 4.000e-02, eta: 22:26:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7527, loss_cls: 2.0708, loss: 2.0708, grad_norm: 2.7921 2021-03-09 10:18:42,471 - mmaction - INFO - Epoch [55][440/940] lr: 4.000e-02, eta: 22:26:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7656, loss_cls: 1.9986, loss: 1.9986, grad_norm: 2.8885 2021-03-09 10:18:59,973 - mmaction - INFO - Epoch [55][460/940] lr: 4.000e-02, eta: 22:26:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7471, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.8987 2021-03-09 10:19:17,479 - mmaction - INFO - Epoch [55][480/940] lr: 4.000e-02, eta: 22:25:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7639, loss_cls: 2.0180, loss: 2.0180, grad_norm: 2.8613 2021-03-09 10:19:34,978 - mmaction - INFO - Epoch [55][500/940] lr: 4.000e-02, eta: 22:25:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7562, loss_cls: 2.0480, loss: 2.0480, grad_norm: 2.7670 2021-03-09 10:19:52,488 - mmaction - INFO - Epoch [55][520/940] lr: 4.000e-02, eta: 22:25:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7520, loss_cls: 2.0464, loss: 2.0464, grad_norm: 2.8832 2021-03-09 10:20:10,003 - mmaction - INFO - Epoch [55][540/940] lr: 4.000e-02, eta: 22:24:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7621, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.8242 2021-03-09 10:20:27,508 - mmaction - INFO - Epoch [55][560/940] lr: 4.000e-02, eta: 22:24:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7543, loss_cls: 2.0467, loss: 2.0467, grad_norm: 2.7653 2021-03-09 10:20:45,005 - mmaction - INFO - Epoch [55][580/940] lr: 4.000e-02, eta: 22:24:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7637, loss_cls: 1.9938, loss: 1.9938, grad_norm: 2.8635 2021-03-09 10:21:02,518 - mmaction - INFO - Epoch [55][600/940] lr: 4.000e-02, eta: 22:23:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7576, loss_cls: 2.0414, loss: 2.0414, grad_norm: 2.8500 2021-03-09 10:21:20,025 - mmaction - INFO - Epoch [55][620/940] lr: 4.000e-02, eta: 22:23:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7568, loss_cls: 2.0434, loss: 2.0434, grad_norm: 2.8272 2021-03-09 10:21:37,530 - mmaction - INFO - Epoch [55][640/940] lr: 4.000e-02, eta: 22:23:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7592, loss_cls: 2.0490, loss: 2.0490, grad_norm: 2.8551 2021-03-09 10:21:55,028 - mmaction - INFO - Epoch [55][660/940] lr: 4.000e-02, eta: 22:22:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7512, loss_cls: 2.0604, loss: 2.0604, grad_norm: 2.8183 2021-03-09 10:22:12,541 - mmaction - INFO - Epoch [55][680/940] lr: 4.000e-02, eta: 22:22:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7633, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.8617 2021-03-09 10:22:30,035 - mmaction - INFO - Epoch [55][700/940] lr: 4.000e-02, eta: 22:22:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7631, loss_cls: 2.0244, loss: 2.0244, grad_norm: 2.8299 2021-03-09 10:22:47,522 - mmaction - INFO - Epoch [55][720/940] lr: 4.000e-02, eta: 22:21:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7512, loss_cls: 2.0659, loss: 2.0659, grad_norm: 2.8830 2021-03-09 10:23:05,001 - mmaction - INFO - Epoch [55][740/940] lr: 4.000e-02, eta: 22:21:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5148, top5_acc: 0.7541, loss_cls: 2.0846, loss: 2.0846, grad_norm: 2.8674 2021-03-09 10:23:22,500 - mmaction - INFO - Epoch [55][760/940] lr: 4.000e-02, eta: 22:21:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7504, loss_cls: 2.0760, loss: 2.0760, grad_norm: 2.8361 2021-03-09 10:23:39,996 - mmaction - INFO - Epoch [55][780/940] lr: 4.000e-02, eta: 22:20:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7615, loss_cls: 2.0480, loss: 2.0480, grad_norm: 2.8742 2021-03-09 10:23:57,492 - mmaction - INFO - Epoch [55][800/940] lr: 4.000e-02, eta: 22:20:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7549, loss_cls: 2.0598, loss: 2.0598, grad_norm: 2.8561 2021-03-09 10:24:15,000 - mmaction - INFO - Epoch [55][820/940] lr: 4.000e-02, eta: 22:20:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7541, loss_cls: 2.0500, loss: 2.0500, grad_norm: 2.8471 2021-03-09 10:24:32,504 - mmaction - INFO - Epoch [55][840/940] lr: 4.000e-02, eta: 22:20:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7602, loss_cls: 2.0435, loss: 2.0435, grad_norm: 2.7906 2021-03-09 10:24:50,020 - mmaction - INFO - Epoch [55][860/940] lr: 4.000e-02, eta: 22:19:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7539, loss_cls: 2.0367, loss: 2.0367, grad_norm: 2.8037 2021-03-09 10:25:07,522 - mmaction - INFO - Epoch [55][880/940] lr: 4.000e-02, eta: 22:19:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7539, loss_cls: 2.0664, loss: 2.0664, grad_norm: 2.8608 2021-03-09 10:25:25,003 - mmaction - INFO - Epoch [55][900/940] lr: 4.000e-02, eta: 22:19:06, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7629, loss_cls: 2.0111, loss: 2.0111, grad_norm: 2.8099 2021-03-09 10:25:42,508 - mmaction - INFO - Epoch [55][920/940] lr: 4.000e-02, eta: 22:18:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7602, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.8262 2021-03-09 10:25:59,485 - mmaction - INFO - Epoch [55][940/940] lr: 4.000e-02, eta: 22:18:28, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5304, top5_acc: 0.7557, loss_cls: 2.0323, loss: 2.0323, grad_norm: 2.8459 2021-03-09 10:26:00,287 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-03-09 10:26:35,747 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 10:26:36,516 - mmaction - INFO - top1_acc 0.5755 top5_acc 0.8098 2021-03-09 10:26:36,516 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 10:26:36,548 - mmaction - INFO - mean_acc 0.5754 2021-03-09 10:26:36,556 - mmaction - INFO - Epoch(val) [55][940] top1_acc: 0.5755, top5_acc: 0.8098, mean_class_accuracy: 0.5754 2021-03-09 10:27:20,186 - mmaction - INFO - Epoch [56][20/940] lr: 4.000e-02, eta: 22:18:54, time: 2.177, data_time: 1.286, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7590, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8196 2021-03-09 10:27:37,743 - mmaction - INFO - Epoch [56][40/940] lr: 4.000e-02, eta: 22:18:35, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7670, loss_cls: 2.0205, loss: 2.0205, grad_norm: 2.8487 2021-03-09 10:27:55,259 - mmaction - INFO - Epoch [56][60/940] lr: 4.000e-02, eta: 22:18:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7625, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.8091 2021-03-09 10:28:12,764 - mmaction - INFO - Epoch [56][80/940] lr: 4.000e-02, eta: 22:17:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7691, loss_cls: 1.9909, loss: 1.9909, grad_norm: 2.7957 2021-03-09 10:28:30,262 - mmaction - INFO - Epoch [56][100/940] lr: 4.000e-02, eta: 22:17:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7650, loss_cls: 2.0128, loss: 2.0128, grad_norm: 2.7882 2021-03-09 10:28:47,769 - mmaction - INFO - Epoch [56][120/940] lr: 4.000e-02, eta: 22:17:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7682, loss_cls: 1.9937, loss: 1.9937, grad_norm: 2.8190 2021-03-09 10:29:05,275 - mmaction - INFO - Epoch [56][140/940] lr: 4.000e-02, eta: 22:17:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5246, top5_acc: 0.7529, loss_cls: 2.0534, loss: 2.0534, grad_norm: 2.8448 2021-03-09 10:29:22,769 - mmaction - INFO - Epoch [56][160/940] lr: 4.000e-02, eta: 22:16:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7627, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.8477 2021-03-09 10:29:40,262 - mmaction - INFO - Epoch [56][180/940] lr: 4.000e-02, eta: 22:16:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7717, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.8580 2021-03-09 10:29:57,763 - mmaction - INFO - Epoch [56][200/940] lr: 4.000e-02, eta: 22:16:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7561, loss_cls: 2.0511, loss: 2.0511, grad_norm: 2.8559 2021-03-09 10:30:15,254 - mmaction - INFO - Epoch [56][220/940] lr: 4.000e-02, eta: 22:15:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7537, loss_cls: 2.0307, loss: 2.0307, grad_norm: 2.8135 2021-03-09 10:30:32,757 - mmaction - INFO - Epoch [56][240/940] lr: 4.000e-02, eta: 22:15:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7553, loss_cls: 2.0216, loss: 2.0216, grad_norm: 2.7847 2021-03-09 10:30:50,255 - mmaction - INFO - Epoch [56][260/940] lr: 4.000e-02, eta: 22:15:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7633, loss_cls: 1.9887, loss: 1.9887, grad_norm: 2.8627 2021-03-09 10:31:07,738 - mmaction - INFO - Epoch [56][280/940] lr: 4.000e-02, eta: 22:14:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7605, loss_cls: 1.9788, loss: 1.9788, grad_norm: 2.7805 2021-03-09 10:31:25,232 - mmaction - INFO - Epoch [56][300/940] lr: 4.000e-02, eta: 22:14:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7590, loss_cls: 2.0113, loss: 2.0113, grad_norm: 2.8831 2021-03-09 10:31:42,725 - mmaction - INFO - Epoch [56][320/940] lr: 4.000e-02, eta: 22:14:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7596, loss_cls: 2.0092, loss: 2.0092, grad_norm: 2.8378 2021-03-09 10:32:00,223 - mmaction - INFO - Epoch [56][340/940] lr: 4.000e-02, eta: 22:13:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7607, loss_cls: 2.0484, loss: 2.0484, grad_norm: 2.8688 2021-03-09 10:32:17,722 - mmaction - INFO - Epoch [56][360/940] lr: 4.000e-02, eta: 22:13:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7484, loss_cls: 2.0680, loss: 2.0680, grad_norm: 2.8434 2021-03-09 10:32:35,211 - mmaction - INFO - Epoch [56][380/940] lr: 4.000e-02, eta: 22:13:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7521, loss_cls: 2.0535, loss: 2.0535, grad_norm: 2.8564 2021-03-09 10:32:52,702 - mmaction - INFO - Epoch [56][400/940] lr: 4.000e-02, eta: 22:12:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7652, loss_cls: 1.9969, loss: 1.9969, grad_norm: 2.7845 2021-03-09 10:33:10,198 - mmaction - INFO - Epoch [56][420/940] lr: 4.000e-02, eta: 22:12:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7531, loss_cls: 2.0529, loss: 2.0529, grad_norm: 2.8736 2021-03-09 10:33:27,704 - mmaction - INFO - Epoch [56][440/940] lr: 4.000e-02, eta: 22:12:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7506, loss_cls: 2.0555, loss: 2.0555, grad_norm: 2.8256 2021-03-09 10:33:45,191 - mmaction - INFO - Epoch [56][460/940] lr: 4.000e-02, eta: 22:11:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7570, loss_cls: 2.0249, loss: 2.0249, grad_norm: 2.8498 2021-03-09 10:34:02,687 - mmaction - INFO - Epoch [56][480/940] lr: 4.000e-02, eta: 22:11:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7613, loss_cls: 2.0207, loss: 2.0207, grad_norm: 2.8354 2021-03-09 10:34:20,192 - mmaction - INFO - Epoch [56][500/940] lr: 4.000e-02, eta: 22:11:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7586, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.8434 2021-03-09 10:34:37,696 - mmaction - INFO - Epoch [56][520/940] lr: 4.000e-02, eta: 22:11:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7566, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.8393 2021-03-09 10:34:55,198 - mmaction - INFO - Epoch [56][540/940] lr: 4.000e-02, eta: 22:10:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7602, loss_cls: 2.0042, loss: 2.0042, grad_norm: 2.8200 2021-03-09 10:35:12,690 - mmaction - INFO - Epoch [56][560/940] lr: 4.000e-02, eta: 22:10:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7641, loss_cls: 2.0118, loss: 2.0118, grad_norm: 2.8064 2021-03-09 10:35:30,197 - mmaction - INFO - Epoch [56][580/940] lr: 4.000e-02, eta: 22:10:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7561, loss_cls: 2.0650, loss: 2.0650, grad_norm: 2.7704 2021-03-09 10:35:47,702 - mmaction - INFO - Epoch [56][600/940] lr: 4.000e-02, eta: 22:09:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7654, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.8271 2021-03-09 10:36:05,199 - mmaction - INFO - Epoch [56][620/940] lr: 4.000e-02, eta: 22:09:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7707, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.7792 2021-03-09 10:36:22,678 - mmaction - INFO - Epoch [56][640/940] lr: 4.000e-02, eta: 22:09:10, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7656, loss_cls: 2.0214, loss: 2.0214, grad_norm: 2.8708 2021-03-09 10:36:40,171 - mmaction - INFO - Epoch [56][660/940] lr: 4.000e-02, eta: 22:08:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7588, loss_cls: 2.0256, loss: 2.0256, grad_norm: 2.8187 2021-03-09 10:36:57,655 - mmaction - INFO - Epoch [56][680/940] lr: 4.000e-02, eta: 22:08:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7568, loss_cls: 2.0520, loss: 2.0520, grad_norm: 2.8101 2021-03-09 10:37:15,148 - mmaction - INFO - Epoch [56][700/940] lr: 4.000e-02, eta: 22:08:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7578, loss_cls: 2.0622, loss: 2.0622, grad_norm: 2.8370 2021-03-09 10:37:32,645 - mmaction - INFO - Epoch [56][720/940] lr: 4.000e-02, eta: 22:07:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7625, loss_cls: 2.0155, loss: 2.0155, grad_norm: 2.8022 2021-03-09 10:37:50,142 - mmaction - INFO - Epoch [56][740/940] lr: 4.000e-02, eta: 22:07:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7582, loss_cls: 2.0230, loss: 2.0230, grad_norm: 2.8544 2021-03-09 10:38:07,661 - mmaction - INFO - Epoch [56][760/940] lr: 4.000e-02, eta: 22:07:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7615, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.8337 2021-03-09 10:38:25,151 - mmaction - INFO - Epoch [56][780/940] lr: 4.000e-02, eta: 22:06:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7570, loss_cls: 2.0233, loss: 2.0233, grad_norm: 2.8069 2021-03-09 10:38:42,651 - mmaction - INFO - Epoch [56][800/940] lr: 4.000e-02, eta: 22:06:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7605, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.8877 2021-03-09 10:39:00,161 - mmaction - INFO - Epoch [56][820/940] lr: 4.000e-02, eta: 22:06:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7709, loss_cls: 2.0005, loss: 2.0005, grad_norm: 2.8779 2021-03-09 10:39:17,654 - mmaction - INFO - Epoch [56][840/940] lr: 4.000e-02, eta: 22:06:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7566, loss_cls: 2.0563, loss: 2.0563, grad_norm: 2.8195 2021-03-09 10:39:35,161 - mmaction - INFO - Epoch [56][860/940] lr: 4.000e-02, eta: 22:05:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7400, loss_cls: 2.0949, loss: 2.0949, grad_norm: 2.8111 2021-03-09 10:39:52,657 - mmaction - INFO - Epoch [56][880/940] lr: 4.000e-02, eta: 22:05:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7617, loss_cls: 2.0120, loss: 2.0120, grad_norm: 2.7377 2021-03-09 10:40:10,156 - mmaction - INFO - Epoch [56][900/940] lr: 4.000e-02, eta: 22:05:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7613, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.8267 2021-03-09 10:40:27,643 - mmaction - INFO - Epoch [56][920/940] lr: 4.000e-02, eta: 22:04:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5172, top5_acc: 0.7518, loss_cls: 2.0720, loss: 2.0720, grad_norm: 2.8656 2021-03-09 10:40:44,611 - mmaction - INFO - Epoch [56][940/940] lr: 4.000e-02, eta: 22:04:27, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7591, loss_cls: 2.0803, loss: 2.0803, grad_norm: 2.8493 2021-03-09 10:40:46,823 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-03-09 10:41:23,765 - mmaction - INFO - Epoch [57][20/940] lr: 4.000e-02, eta: 22:04:40, time: 1.824, data_time: 0.898, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7652, loss_cls: 1.9826, loss: 1.9826, grad_norm: 2.8426 2021-03-09 10:41:41,283 - mmaction - INFO - Epoch [57][40/940] lr: 4.000e-02, eta: 22:04:21, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7664, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.8594 2021-03-09 10:41:58,802 - mmaction - INFO - Epoch [57][60/940] lr: 4.000e-02, eta: 22:04:02, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7771, loss_cls: 1.9631, loss: 1.9631, grad_norm: 2.7863 2021-03-09 10:42:16,330 - mmaction - INFO - Epoch [57][80/940] lr: 4.000e-02, eta: 22:03:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7666, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.7818 2021-03-09 10:42:33,856 - mmaction - INFO - Epoch [57][100/940] lr: 4.000e-02, eta: 22:03:25, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7625, loss_cls: 1.9613, loss: 1.9613, grad_norm: 2.7898 2021-03-09 10:42:51,375 - mmaction - INFO - Epoch [57][120/940] lr: 4.000e-02, eta: 22:03:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7551, loss_cls: 2.0179, loss: 2.0179, grad_norm: 2.8145 2021-03-09 10:43:08,899 - mmaction - INFO - Epoch [57][140/940] lr: 4.000e-02, eta: 22:02:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7541, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.8455 2021-03-09 10:43:26,406 - mmaction - INFO - Epoch [57][160/940] lr: 4.000e-02, eta: 22:02:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7793, loss_cls: 1.9110, loss: 1.9110, grad_norm: 2.8449 2021-03-09 10:43:43,906 - mmaction - INFO - Epoch [57][180/940] lr: 4.000e-02, eta: 22:02:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7619, loss_cls: 1.9826, loss: 1.9826, grad_norm: 2.9134 2021-03-09 10:44:01,405 - mmaction - INFO - Epoch [57][200/940] lr: 4.000e-02, eta: 22:01:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5273, top5_acc: 0.7543, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.8794 2021-03-09 10:44:18,896 - mmaction - INFO - Epoch [57][220/940] lr: 4.000e-02, eta: 22:01:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7602, loss_cls: 2.0323, loss: 2.0323, grad_norm: 2.7595 2021-03-09 10:44:36,376 - mmaction - INFO - Epoch [57][240/940] lr: 4.000e-02, eta: 22:01:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7660, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.8539 2021-03-09 10:44:53,881 - mmaction - INFO - Epoch [57][260/940] lr: 4.000e-02, eta: 22:00:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7621, loss_cls: 2.0111, loss: 2.0111, grad_norm: 2.8871 2021-03-09 10:45:11,367 - mmaction - INFO - Epoch [57][280/940] lr: 4.000e-02, eta: 22:00:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7600, loss_cls: 1.9946, loss: 1.9946, grad_norm: 2.8607 2021-03-09 10:45:28,850 - mmaction - INFO - Epoch [57][300/940] lr: 4.000e-02, eta: 22:00:16, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7748, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8563 2021-03-09 10:45:46,352 - mmaction - INFO - Epoch [57][320/940] lr: 4.000e-02, eta: 21:59:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7596, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8057 2021-03-09 10:46:03,856 - mmaction - INFO - Epoch [57][340/940] lr: 4.000e-02, eta: 21:59:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7594, loss_cls: 2.0527, loss: 2.0527, grad_norm: 2.8652 2021-03-09 10:46:21,353 - mmaction - INFO - Epoch [57][360/940] lr: 4.000e-02, eta: 21:59:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7527, loss_cls: 2.0358, loss: 2.0358, grad_norm: 2.7758 2021-03-09 10:46:38,852 - mmaction - INFO - Epoch [57][380/940] lr: 4.000e-02, eta: 21:59:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7670, loss_cls: 1.9721, loss: 1.9721, grad_norm: 2.8183 2021-03-09 10:46:56,365 - mmaction - INFO - Epoch [57][400/940] lr: 4.000e-02, eta: 21:58:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7539, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.8601 2021-03-09 10:47:13,857 - mmaction - INFO - Epoch [57][420/940] lr: 4.000e-02, eta: 21:58:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7676, loss_cls: 2.0031, loss: 2.0031, grad_norm: 2.8397 2021-03-09 10:47:31,350 - mmaction - INFO - Epoch [57][440/940] lr: 4.000e-02, eta: 21:58:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7613, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.8856 2021-03-09 10:47:48,874 - mmaction - INFO - Epoch [57][460/940] lr: 4.000e-02, eta: 21:57:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7643, loss_cls: 1.9895, loss: 1.9895, grad_norm: 2.8411 2021-03-09 10:48:06,395 - mmaction - INFO - Epoch [57][480/940] lr: 4.000e-02, eta: 21:57:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7551, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8127 2021-03-09 10:48:23,894 - mmaction - INFO - Epoch [57][500/940] lr: 4.000e-02, eta: 21:57:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7600, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.8196 2021-03-09 10:48:41,402 - mmaction - INFO - Epoch [57][520/940] lr: 4.000e-02, eta: 21:56:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7613, loss_cls: 1.9873, loss: 1.9873, grad_norm: 2.8498 2021-03-09 10:48:58,894 - mmaction - INFO - Epoch [57][540/940] lr: 4.000e-02, eta: 21:56:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7459, loss_cls: 2.0743, loss: 2.0743, grad_norm: 2.8814 2021-03-09 10:49:16,386 - mmaction - INFO - Epoch [57][560/940] lr: 4.000e-02, eta: 21:56:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7652, loss_cls: 2.0227, loss: 2.0227, grad_norm: 2.8436 2021-03-09 10:49:33,878 - mmaction - INFO - Epoch [57][580/940] lr: 4.000e-02, eta: 21:55:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7627, loss_cls: 1.9942, loss: 1.9942, grad_norm: 2.8185 2021-03-09 10:49:51,374 - mmaction - INFO - Epoch [57][600/940] lr: 4.000e-02, eta: 21:55:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7564, loss_cls: 2.0581, loss: 2.0581, grad_norm: 2.9096 2021-03-09 10:50:08,879 - mmaction - INFO - Epoch [57][620/940] lr: 4.000e-02, eta: 21:55:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7605, loss_cls: 2.0272, loss: 2.0272, grad_norm: 2.8140 2021-03-09 10:50:26,401 - mmaction - INFO - Epoch [57][640/940] lr: 4.000e-02, eta: 21:54:57, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7557, loss_cls: 2.0263, loss: 2.0263, grad_norm: 2.8331 2021-03-09 10:50:43,901 - mmaction - INFO - Epoch [57][660/940] lr: 4.000e-02, eta: 21:54:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7553, loss_cls: 2.0328, loss: 2.0328, grad_norm: 2.8436 2021-03-09 10:51:01,398 - mmaction - INFO - Epoch [57][680/940] lr: 4.000e-02, eta: 21:54:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7592, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8773 2021-03-09 10:51:18,903 - mmaction - INFO - Epoch [57][700/940] lr: 4.000e-02, eta: 21:54:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7469, loss_cls: 2.0956, loss: 2.0956, grad_norm: 2.8819 2021-03-09 10:51:36,419 - mmaction - INFO - Epoch [57][720/940] lr: 4.000e-02, eta: 21:53:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7613, loss_cls: 2.0286, loss: 2.0286, grad_norm: 2.7739 2021-03-09 10:51:53,938 - mmaction - INFO - Epoch [57][740/940] lr: 4.000e-02, eta: 21:53:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7615, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.7832 2021-03-09 10:52:11,454 - mmaction - INFO - Epoch [57][760/940] lr: 4.000e-02, eta: 21:53:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7617, loss_cls: 2.0420, loss: 2.0420, grad_norm: 2.8399 2021-03-09 10:52:28,988 - mmaction - INFO - Epoch [57][780/940] lr: 4.000e-02, eta: 21:52:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7629, loss_cls: 1.9865, loss: 1.9865, grad_norm: 2.8054 2021-03-09 10:52:46,507 - mmaction - INFO - Epoch [57][800/940] lr: 4.000e-02, eta: 21:52:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7748, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.8679 2021-03-09 10:53:04,025 - mmaction - INFO - Epoch [57][820/940] lr: 4.000e-02, eta: 21:52:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7512, loss_cls: 2.0409, loss: 2.0409, grad_norm: 2.8289 2021-03-09 10:53:21,540 - mmaction - INFO - Epoch [57][840/940] lr: 4.000e-02, eta: 21:51:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7516, loss_cls: 2.0333, loss: 2.0333, grad_norm: 2.8003 2021-03-09 10:53:39,051 - mmaction - INFO - Epoch [57][860/940] lr: 4.000e-02, eta: 21:51:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7584, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.8286 2021-03-09 10:53:56,566 - mmaction - INFO - Epoch [57][880/940] lr: 4.000e-02, eta: 21:51:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7451, loss_cls: 2.0595, loss: 2.0595, grad_norm: 2.8351 2021-03-09 10:54:14,069 - mmaction - INFO - Epoch [57][900/940] lr: 4.000e-02, eta: 21:50:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7531, loss_cls: 2.0355, loss: 2.0355, grad_norm: 2.7401 2021-03-09 10:54:31,579 - mmaction - INFO - Epoch [57][920/940] lr: 4.000e-02, eta: 21:50:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7607, loss_cls: 2.0280, loss: 2.0280, grad_norm: 2.8330 2021-03-09 10:54:48,544 - mmaction - INFO - Epoch [57][940/940] lr: 4.000e-02, eta: 21:50:15, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7622, loss_cls: 1.9999, loss: 1.9999, grad_norm: 2.8151 2021-03-09 10:54:49,417 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-03-09 10:55:30,060 - mmaction - INFO - Epoch [58][20/940] lr: 4.000e-02, eta: 21:50:29, time: 1.907, data_time: 1.026, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7650, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.8235 2021-03-09 10:55:47,583 - mmaction - INFO - Epoch [58][40/940] lr: 4.000e-02, eta: 21:50:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7562, loss_cls: 2.0070, loss: 2.0070, grad_norm: 2.8028 2021-03-09 10:56:05,082 - mmaction - INFO - Epoch [58][60/940] lr: 4.000e-02, eta: 21:49:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7602, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.8274 2021-03-09 10:56:22,605 - mmaction - INFO - Epoch [58][80/940] lr: 4.000e-02, eta: 21:49:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7615, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.8837 2021-03-09 10:56:40,120 - mmaction - INFO - Epoch [58][100/940] lr: 4.000e-02, eta: 21:49:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7662, loss_cls: 1.9768, loss: 1.9768, grad_norm: 2.8658 2021-03-09 10:56:57,637 - mmaction - INFO - Epoch [58][120/940] lr: 4.000e-02, eta: 21:48:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7627, loss_cls: 1.9877, loss: 1.9877, grad_norm: 2.7855 2021-03-09 10:57:15,138 - mmaction - INFO - Epoch [58][140/940] lr: 4.000e-02, eta: 21:48:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7611, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8813 2021-03-09 10:57:32,660 - mmaction - INFO - Epoch [58][160/940] lr: 4.000e-02, eta: 21:48:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7586, loss_cls: 2.0245, loss: 2.0245, grad_norm: 2.7866 2021-03-09 10:57:50,161 - mmaction - INFO - Epoch [58][180/940] lr: 4.000e-02, eta: 21:47:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7492, loss_cls: 2.0709, loss: 2.0709, grad_norm: 2.8749 2021-03-09 10:58:07,654 - mmaction - INFO - Epoch [58][200/940] lr: 4.000e-02, eta: 21:47:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7650, loss_cls: 1.9777, loss: 1.9777, grad_norm: 2.7916 2021-03-09 10:58:25,152 - mmaction - INFO - Epoch [58][220/940] lr: 4.000e-02, eta: 21:47:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7631, loss_cls: 2.0250, loss: 2.0250, grad_norm: 2.8845 2021-03-09 10:58:42,654 - mmaction - INFO - Epoch [58][240/940] lr: 4.000e-02, eta: 21:47:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5201, top5_acc: 0.7492, loss_cls: 2.0651, loss: 2.0651, grad_norm: 2.8653 2021-03-09 10:59:00,149 - mmaction - INFO - Epoch [58][260/940] lr: 4.000e-02, eta: 21:46:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7680, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.8493 2021-03-09 10:59:17,655 - mmaction - INFO - Epoch [58][280/940] lr: 4.000e-02, eta: 21:46:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7643, loss_cls: 2.0012, loss: 2.0012, grad_norm: 2.8301 2021-03-09 10:59:35,184 - mmaction - INFO - Epoch [58][300/940] lr: 4.000e-02, eta: 21:46:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7471, loss_cls: 2.0359, loss: 2.0359, grad_norm: 2.8559 2021-03-09 10:59:52,682 - mmaction - INFO - Epoch [58][320/940] lr: 4.000e-02, eta: 21:45:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7566, loss_cls: 2.0455, loss: 2.0455, grad_norm: 2.9424 2021-03-09 11:00:10,188 - mmaction - INFO - Epoch [58][340/940] lr: 4.000e-02, eta: 21:45:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7576, loss_cls: 2.0512, loss: 2.0512, grad_norm: 2.8189 2021-03-09 11:00:27,681 - mmaction - INFO - Epoch [58][360/940] lr: 4.000e-02, eta: 21:45:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7658, loss_cls: 2.0098, loss: 2.0098, grad_norm: 2.8133 2021-03-09 11:00:45,170 - mmaction - INFO - Epoch [58][380/940] lr: 4.000e-02, eta: 21:44:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7684, loss_cls: 1.9936, loss: 1.9936, grad_norm: 2.7595 2021-03-09 11:01:02,680 - mmaction - INFO - Epoch [58][400/940] lr: 4.000e-02, eta: 21:44:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7688, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.8709 2021-03-09 11:01:20,177 - mmaction - INFO - Epoch [58][420/940] lr: 4.000e-02, eta: 21:44:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7643, loss_cls: 2.0125, loss: 2.0125, grad_norm: 2.9042 2021-03-09 11:01:37,687 - mmaction - INFO - Epoch [58][440/940] lr: 4.000e-02, eta: 21:43:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7701, loss_cls: 2.0050, loss: 2.0050, grad_norm: 2.8270 2021-03-09 11:01:55,205 - mmaction - INFO - Epoch [58][460/940] lr: 4.000e-02, eta: 21:43:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7686, loss_cls: 1.9953, loss: 1.9953, grad_norm: 2.8066 2021-03-09 11:02:12,707 - mmaction - INFO - Epoch [58][480/940] lr: 4.000e-02, eta: 21:43:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7566, loss_cls: 2.0171, loss: 2.0171, grad_norm: 2.8690 2021-03-09 11:02:30,219 - mmaction - INFO - Epoch [58][500/940] lr: 4.000e-02, eta: 21:42:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7670, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.8381 2021-03-09 11:02:47,729 - mmaction - INFO - Epoch [58][520/940] lr: 4.000e-02, eta: 21:42:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7523, loss_cls: 2.0484, loss: 2.0484, grad_norm: 2.8531 2021-03-09 11:03:05,226 - mmaction - INFO - Epoch [58][540/940] lr: 4.000e-02, eta: 21:42:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7699, loss_cls: 1.9726, loss: 1.9726, grad_norm: 2.7764 2021-03-09 11:03:22,726 - mmaction - INFO - Epoch [58][560/940] lr: 4.000e-02, eta: 21:42:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5232, top5_acc: 0.7602, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.8795 2021-03-09 11:03:40,246 - mmaction - INFO - Epoch [58][580/940] lr: 4.000e-02, eta: 21:41:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7621, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8266 2021-03-09 11:03:57,746 - mmaction - INFO - Epoch [58][600/940] lr: 4.000e-02, eta: 21:41:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7627, loss_cls: 1.9991, loss: 1.9991, grad_norm: 2.7964 2021-03-09 11:04:15,250 - mmaction - INFO - Epoch [58][620/940] lr: 4.000e-02, eta: 21:41:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7572, loss_cls: 2.0109, loss: 2.0109, grad_norm: 2.8201 2021-03-09 11:04:32,759 - mmaction - INFO - Epoch [58][640/940] lr: 4.000e-02, eta: 21:40:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7648, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.8584 2021-03-09 11:04:50,277 - mmaction - INFO - Epoch [58][660/940] lr: 4.000e-02, eta: 21:40:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5254, top5_acc: 0.7588, loss_cls: 2.0232, loss: 2.0232, grad_norm: 2.8619 2021-03-09 11:05:07,785 - mmaction - INFO - Epoch [58][680/940] lr: 4.000e-02, eta: 21:40:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7578, loss_cls: 2.0459, loss: 2.0459, grad_norm: 2.8532 2021-03-09 11:05:25,287 - mmaction - INFO - Epoch [58][700/940] lr: 4.000e-02, eta: 21:39:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7662, loss_cls: 2.0167, loss: 2.0167, grad_norm: 2.8114 2021-03-09 11:05:42,904 - mmaction - INFO - Epoch [58][720/940] lr: 4.000e-02, eta: 21:39:33, time: 0.881, data_time: 0.007, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7615, loss_cls: 2.0291, loss: 2.0291, grad_norm: 2.8394 2021-03-09 11:06:00,395 - mmaction - INFO - Epoch [58][740/940] lr: 4.000e-02, eta: 21:39:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7650, loss_cls: 2.0347, loss: 2.0347, grad_norm: 2.8516 2021-03-09 11:06:17,911 - mmaction - INFO - Epoch [58][760/940] lr: 4.000e-02, eta: 21:38:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7604, loss_cls: 2.0000, loss: 2.0000, grad_norm: 2.8003 2021-03-09 11:06:35,405 - mmaction - INFO - Epoch [58][780/940] lr: 4.000e-02, eta: 21:38:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7617, loss_cls: 2.0001, loss: 2.0001, grad_norm: 2.8427 2021-03-09 11:06:52,912 - mmaction - INFO - Epoch [58][800/940] lr: 4.000e-02, eta: 21:38:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5279, top5_acc: 0.7582, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.8119 2021-03-09 11:07:10,420 - mmaction - INFO - Epoch [58][820/940] lr: 4.000e-02, eta: 21:37:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7568, loss_cls: 2.0656, loss: 2.0656, grad_norm: 2.7724 2021-03-09 11:07:27,931 - mmaction - INFO - Epoch [58][840/940] lr: 4.000e-02, eta: 21:37:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7678, loss_cls: 2.0149, loss: 2.0149, grad_norm: 2.8596 2021-03-09 11:07:45,443 - mmaction - INFO - Epoch [58][860/940] lr: 4.000e-02, eta: 21:37:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7604, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8006 2021-03-09 11:08:02,953 - mmaction - INFO - Epoch [58][880/940] lr: 4.000e-02, eta: 21:37:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7506, loss_cls: 2.0643, loss: 2.0643, grad_norm: 2.8463 2021-03-09 11:08:20,464 - mmaction - INFO - Epoch [58][900/940] lr: 4.000e-02, eta: 21:36:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7568, loss_cls: 2.0257, loss: 2.0257, grad_norm: 2.7831 2021-03-09 11:08:37,973 - mmaction - INFO - Epoch [58][920/940] lr: 4.000e-02, eta: 21:36:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7543, loss_cls: 2.0264, loss: 2.0264, grad_norm: 2.7854 2021-03-09 11:08:54,958 - mmaction - INFO - Epoch [58][940/940] lr: 4.000e-02, eta: 21:36:06, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5154, top5_acc: 0.7470, loss_cls: 2.0997, loss: 2.0997, grad_norm: 2.8208 2021-03-09 11:08:55,921 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-03-09 11:09:33,140 - mmaction - INFO - Epoch [59][20/940] lr: 4.000e-02, eta: 21:36:17, time: 1.836, data_time: 0.958, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7488, loss_cls: 2.0499, loss: 2.0499, grad_norm: 2.8215 2021-03-09 11:09:50,675 - mmaction - INFO - Epoch [59][40/940] lr: 4.000e-02, eta: 21:35:59, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7590, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.8074 2021-03-09 11:10:08,181 - mmaction - INFO - Epoch [59][60/940] lr: 4.000e-02, eta: 21:35:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7727, loss_cls: 1.9812, loss: 1.9812, grad_norm: 2.8185 2021-03-09 11:10:25,705 - mmaction - INFO - Epoch [59][80/940] lr: 4.000e-02, eta: 21:35:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7582, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.8605 2021-03-09 11:10:43,218 - mmaction - INFO - Epoch [59][100/940] lr: 4.000e-02, eta: 21:35:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7645, loss_cls: 1.9901, loss: 1.9901, grad_norm: 2.8184 2021-03-09 11:11:00,724 - mmaction - INFO - Epoch [59][120/940] lr: 4.000e-02, eta: 21:34:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7662, loss_cls: 1.9693, loss: 1.9693, grad_norm: 2.8531 2021-03-09 11:11:18,237 - mmaction - INFO - Epoch [59][140/940] lr: 4.000e-02, eta: 21:34:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7594, loss_cls: 2.0333, loss: 2.0333, grad_norm: 2.8602 2021-03-09 11:11:35,742 - mmaction - INFO - Epoch [59][160/940] lr: 4.000e-02, eta: 21:34:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7600, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.8129 2021-03-09 11:11:53,259 - mmaction - INFO - Epoch [59][180/940] lr: 4.000e-02, eta: 21:33:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7570, loss_cls: 2.0563, loss: 2.0563, grad_norm: 2.8413 2021-03-09 11:12:10,773 - mmaction - INFO - Epoch [59][200/940] lr: 4.000e-02, eta: 21:33:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5213, top5_acc: 0.7484, loss_cls: 2.0753, loss: 2.0753, grad_norm: 2.8858 2021-03-09 11:12:28,304 - mmaction - INFO - Epoch [59][220/940] lr: 4.000e-02, eta: 21:33:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7623, loss_cls: 2.0069, loss: 2.0069, grad_norm: 2.7873 2021-03-09 11:12:45,811 - mmaction - INFO - Epoch [59][240/940] lr: 4.000e-02, eta: 21:32:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7684, loss_cls: 1.9421, loss: 1.9421, grad_norm: 2.7745 2021-03-09 11:13:03,328 - mmaction - INFO - Epoch [59][260/940] lr: 4.000e-02, eta: 21:32:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7598, loss_cls: 2.0066, loss: 2.0066, grad_norm: 2.8601 2021-03-09 11:13:20,835 - mmaction - INFO - Epoch [59][280/940] lr: 4.000e-02, eta: 21:32:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7613, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.8633 2021-03-09 11:13:38,339 - mmaction - INFO - Epoch [59][300/940] lr: 4.000e-02, eta: 21:31:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7639, loss_cls: 1.9898, loss: 1.9898, grad_norm: 2.8395 2021-03-09 11:13:55,847 - mmaction - INFO - Epoch [59][320/940] lr: 4.000e-02, eta: 21:31:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7688, loss_cls: 1.9645, loss: 1.9645, grad_norm: 2.8627 2021-03-09 11:14:13,373 - mmaction - INFO - Epoch [59][340/940] lr: 4.000e-02, eta: 21:31:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7490, loss_cls: 2.0555, loss: 2.0555, grad_norm: 2.8245 2021-03-09 11:14:30,883 - mmaction - INFO - Epoch [59][360/940] lr: 4.000e-02, eta: 21:30:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7584, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.8333 2021-03-09 11:14:48,386 - mmaction - INFO - Epoch [59][380/940] lr: 4.000e-02, eta: 21:30:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7734, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.8543 2021-03-09 11:15:05,903 - mmaction - INFO - Epoch [59][400/940] lr: 4.000e-02, eta: 21:30:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7496, loss_cls: 2.0528, loss: 2.0528, grad_norm: 2.8537 2021-03-09 11:15:23,408 - mmaction - INFO - Epoch [59][420/940] lr: 4.000e-02, eta: 21:30:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7529, loss_cls: 2.0567, loss: 2.0567, grad_norm: 2.8201 2021-03-09 11:15:40,921 - mmaction - INFO - Epoch [59][440/940] lr: 4.000e-02, eta: 21:29:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7660, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8330 2021-03-09 11:15:58,423 - mmaction - INFO - Epoch [59][460/940] lr: 4.000e-02, eta: 21:29:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7553, loss_cls: 2.0314, loss: 2.0314, grad_norm: 2.8054 2021-03-09 11:16:15,944 - mmaction - INFO - Epoch [59][480/940] lr: 4.000e-02, eta: 21:29:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7625, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.8042 2021-03-09 11:16:33,443 - mmaction - INFO - Epoch [59][500/940] lr: 4.000e-02, eta: 21:28:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7580, loss_cls: 2.0523, loss: 2.0523, grad_norm: 2.8169 2021-03-09 11:16:50,953 - mmaction - INFO - Epoch [59][520/940] lr: 4.000e-02, eta: 21:28:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7547, loss_cls: 2.0473, loss: 2.0473, grad_norm: 2.8232 2021-03-09 11:17:08,463 - mmaction - INFO - Epoch [59][540/940] lr: 4.000e-02, eta: 21:28:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7652, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.8041 2021-03-09 11:17:25,960 - mmaction - INFO - Epoch [59][560/940] lr: 4.000e-02, eta: 21:27:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7623, loss_cls: 2.0016, loss: 2.0016, grad_norm: 2.8036 2021-03-09 11:17:43,887 - mmaction - INFO - Epoch [59][580/940] lr: 4.000e-02, eta: 21:27:33, time: 0.897, data_time: 0.023, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7676, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.8438 2021-03-09 11:18:01,388 - mmaction - INFO - Epoch [59][600/940] lr: 4.000e-02, eta: 21:27:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7602, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.8240 2021-03-09 11:18:18,890 - mmaction - INFO - Epoch [59][620/940] lr: 4.000e-02, eta: 21:26:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7619, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.7937 2021-03-09 11:18:36,393 - mmaction - INFO - Epoch [59][640/940] lr: 4.000e-02, eta: 21:26:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7627, loss_cls: 1.9945, loss: 1.9945, grad_norm: 2.8516 2021-03-09 11:18:53,891 - mmaction - INFO - Epoch [59][660/940] lr: 4.000e-02, eta: 21:26:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7637, loss_cls: 2.0178, loss: 2.0178, grad_norm: 2.8340 2021-03-09 11:19:11,384 - mmaction - INFO - Epoch [59][680/940] lr: 4.000e-02, eta: 21:25:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7598, loss_cls: 2.0314, loss: 2.0314, grad_norm: 2.8230 2021-03-09 11:19:28,890 - mmaction - INFO - Epoch [59][700/940] lr: 4.000e-02, eta: 21:25:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7594, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.8878 2021-03-09 11:19:46,387 - mmaction - INFO - Epoch [59][720/940] lr: 4.000e-02, eta: 21:25:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7693, loss_cls: 1.9930, loss: 1.9930, grad_norm: 2.8748 2021-03-09 11:20:03,900 - mmaction - INFO - Epoch [59][740/940] lr: 4.000e-02, eta: 21:25:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5250, top5_acc: 0.7562, loss_cls: 2.0637, loss: 2.0637, grad_norm: 2.8947 2021-03-09 11:20:21,406 - mmaction - INFO - Epoch [59][760/940] lr: 4.000e-02, eta: 21:24:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7576, loss_cls: 2.0111, loss: 2.0111, grad_norm: 2.8227 2021-03-09 11:20:38,911 - mmaction - INFO - Epoch [59][780/940] lr: 4.000e-02, eta: 21:24:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7641, loss_cls: 1.9994, loss: 1.9994, grad_norm: 2.8972 2021-03-09 11:20:56,424 - mmaction - INFO - Epoch [59][800/940] lr: 4.000e-02, eta: 21:24:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7533, loss_cls: 2.0634, loss: 2.0634, grad_norm: 2.8413 2021-03-09 11:21:13,914 - mmaction - INFO - Epoch [59][820/940] lr: 4.000e-02, eta: 21:23:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5236, top5_acc: 0.7605, loss_cls: 2.0498, loss: 2.0498, grad_norm: 2.8485 2021-03-09 11:21:31,405 - mmaction - INFO - Epoch [59][840/940] lr: 4.000e-02, eta: 21:23:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7551, loss_cls: 2.0325, loss: 2.0325, grad_norm: 2.9061 2021-03-09 11:21:48,900 - mmaction - INFO - Epoch [59][860/940] lr: 4.000e-02, eta: 21:23:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7658, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.8330 2021-03-09 11:22:06,390 - mmaction - INFO - Epoch [59][880/940] lr: 4.000e-02, eta: 21:22:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7576, loss_cls: 2.0329, loss: 2.0329, grad_norm: 2.8652 2021-03-09 11:22:23,903 - mmaction - INFO - Epoch [59][900/940] lr: 4.000e-02, eta: 21:22:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7779, loss_cls: 1.9508, loss: 1.9508, grad_norm: 2.8384 2021-03-09 11:22:41,402 - mmaction - INFO - Epoch [59][920/940] lr: 4.000e-02, eta: 21:22:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7592, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.9015 2021-03-09 11:22:58,362 - mmaction - INFO - Epoch [59][940/940] lr: 4.000e-02, eta: 21:21:55, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5215, top5_acc: 0.7508, loss_cls: 2.0839, loss: 2.0839, grad_norm: 2.8271 2021-03-09 11:22:58,898 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-03-09 11:23:37,542 - mmaction - INFO - Epoch [60][20/940] lr: 4.000e-02, eta: 21:22:08, time: 1.906, data_time: 0.946, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7643, loss_cls: 2.0287, loss: 2.0287, grad_norm: 2.8515 2021-03-09 11:23:55,098 - mmaction - INFO - Epoch [60][40/940] lr: 4.000e-02, eta: 21:21:49, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7682, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.8438 2021-03-09 11:24:12,614 - mmaction - INFO - Epoch [60][60/940] lr: 4.000e-02, eta: 21:21:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7658, loss_cls: 2.0262, loss: 2.0262, grad_norm: 2.8846 2021-03-09 11:24:30,110 - mmaction - INFO - Epoch [60][80/940] lr: 4.000e-02, eta: 21:21:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7609, loss_cls: 2.0121, loss: 2.0121, grad_norm: 2.8742 2021-03-09 11:24:47,612 - mmaction - INFO - Epoch [60][100/940] lr: 4.000e-02, eta: 21:20:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7682, loss_cls: 2.0057, loss: 2.0057, grad_norm: 2.8753 2021-03-09 11:25:05,121 - mmaction - INFO - Epoch [60][120/940] lr: 4.000e-02, eta: 21:20:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7580, loss_cls: 2.0329, loss: 2.0329, grad_norm: 2.8308 2021-03-09 11:25:22,624 - mmaction - INFO - Epoch [60][140/940] lr: 4.000e-02, eta: 21:20:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7650, loss_cls: 1.9917, loss: 1.9917, grad_norm: 2.8631 2021-03-09 11:25:40,107 - mmaction - INFO - Epoch [60][160/940] lr: 4.000e-02, eta: 21:19:57, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7674, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.8697 2021-03-09 11:25:57,602 - mmaction - INFO - Epoch [60][180/940] lr: 4.000e-02, eta: 21:19:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7543, loss_cls: 2.0318, loss: 2.0318, grad_norm: 2.8358 2021-03-09 11:26:15,107 - mmaction - INFO - Epoch [60][200/940] lr: 4.000e-02, eta: 21:19:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7691, loss_cls: 1.9683, loss: 1.9683, grad_norm: 2.8757 2021-03-09 11:26:32,603 - mmaction - INFO - Epoch [60][220/940] lr: 4.000e-02, eta: 21:19:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7674, loss_cls: 1.9933, loss: 1.9933, grad_norm: 2.7784 2021-03-09 11:26:50,102 - mmaction - INFO - Epoch [60][240/940] lr: 4.000e-02, eta: 21:18:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7682, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.8040 2021-03-09 11:27:07,601 - mmaction - INFO - Epoch [60][260/940] lr: 4.000e-02, eta: 21:18:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7535, loss_cls: 2.0305, loss: 2.0305, grad_norm: 2.8310 2021-03-09 11:27:25,114 - mmaction - INFO - Epoch [60][280/940] lr: 4.000e-02, eta: 21:18:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7613, loss_cls: 1.9971, loss: 1.9971, grad_norm: 2.8324 2021-03-09 11:27:42,617 - mmaction - INFO - Epoch [60][300/940] lr: 4.000e-02, eta: 21:17:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7623, loss_cls: 1.9870, loss: 1.9870, grad_norm: 2.7525 2021-03-09 11:28:00,127 - mmaction - INFO - Epoch [60][320/940] lr: 4.000e-02, eta: 21:17:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7615, loss_cls: 2.0008, loss: 2.0008, grad_norm: 2.7704 2021-03-09 11:28:17,634 - mmaction - INFO - Epoch [60][340/940] lr: 4.000e-02, eta: 21:17:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7637, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.8660 2021-03-09 11:28:35,139 - mmaction - INFO - Epoch [60][360/940] lr: 4.000e-02, eta: 21:16:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7594, loss_cls: 2.0259, loss: 2.0259, grad_norm: 2.8937 2021-03-09 11:28:52,646 - mmaction - INFO - Epoch [60][380/940] lr: 4.000e-02, eta: 21:16:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7656, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.8538 2021-03-09 11:29:10,145 - mmaction - INFO - Epoch [60][400/940] lr: 4.000e-02, eta: 21:16:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7535, loss_cls: 2.0435, loss: 2.0435, grad_norm: 2.8068 2021-03-09 11:29:27,646 - mmaction - INFO - Epoch [60][420/940] lr: 4.000e-02, eta: 21:15:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7559, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.8157 2021-03-09 11:29:45,168 - mmaction - INFO - Epoch [60][440/940] lr: 4.000e-02, eta: 21:15:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7619, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.8213 2021-03-09 11:30:02,655 - mmaction - INFO - Epoch [60][460/940] lr: 4.000e-02, eta: 21:15:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7639, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.8280 2021-03-09 11:30:20,155 - mmaction - INFO - Epoch [60][480/940] lr: 4.000e-02, eta: 21:14:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7549, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.8308 2021-03-09 11:30:37,670 - mmaction - INFO - Epoch [60][500/940] lr: 4.000e-02, eta: 21:14:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7617, loss_cls: 2.0182, loss: 2.0182, grad_norm: 2.8890 2021-03-09 11:30:55,162 - mmaction - INFO - Epoch [60][520/940] lr: 4.000e-02, eta: 21:14:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7609, loss_cls: 2.0156, loss: 2.0156, grad_norm: 2.8015 2021-03-09 11:31:12,674 - mmaction - INFO - Epoch [60][540/940] lr: 4.000e-02, eta: 21:14:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7646, loss_cls: 2.0013, loss: 2.0013, grad_norm: 2.8208 2021-03-09 11:31:30,170 - mmaction - INFO - Epoch [60][560/940] lr: 4.000e-02, eta: 21:13:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7598, loss_cls: 2.0347, loss: 2.0347, grad_norm: 2.9043 2021-03-09 11:31:47,668 - mmaction - INFO - Epoch [60][580/940] lr: 4.000e-02, eta: 21:13:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7631, loss_cls: 2.0267, loss: 2.0267, grad_norm: 2.8747 2021-03-09 11:32:05,173 - mmaction - INFO - Epoch [60][600/940] lr: 4.000e-02, eta: 21:13:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7652, loss_cls: 2.0302, loss: 2.0302, grad_norm: 2.8586 2021-03-09 11:32:22,675 - mmaction - INFO - Epoch [60][620/940] lr: 4.000e-02, eta: 21:12:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7693, loss_cls: 1.9926, loss: 1.9926, grad_norm: 2.9008 2021-03-09 11:32:40,172 - mmaction - INFO - Epoch [60][640/940] lr: 4.000e-02, eta: 21:12:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7598, loss_cls: 2.0192, loss: 2.0192, grad_norm: 2.8406 2021-03-09 11:32:57,676 - mmaction - INFO - Epoch [60][660/940] lr: 4.000e-02, eta: 21:12:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7664, loss_cls: 1.9965, loss: 1.9965, grad_norm: 2.8023 2021-03-09 11:33:15,186 - mmaction - INFO - Epoch [60][680/940] lr: 4.000e-02, eta: 21:11:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7568, loss_cls: 2.0218, loss: 2.0218, grad_norm: 2.8720 2021-03-09 11:33:32,693 - mmaction - INFO - Epoch [60][700/940] lr: 4.000e-02, eta: 21:11:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7633, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.7923 2021-03-09 11:33:50,180 - mmaction - INFO - Epoch [60][720/940] lr: 4.000e-02, eta: 21:11:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7561, loss_cls: 2.0463, loss: 2.0463, grad_norm: 2.8613 2021-03-09 11:34:07,734 - mmaction - INFO - Epoch [60][740/940] lr: 4.000e-02, eta: 21:10:54, time: 0.878, data_time: 0.005, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7631, loss_cls: 2.0199, loss: 2.0199, grad_norm: 2.8275 2021-03-09 11:34:25,233 - mmaction - INFO - Epoch [60][760/940] lr: 4.000e-02, eta: 21:10:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7646, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.8217 2021-03-09 11:34:42,720 - mmaction - INFO - Epoch [60][780/940] lr: 4.000e-02, eta: 21:10:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7545, loss_cls: 2.0554, loss: 2.0554, grad_norm: 2.8120 2021-03-09 11:35:00,224 - mmaction - INFO - Epoch [60][800/940] lr: 4.000e-02, eta: 21:09:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7617, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.9111 2021-03-09 11:35:17,721 - mmaction - INFO - Epoch [60][820/940] lr: 4.000e-02, eta: 21:09:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7574, loss_cls: 2.0496, loss: 2.0496, grad_norm: 2.8679 2021-03-09 11:35:35,225 - mmaction - INFO - Epoch [60][840/940] lr: 4.000e-02, eta: 21:09:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7549, loss_cls: 2.0271, loss: 2.0271, grad_norm: 2.8774 2021-03-09 11:35:52,713 - mmaction - INFO - Epoch [60][860/940] lr: 4.000e-02, eta: 21:09:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7613, loss_cls: 2.0319, loss: 2.0319, grad_norm: 2.7645 2021-03-09 11:36:10,225 - mmaction - INFO - Epoch [60][880/940] lr: 4.000e-02, eta: 21:08:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7605, loss_cls: 2.0371, loss: 2.0371, grad_norm: 2.8638 2021-03-09 11:36:27,729 - mmaction - INFO - Epoch [60][900/940] lr: 4.000e-02, eta: 21:08:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7609, loss_cls: 2.0257, loss: 2.0257, grad_norm: 2.7805 2021-03-09 11:36:45,228 - mmaction - INFO - Epoch [60][920/940] lr: 4.000e-02, eta: 21:08:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5189, top5_acc: 0.7521, loss_cls: 2.0559, loss: 2.0559, grad_norm: 2.8168 2021-03-09 11:37:02,219 - mmaction - INFO - Epoch [60][940/940] lr: 4.000e-02, eta: 21:07:46, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5329, top5_acc: 0.7599, loss_cls: 2.0590, loss: 2.0590, grad_norm: 2.8486 2021-03-09 11:37:02,967 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-03-09 11:37:38,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 11:37:39,006 - mmaction - INFO - top1_acc 0.5949 top5_acc 0.8273 2021-03-09 11:37:39,007 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 11:37:39,075 - mmaction - INFO - mean_acc 0.5948 2021-03-09 11:37:40,377 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2021-03-09 11:37:40,378 - mmaction - INFO - Best top1_acc is 0.5949 at 60 epoch. 2021-03-09 11:37:40,396 - mmaction - INFO - Epoch(val) [60][940] top1_acc: 0.5949, top5_acc: 0.8273, mean_class_accuracy: 0.5948 2021-03-09 11:38:24,467 - mmaction - INFO - Epoch [61][20/940] lr: 4.000e-02, eta: 21:08:07, time: 2.200, data_time: 1.230, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7695, loss_cls: 1.9853, loss: 1.9853, grad_norm: 2.8516 2021-03-09 11:38:42,027 - mmaction - INFO - Epoch [61][40/940] lr: 4.000e-02, eta: 21:07:49, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7615, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.8271 2021-03-09 11:38:59,549 - mmaction - INFO - Epoch [61][60/940] lr: 4.000e-02, eta: 21:07:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7561, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.8801 2021-03-09 11:39:17,059 - mmaction - INFO - Epoch [61][80/940] lr: 4.000e-02, eta: 21:07:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7641, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.8043 2021-03-09 11:39:34,589 - mmaction - INFO - Epoch [61][100/940] lr: 4.000e-02, eta: 21:06:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7633, loss_cls: 1.9899, loss: 1.9899, grad_norm: 2.8678 2021-03-09 11:39:52,106 - mmaction - INFO - Epoch [61][120/940] lr: 4.000e-02, eta: 21:06:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7756, loss_cls: 1.9463, loss: 1.9463, grad_norm: 2.8160 2021-03-09 11:40:09,637 - mmaction - INFO - Epoch [61][140/940] lr: 4.000e-02, eta: 21:06:15, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7629, loss_cls: 2.0245, loss: 2.0245, grad_norm: 2.8544 2021-03-09 11:40:27,146 - mmaction - INFO - Epoch [61][160/940] lr: 4.000e-02, eta: 21:05:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7619, loss_cls: 1.9830, loss: 1.9830, grad_norm: 2.8505 2021-03-09 11:40:44,665 - mmaction - INFO - Epoch [61][180/940] lr: 4.000e-02, eta: 21:05:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7637, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.8935 2021-03-09 11:41:02,171 - mmaction - INFO - Epoch [61][200/940] lr: 4.000e-02, eta: 21:05:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7564, loss_cls: 2.0340, loss: 2.0340, grad_norm: 2.7898 2021-03-09 11:41:19,666 - mmaction - INFO - Epoch [61][220/940] lr: 4.000e-02, eta: 21:05:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7738, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.7909 2021-03-09 11:41:37,167 - mmaction - INFO - Epoch [61][240/940] lr: 4.000e-02, eta: 21:04:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7639, loss_cls: 2.0077, loss: 2.0077, grad_norm: 2.8605 2021-03-09 11:41:54,668 - mmaction - INFO - Epoch [61][260/940] lr: 4.000e-02, eta: 21:04:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7664, loss_cls: 1.9841, loss: 1.9841, grad_norm: 2.8616 2021-03-09 11:42:12,181 - mmaction - INFO - Epoch [61][280/940] lr: 4.000e-02, eta: 21:04:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7674, loss_cls: 2.0075, loss: 2.0075, grad_norm: 2.9226 2021-03-09 11:42:29,686 - mmaction - INFO - Epoch [61][300/940] lr: 4.000e-02, eta: 21:03:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7693, loss_cls: 1.9852, loss: 1.9852, grad_norm: 2.8597 2021-03-09 11:42:47,211 - mmaction - INFO - Epoch [61][320/940] lr: 4.000e-02, eta: 21:03:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7666, loss_cls: 2.0024, loss: 2.0024, grad_norm: 2.9039 2021-03-09 11:43:04,715 - mmaction - INFO - Epoch [61][340/940] lr: 4.000e-02, eta: 21:03:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7635, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.8382 2021-03-09 11:43:22,787 - mmaction - INFO - Epoch [61][360/940] lr: 4.000e-02, eta: 21:02:50, time: 0.903, data_time: 0.030, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7674, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.8170 2021-03-09 11:43:40,290 - mmaction - INFO - Epoch [61][380/940] lr: 4.000e-02, eta: 21:02:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7561, loss_cls: 2.0238, loss: 2.0238, grad_norm: 2.8352 2021-03-09 11:43:57,808 - mmaction - INFO - Epoch [61][400/940] lr: 4.000e-02, eta: 21:02:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7549, loss_cls: 2.0491, loss: 2.0491, grad_norm: 2.7722 2021-03-09 11:44:15,318 - mmaction - INFO - Epoch [61][420/940] lr: 4.000e-02, eta: 21:01:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7600, loss_cls: 2.0205, loss: 2.0205, grad_norm: 2.8054 2021-03-09 11:44:32,819 - mmaction - INFO - Epoch [61][440/940] lr: 4.000e-02, eta: 21:01:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7732, loss_cls: 1.9672, loss: 1.9672, grad_norm: 2.8662 2021-03-09 11:44:50,338 - mmaction - INFO - Epoch [61][460/940] lr: 4.000e-02, eta: 21:01:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7586, loss_cls: 2.0427, loss: 2.0427, grad_norm: 2.8251 2021-03-09 11:45:07,842 - mmaction - INFO - Epoch [61][480/940] lr: 4.000e-02, eta: 21:00:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7518, loss_cls: 2.0669, loss: 2.0669, grad_norm: 2.8033 2021-03-09 11:45:25,340 - mmaction - INFO - Epoch [61][500/940] lr: 4.000e-02, eta: 21:00:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7691, loss_cls: 1.9722, loss: 1.9722, grad_norm: 2.7700 2021-03-09 11:45:42,847 - mmaction - INFO - Epoch [61][520/940] lr: 4.000e-02, eta: 21:00:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7652, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.8290 2021-03-09 11:46:00,354 - mmaction - INFO - Epoch [61][540/940] lr: 4.000e-02, eta: 21:00:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7629, loss_cls: 2.0114, loss: 2.0114, grad_norm: 2.8182 2021-03-09 11:46:17,849 - mmaction - INFO - Epoch [61][560/940] lr: 4.000e-02, eta: 20:59:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7588, loss_cls: 2.0007, loss: 2.0007, grad_norm: 2.7904 2021-03-09 11:46:35,352 - mmaction - INFO - Epoch [61][580/940] lr: 4.000e-02, eta: 20:59:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7629, loss_cls: 2.0051, loss: 2.0051, grad_norm: 2.8830 2021-03-09 11:46:52,863 - mmaction - INFO - Epoch [61][600/940] lr: 4.000e-02, eta: 20:59:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5283, top5_acc: 0.7469, loss_cls: 2.0742, loss: 2.0742, grad_norm: 2.9029 2021-03-09 11:47:10,369 - mmaction - INFO - Epoch [61][620/940] lr: 4.000e-02, eta: 20:58:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7711, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.7930 2021-03-09 11:47:27,874 - mmaction - INFO - Epoch [61][640/940] lr: 4.000e-02, eta: 20:58:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7695, loss_cls: 1.9461, loss: 1.9461, grad_norm: 2.7842 2021-03-09 11:47:45,379 - mmaction - INFO - Epoch [61][660/940] lr: 4.000e-02, eta: 20:58:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7639, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.8017 2021-03-09 11:48:02,875 - mmaction - INFO - Epoch [61][680/940] lr: 4.000e-02, eta: 20:57:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5240, top5_acc: 0.7611, loss_cls: 2.0165, loss: 2.0165, grad_norm: 2.9071 2021-03-09 11:48:20,378 - mmaction - INFO - Epoch [61][700/940] lr: 4.000e-02, eta: 20:57:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7574, loss_cls: 2.0419, loss: 2.0419, grad_norm: 2.8719 2021-03-09 11:48:37,865 - mmaction - INFO - Epoch [61][720/940] lr: 4.000e-02, eta: 20:57:14, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7564, loss_cls: 2.0045, loss: 2.0045, grad_norm: 2.8538 2021-03-09 11:48:55,362 - mmaction - INFO - Epoch [61][740/940] lr: 4.000e-02, eta: 20:56:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7746, loss_cls: 1.9564, loss: 1.9564, grad_norm: 2.8112 2021-03-09 11:49:12,873 - mmaction - INFO - Epoch [61][760/940] lr: 4.000e-02, eta: 20:56:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7619, loss_cls: 2.0285, loss: 2.0285, grad_norm: 2.8260 2021-03-09 11:49:30,370 - mmaction - INFO - Epoch [61][780/940] lr: 4.000e-02, eta: 20:56:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5271, top5_acc: 0.7574, loss_cls: 2.0396, loss: 2.0396, grad_norm: 2.8441 2021-03-09 11:49:47,879 - mmaction - INFO - Epoch [61][800/940] lr: 4.000e-02, eta: 20:55:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7605, loss_cls: 1.9985, loss: 1.9985, grad_norm: 2.7959 2021-03-09 11:50:05,373 - mmaction - INFO - Epoch [61][820/940] lr: 4.000e-02, eta: 20:55:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7557, loss_cls: 2.0727, loss: 2.0727, grad_norm: 2.8538 2021-03-09 11:50:22,872 - mmaction - INFO - Epoch [61][840/940] lr: 4.000e-02, eta: 20:55:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7590, loss_cls: 2.0175, loss: 2.0175, grad_norm: 2.8527 2021-03-09 11:50:40,370 - mmaction - INFO - Epoch [61][860/940] lr: 4.000e-02, eta: 20:55:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.8703 2021-03-09 11:50:57,881 - mmaction - INFO - Epoch [61][880/940] lr: 4.000e-02, eta: 20:54:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7592, loss_cls: 2.0404, loss: 2.0404, grad_norm: 2.8568 2021-03-09 11:51:15,380 - mmaction - INFO - Epoch [61][900/940] lr: 4.000e-02, eta: 20:54:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7600, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.8102 2021-03-09 11:51:32,881 - mmaction - INFO - Epoch [61][920/940] lr: 4.000e-02, eta: 20:54:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7566, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.8334 2021-03-09 11:51:49,839 - mmaction - INFO - Epoch [61][940/940] lr: 4.000e-02, eta: 20:53:47, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5280, top5_acc: 0.7573, loss_cls: 2.0519, loss: 2.0519, grad_norm: 2.9801 2021-03-09 11:51:50,560 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-03-09 11:52:27,820 - mmaction - INFO - Epoch [62][20/940] lr: 4.000e-02, eta: 20:53:56, time: 1.822, data_time: 0.931, memory: 8896, top1_acc: 0.5291, top5_acc: 0.7562, loss_cls: 2.0382, loss: 2.0382, grad_norm: 2.7861 2021-03-09 11:52:45,330 - mmaction - INFO - Epoch [62][40/940] lr: 4.000e-02, eta: 20:53:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7580, loss_cls: 2.0168, loss: 2.0168, grad_norm: 2.8314 2021-03-09 11:53:02,846 - mmaction - INFO - Epoch [62][60/940] lr: 4.000e-02, eta: 20:53:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7602, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.8013 2021-03-09 11:53:20,370 - mmaction - INFO - Epoch [62][80/940] lr: 4.000e-02, eta: 20:53:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7703, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.8198 2021-03-09 11:53:37,864 - mmaction - INFO - Epoch [62][100/940] lr: 4.000e-02, eta: 20:52:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7609, loss_cls: 2.0086, loss: 2.0086, grad_norm: 2.8565 2021-03-09 11:53:55,373 - mmaction - INFO - Epoch [62][120/940] lr: 4.000e-02, eta: 20:52:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7645, loss_cls: 1.9849, loss: 1.9849, grad_norm: 2.8258 2021-03-09 11:54:12,877 - mmaction - INFO - Epoch [62][140/940] lr: 4.000e-02, eta: 20:52:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7627, loss_cls: 2.0314, loss: 2.0314, grad_norm: 2.9029 2021-03-09 11:54:30,399 - mmaction - INFO - Epoch [62][160/940] lr: 4.000e-02, eta: 20:51:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7740, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.8546 2021-03-09 11:54:47,903 - mmaction - INFO - Epoch [62][180/940] lr: 4.000e-02, eta: 20:51:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7598, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.8418 2021-03-09 11:55:05,395 - mmaction - INFO - Epoch [62][200/940] lr: 4.000e-02, eta: 20:51:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7727, loss_cls: 1.9477, loss: 1.9477, grad_norm: 2.8605 2021-03-09 11:55:22,898 - mmaction - INFO - Epoch [62][220/940] lr: 4.000e-02, eta: 20:50:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7598, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.7847 2021-03-09 11:55:40,399 - mmaction - INFO - Epoch [62][240/940] lr: 4.000e-02, eta: 20:50:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7668, loss_cls: 1.9759, loss: 1.9759, grad_norm: 2.8339 2021-03-09 11:55:57,910 - mmaction - INFO - Epoch [62][260/940] lr: 4.000e-02, eta: 20:50:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7701, loss_cls: 1.9662, loss: 1.9662, grad_norm: 2.8344 2021-03-09 11:56:15,410 - mmaction - INFO - Epoch [62][280/940] lr: 4.000e-02, eta: 20:49:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7598, loss_cls: 2.0178, loss: 2.0178, grad_norm: 2.8762 2021-03-09 11:56:32,926 - mmaction - INFO - Epoch [62][300/940] lr: 4.000e-02, eta: 20:49:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7781, loss_cls: 1.9600, loss: 1.9600, grad_norm: 2.8103 2021-03-09 11:56:50,415 - mmaction - INFO - Epoch [62][320/940] lr: 4.000e-02, eta: 20:49:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7686, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8541 2021-03-09 11:57:07,921 - mmaction - INFO - Epoch [62][340/940] lr: 4.000e-02, eta: 20:48:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7537, loss_cls: 2.0668, loss: 2.0668, grad_norm: 2.8626 2021-03-09 11:57:25,417 - mmaction - INFO - Epoch [62][360/940] lr: 4.000e-02, eta: 20:48:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7656, loss_cls: 1.9993, loss: 1.9993, grad_norm: 2.8437 2021-03-09 11:57:42,925 - mmaction - INFO - Epoch [62][380/940] lr: 4.000e-02, eta: 20:48:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7697, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.8442 2021-03-09 11:58:00,412 - mmaction - INFO - Epoch [62][400/940] lr: 4.000e-02, eta: 20:48:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7730, loss_cls: 1.9472, loss: 1.9472, grad_norm: 2.8200 2021-03-09 11:58:17,908 - mmaction - INFO - Epoch [62][420/940] lr: 4.000e-02, eta: 20:47:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7621, loss_cls: 2.0017, loss: 2.0017, grad_norm: 2.8748 2021-03-09 11:58:35,388 - mmaction - INFO - Epoch [62][440/940] lr: 4.000e-02, eta: 20:47:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7695, loss_cls: 1.9852, loss: 1.9852, grad_norm: 2.8671 2021-03-09 11:58:52,886 - mmaction - INFO - Epoch [62][460/940] lr: 4.000e-02, eta: 20:47:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7574, loss_cls: 2.0069, loss: 2.0069, grad_norm: 2.8476 2021-03-09 11:59:10,372 - mmaction - INFO - Epoch [62][480/940] lr: 4.000e-02, eta: 20:46:46, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7580, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.8538 2021-03-09 11:59:27,873 - mmaction - INFO - Epoch [62][500/940] lr: 4.000e-02, eta: 20:46:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7615, loss_cls: 1.9931, loss: 1.9931, grad_norm: 2.8039 2021-03-09 11:59:45,391 - mmaction - INFO - Epoch [62][520/940] lr: 4.000e-02, eta: 20:46:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7619, loss_cls: 2.0234, loss: 2.0234, grad_norm: 2.8038 2021-03-09 12:00:05,274 - mmaction - INFO - Epoch [62][540/940] lr: 4.000e-02, eta: 20:45:53, time: 0.988, data_time: 0.000, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7555, loss_cls: 2.0129, loss: 2.0129, grad_norm: 2.8667 2021-03-09 12:00:22,949 - mmaction - INFO - Epoch [62][560/940] lr: 4.000e-02, eta: 20:45:35, time: 0.890, data_time: 0.010, memory: 8896, top1_acc: 0.5203, top5_acc: 0.7506, loss_cls: 2.0654, loss: 2.0654, grad_norm: 2.8675 2021-03-09 12:00:40,448 - mmaction - INFO - Epoch [62][580/940] lr: 4.000e-02, eta: 20:45:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7586, loss_cls: 2.0010, loss: 2.0010, grad_norm: 2.8913 2021-03-09 12:00:57,988 - mmaction - INFO - Epoch [62][600/940] lr: 4.000e-02, eta: 20:44:58, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7518, loss_cls: 2.0518, loss: 2.0518, grad_norm: 2.8503 2021-03-09 12:01:15,482 - mmaction - INFO - Epoch [62][620/940] lr: 4.000e-02, eta: 20:44:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5555, top5_acc: 0.7703, loss_cls: 1.9611, loss: 1.9611, grad_norm: 2.7559 2021-03-09 12:01:32,977 - mmaction - INFO - Epoch [62][640/940] lr: 4.000e-02, eta: 20:44:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7736, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.9097 2021-03-09 12:01:50,476 - mmaction - INFO - Epoch [62][660/940] lr: 4.000e-02, eta: 20:44:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7648, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.8397 2021-03-09 12:02:07,970 - mmaction - INFO - Epoch [62][680/940] lr: 4.000e-02, eta: 20:43:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7645, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.8149 2021-03-09 12:02:25,478 - mmaction - INFO - Epoch [62][700/940] lr: 4.000e-02, eta: 20:43:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7607, loss_cls: 2.0022, loss: 2.0022, grad_norm: 2.7199 2021-03-09 12:02:42,972 - mmaction - INFO - Epoch [62][720/940] lr: 4.000e-02, eta: 20:43:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7588, loss_cls: 2.0319, loss: 2.0319, grad_norm: 2.8256 2021-03-09 12:03:00,482 - mmaction - INFO - Epoch [62][740/940] lr: 4.000e-02, eta: 20:42:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7613, loss_cls: 2.0197, loss: 2.0197, grad_norm: 2.8516 2021-03-09 12:03:17,993 - mmaction - INFO - Epoch [62][760/940] lr: 4.000e-02, eta: 20:42:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5199, top5_acc: 0.7512, loss_cls: 2.0716, loss: 2.0716, grad_norm: 2.8767 2021-03-09 12:03:35,493 - mmaction - INFO - Epoch [62][780/940] lr: 4.000e-02, eta: 20:42:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7559, loss_cls: 2.0207, loss: 2.0207, grad_norm: 2.8348 2021-03-09 12:03:52,996 - mmaction - INFO - Epoch [62][800/940] lr: 4.000e-02, eta: 20:41:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7605, loss_cls: 2.0145, loss: 2.0145, grad_norm: 2.7965 2021-03-09 12:04:10,512 - mmaction - INFO - Epoch [62][820/940] lr: 4.000e-02, eta: 20:41:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7607, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.9132 2021-03-09 12:04:28,010 - mmaction - INFO - Epoch [62][840/940] lr: 4.000e-02, eta: 20:41:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5207, top5_acc: 0.7457, loss_cls: 2.0682, loss: 2.0682, grad_norm: 2.8015 2021-03-09 12:04:45,528 - mmaction - INFO - Epoch [62][860/940] lr: 4.000e-02, eta: 20:40:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7650, loss_cls: 2.0241, loss: 2.0241, grad_norm: 2.8335 2021-03-09 12:05:03,039 - mmaction - INFO - Epoch [62][880/940] lr: 4.000e-02, eta: 20:40:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7627, loss_cls: 2.0164, loss: 2.0164, grad_norm: 2.8286 2021-03-09 12:05:20,539 - mmaction - INFO - Epoch [62][900/940] lr: 4.000e-02, eta: 20:40:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7686, loss_cls: 1.9885, loss: 1.9885, grad_norm: 2.8427 2021-03-09 12:05:38,060 - mmaction - INFO - Epoch [62][920/940] lr: 4.000e-02, eta: 20:39:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7555, loss_cls: 2.0361, loss: 2.0361, grad_norm: 2.8398 2021-03-09 12:05:55,040 - mmaction - INFO - Epoch [62][940/940] lr: 4.000e-02, eta: 20:39:40, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5321, top5_acc: 0.7626, loss_cls: 2.0271, loss: 2.0271, grad_norm: 2.9068 2021-03-09 12:06:11,446 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-03-09 12:07:36,527 - mmaction - INFO - Epoch [63][20/940] lr: 4.000e-02, eta: 20:40:55, time: 4.175, data_time: 3.150, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7629, loss_cls: 2.0089, loss: 2.0089, grad_norm: 2.8473 2021-03-09 12:07:54,033 - mmaction - INFO - Epoch [63][40/940] lr: 4.000e-02, eta: 20:40:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7652, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.8213 2021-03-09 12:08:11,526 - mmaction - INFO - Epoch [63][60/940] lr: 4.000e-02, eta: 20:40:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7580, loss_cls: 2.0282, loss: 2.0282, grad_norm: 2.8154 2021-03-09 12:08:29,022 - mmaction - INFO - Epoch [63][80/940] lr: 4.000e-02, eta: 20:39:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7631, loss_cls: 1.9920, loss: 1.9920, grad_norm: 2.8458 2021-03-09 12:08:46,508 - mmaction - INFO - Epoch [63][100/940] lr: 4.000e-02, eta: 20:39:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7775, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.7856 2021-03-09 12:09:04,014 - mmaction - INFO - Epoch [63][120/940] lr: 4.000e-02, eta: 20:39:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7656, loss_cls: 1.9595, loss: 1.9595, grad_norm: 2.8562 2021-03-09 12:09:21,527 - mmaction - INFO - Epoch [63][140/940] lr: 4.000e-02, eta: 20:39:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7586, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.8500 2021-03-09 12:09:39,025 - mmaction - INFO - Epoch [63][160/940] lr: 4.000e-02, eta: 20:38:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7605, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.8844 2021-03-09 12:09:56,525 - mmaction - INFO - Epoch [63][180/940] lr: 4.000e-02, eta: 20:38:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7621, loss_cls: 2.0151, loss: 2.0151, grad_norm: 2.8665 2021-03-09 12:10:14,030 - mmaction - INFO - Epoch [63][200/940] lr: 4.000e-02, eta: 20:38:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7701, loss_cls: 1.9690, loss: 1.9690, grad_norm: 2.8446 2021-03-09 12:10:31,552 - mmaction - INFO - Epoch [63][220/940] lr: 4.000e-02, eta: 20:37:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7641, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.8675 2021-03-09 12:10:49,048 - mmaction - INFO - Epoch [63][240/940] lr: 4.000e-02, eta: 20:37:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7562, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.8707 2021-03-09 12:11:06,557 - mmaction - INFO - Epoch [63][260/940] lr: 4.000e-02, eta: 20:37:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5252, top5_acc: 0.7641, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.8586 2021-03-09 12:11:24,052 - mmaction - INFO - Epoch [63][280/940] lr: 4.000e-02, eta: 20:36:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7609, loss_cls: 2.0228, loss: 2.0228, grad_norm: 2.8661 2021-03-09 12:11:41,559 - mmaction - INFO - Epoch [63][300/940] lr: 4.000e-02, eta: 20:36:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7648, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.8980 2021-03-09 12:11:59,051 - mmaction - INFO - Epoch [63][320/940] lr: 4.000e-02, eta: 20:36:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7688, loss_cls: 1.9819, loss: 1.9819, grad_norm: 2.8575 2021-03-09 12:12:16,545 - mmaction - INFO - Epoch [63][340/940] lr: 4.000e-02, eta: 20:35:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7732, loss_cls: 1.9892, loss: 1.9892, grad_norm: 2.9535 2021-03-09 12:12:34,022 - mmaction - INFO - Epoch [63][360/940] lr: 4.000e-02, eta: 20:35:36, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7535, loss_cls: 2.0692, loss: 2.0692, grad_norm: 2.8619 2021-03-09 12:12:51,520 - mmaction - INFO - Epoch [63][380/940] lr: 4.000e-02, eta: 20:35:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7586, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.8053 2021-03-09 12:13:09,017 - mmaction - INFO - Epoch [63][400/940] lr: 4.000e-02, eta: 20:34:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7578, loss_cls: 2.0305, loss: 2.0305, grad_norm: 2.9033 2021-03-09 12:13:26,512 - mmaction - INFO - Epoch [63][420/940] lr: 4.000e-02, eta: 20:34:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5547, top5_acc: 0.7721, loss_cls: 1.9514, loss: 1.9514, grad_norm: 2.8217 2021-03-09 12:13:44,023 - mmaction - INFO - Epoch [63][440/940] lr: 4.000e-02, eta: 20:34:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7695, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8513 2021-03-09 12:14:01,526 - mmaction - INFO - Epoch [63][460/940] lr: 4.000e-02, eta: 20:34:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7738, loss_cls: 1.9301, loss: 1.9301, grad_norm: 2.8804 2021-03-09 12:14:19,031 - mmaction - INFO - Epoch [63][480/940] lr: 4.000e-02, eta: 20:33:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7635, loss_cls: 2.0080, loss: 2.0080, grad_norm: 2.8085 2021-03-09 12:14:36,534 - mmaction - INFO - Epoch [63][500/940] lr: 4.000e-02, eta: 20:33:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7623, loss_cls: 2.0462, loss: 2.0462, grad_norm: 2.8924 2021-03-09 12:14:54,023 - mmaction - INFO - Epoch [63][520/940] lr: 4.000e-02, eta: 20:33:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7670, loss_cls: 1.9962, loss: 1.9962, grad_norm: 2.8352 2021-03-09 12:15:11,540 - mmaction - INFO - Epoch [63][540/940] lr: 4.000e-02, eta: 20:32:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7670, loss_cls: 1.9694, loss: 1.9694, grad_norm: 2.8421 2021-03-09 12:15:29,036 - mmaction - INFO - Epoch [63][560/940] lr: 4.000e-02, eta: 20:32:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7627, loss_cls: 2.0072, loss: 2.0072, grad_norm: 2.8358 2021-03-09 12:15:46,536 - mmaction - INFO - Epoch [63][580/940] lr: 4.000e-02, eta: 20:32:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7748, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.8125 2021-03-09 12:16:04,045 - mmaction - INFO - Epoch [63][600/940] lr: 4.000e-02, eta: 20:31:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7695, loss_cls: 1.9913, loss: 1.9913, grad_norm: 2.8523 2021-03-09 12:16:21,546 - mmaction - INFO - Epoch [63][620/940] lr: 4.000e-02, eta: 20:31:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7693, loss_cls: 1.9720, loss: 1.9720, grad_norm: 2.9021 2021-03-09 12:16:39,031 - mmaction - INFO - Epoch [63][640/940] lr: 4.000e-02, eta: 20:31:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7654, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.8758 2021-03-09 12:16:56,525 - mmaction - INFO - Epoch [63][660/940] lr: 4.000e-02, eta: 20:30:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7639, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.9098 2021-03-09 12:17:14,012 - mmaction - INFO - Epoch [63][680/940] lr: 4.000e-02, eta: 20:30:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5197, top5_acc: 0.7559, loss_cls: 2.0363, loss: 2.0363, grad_norm: 2.8549 2021-03-09 12:17:31,515 - mmaction - INFO - Epoch [63][700/940] lr: 4.000e-02, eta: 20:30:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7586, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.8091 2021-03-09 12:17:49,003 - mmaction - INFO - Epoch [63][720/940] lr: 4.000e-02, eta: 20:30:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7588, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.8194 2021-03-09 12:18:06,495 - mmaction - INFO - Epoch [63][740/940] lr: 4.000e-02, eta: 20:29:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7457, loss_cls: 2.0413, loss: 2.0413, grad_norm: 2.8184 2021-03-09 12:18:23,991 - mmaction - INFO - Epoch [63][760/940] lr: 4.000e-02, eta: 20:29:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7609, loss_cls: 2.0467, loss: 2.0467, grad_norm: 2.8813 2021-03-09 12:18:41,485 - mmaction - INFO - Epoch [63][780/940] lr: 4.000e-02, eta: 20:29:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7605, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.8240 2021-03-09 12:18:58,980 - mmaction - INFO - Epoch [63][800/940] lr: 4.000e-02, eta: 20:28:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7611, loss_cls: 2.0304, loss: 2.0304, grad_norm: 2.8778 2021-03-09 12:19:16,481 - mmaction - INFO - Epoch [63][820/940] lr: 4.000e-02, eta: 20:28:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7607, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.8705 2021-03-09 12:19:33,977 - mmaction - INFO - Epoch [63][840/940] lr: 4.000e-02, eta: 20:28:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7535, loss_cls: 2.0356, loss: 2.0356, grad_norm: 2.8732 2021-03-09 12:19:51,473 - mmaction - INFO - Epoch [63][860/940] lr: 4.000e-02, eta: 20:27:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7545, loss_cls: 2.0538, loss: 2.0538, grad_norm: 2.8482 2021-03-09 12:20:08,950 - mmaction - INFO - Epoch [63][880/940] lr: 4.000e-02, eta: 20:27:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7746, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.8232 2021-03-09 12:20:26,434 - mmaction - INFO - Epoch [63][900/940] lr: 4.000e-02, eta: 20:27:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7611, loss_cls: 2.0299, loss: 2.0299, grad_norm: 2.7536 2021-03-09 12:20:43,921 - mmaction - INFO - Epoch [63][920/940] lr: 4.000e-02, eta: 20:26:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7666, loss_cls: 1.9962, loss: 1.9962, grad_norm: 2.8148 2021-03-09 12:21:00,891 - mmaction - INFO - Epoch [63][940/940] lr: 4.000e-02, eta: 20:26:33, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7549, loss_cls: 2.0073, loss: 2.0073, grad_norm: 2.8556 2021-03-09 12:21:01,646 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-03-09 12:21:39,939 - mmaction - INFO - Epoch [64][20/940] lr: 4.000e-02, eta: 20:26:43, time: 1.890, data_time: 1.008, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7660, loss_cls: 1.9979, loss: 1.9979, grad_norm: 2.8875 2021-03-09 12:21:57,487 - mmaction - INFO - Epoch [64][40/940] lr: 4.000e-02, eta: 20:26:24, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7639, loss_cls: 2.0091, loss: 2.0091, grad_norm: 2.8781 2021-03-09 12:22:14,982 - mmaction - INFO - Epoch [64][60/940] lr: 4.000e-02, eta: 20:26:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7639, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.8110 2021-03-09 12:22:32,472 - mmaction - INFO - Epoch [64][80/940] lr: 4.000e-02, eta: 20:25:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7729, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.9194 2021-03-09 12:22:49,970 - mmaction - INFO - Epoch [64][100/940] lr: 4.000e-02, eta: 20:25:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5244, top5_acc: 0.7572, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.8544 2021-03-09 12:23:07,474 - mmaction - INFO - Epoch [64][120/940] lr: 4.000e-02, eta: 20:25:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7727, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.8278 2021-03-09 12:23:24,971 - mmaction - INFO - Epoch [64][140/940] lr: 4.000e-02, eta: 20:24:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7650, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.8719 2021-03-09 12:23:42,457 - mmaction - INFO - Epoch [64][160/940] lr: 4.000e-02, eta: 20:24:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7629, loss_cls: 2.0183, loss: 2.0183, grad_norm: 2.8211 2021-03-09 12:23:59,957 - mmaction - INFO - Epoch [64][180/940] lr: 4.000e-02, eta: 20:24:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7775, loss_cls: 1.9515, loss: 1.9515, grad_norm: 2.8821 2021-03-09 12:24:17,463 - mmaction - INFO - Epoch [64][200/940] lr: 4.000e-02, eta: 20:23:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5285, top5_acc: 0.7545, loss_cls: 2.0312, loss: 2.0312, grad_norm: 2.8220 2021-03-09 12:24:34,970 - mmaction - INFO - Epoch [64][220/940] lr: 4.000e-02, eta: 20:23:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7617, loss_cls: 1.9966, loss: 1.9966, grad_norm: 2.8575 2021-03-09 12:24:52,473 - mmaction - INFO - Epoch [64][240/940] lr: 4.000e-02, eta: 20:23:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7541, loss_cls: 2.0280, loss: 2.0280, grad_norm: 2.8926 2021-03-09 12:25:09,965 - mmaction - INFO - Epoch [64][260/940] lr: 4.000e-02, eta: 20:22:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5242, top5_acc: 0.7535, loss_cls: 2.0754, loss: 2.0754, grad_norm: 2.9281 2021-03-09 12:25:27,463 - mmaction - INFO - Epoch [64][280/940] lr: 4.000e-02, eta: 20:22:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7553, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.8370 2021-03-09 12:25:44,968 - mmaction - INFO - Epoch [64][300/940] lr: 4.000e-02, eta: 20:22:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7635, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.8359 2021-03-09 12:26:02,465 - mmaction - INFO - Epoch [64][320/940] lr: 4.000e-02, eta: 20:22:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7656, loss_cls: 2.0000, loss: 2.0000, grad_norm: 2.8343 2021-03-09 12:26:19,966 - mmaction - INFO - Epoch [64][340/940] lr: 4.000e-02, eta: 20:21:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5264, top5_acc: 0.7582, loss_cls: 2.0519, loss: 2.0519, grad_norm: 2.8225 2021-03-09 12:26:37,473 - mmaction - INFO - Epoch [64][360/940] lr: 4.000e-02, eta: 20:21:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7572, loss_cls: 2.0210, loss: 2.0210, grad_norm: 2.8413 2021-03-09 12:26:54,979 - mmaction - INFO - Epoch [64][380/940] lr: 4.000e-02, eta: 20:21:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7645, loss_cls: 1.9889, loss: 1.9889, grad_norm: 2.8489 2021-03-09 12:27:12,478 - mmaction - INFO - Epoch [64][400/940] lr: 4.000e-02, eta: 20:20:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7633, loss_cls: 2.0128, loss: 2.0128, grad_norm: 2.9089 2021-03-09 12:27:29,983 - mmaction - INFO - Epoch [64][420/940] lr: 4.000e-02, eta: 20:20:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7527, loss_cls: 2.0185, loss: 2.0185, grad_norm: 2.8375 2021-03-09 12:27:47,497 - mmaction - INFO - Epoch [64][440/940] lr: 4.000e-02, eta: 20:20:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7693, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.8373 2021-03-09 12:28:05,008 - mmaction - INFO - Epoch [64][460/940] lr: 4.000e-02, eta: 20:19:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7672, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.8835 2021-03-09 12:28:22,521 - mmaction - INFO - Epoch [64][480/940] lr: 4.000e-02, eta: 20:19:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7602, loss_cls: 2.0071, loss: 2.0071, grad_norm: 2.8824 2021-03-09 12:28:40,018 - mmaction - INFO - Epoch [64][500/940] lr: 4.000e-02, eta: 20:19:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7635, loss_cls: 2.0342, loss: 2.0342, grad_norm: 2.8441 2021-03-09 12:28:57,539 - mmaction - INFO - Epoch [64][520/940] lr: 4.000e-02, eta: 20:18:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5262, top5_acc: 0.7584, loss_cls: 2.0366, loss: 2.0366, grad_norm: 2.8764 2021-03-09 12:29:15,044 - mmaction - INFO - Epoch [64][540/940] lr: 4.000e-02, eta: 20:18:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7570, loss_cls: 2.0300, loss: 2.0300, grad_norm: 2.7917 2021-03-09 12:29:32,551 - mmaction - INFO - Epoch [64][560/940] lr: 4.000e-02, eta: 20:18:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7684, loss_cls: 1.9911, loss: 1.9911, grad_norm: 2.8205 2021-03-09 12:29:50,053 - mmaction - INFO - Epoch [64][580/940] lr: 4.000e-02, eta: 20:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7580, loss_cls: 2.0425, loss: 2.0425, grad_norm: 2.9029 2021-03-09 12:30:07,554 - mmaction - INFO - Epoch [64][600/940] lr: 4.000e-02, eta: 20:17:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7697, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.8187 2021-03-09 12:30:25,054 - mmaction - INFO - Epoch [64][620/940] lr: 4.000e-02, eta: 20:17:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7727, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.8115 2021-03-09 12:30:42,553 - mmaction - INFO - Epoch [64][640/940] lr: 4.000e-02, eta: 20:17:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7602, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.8094 2021-03-09 12:31:00,064 - mmaction - INFO - Epoch [64][660/940] lr: 4.000e-02, eta: 20:16:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7641, loss_cls: 2.0012, loss: 2.0012, grad_norm: 2.8493 2021-03-09 12:31:17,571 - mmaction - INFO - Epoch [64][680/940] lr: 4.000e-02, eta: 20:16:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7613, loss_cls: 2.0020, loss: 2.0020, grad_norm: 2.8618 2021-03-09 12:31:35,078 - mmaction - INFO - Epoch [64][700/940] lr: 4.000e-02, eta: 20:16:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7652, loss_cls: 1.9734, loss: 1.9734, grad_norm: 2.8229 2021-03-09 12:31:52,578 - mmaction - INFO - Epoch [64][720/940] lr: 4.000e-02, eta: 20:15:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7576, loss_cls: 2.0126, loss: 2.0126, grad_norm: 2.8078 2021-03-09 12:32:10,078 - mmaction - INFO - Epoch [64][740/940] lr: 4.000e-02, eta: 20:15:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7654, loss_cls: 1.9927, loss: 1.9927, grad_norm: 2.8896 2021-03-09 12:32:27,586 - mmaction - INFO - Epoch [64][760/940] lr: 4.000e-02, eta: 20:15:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5238, top5_acc: 0.7521, loss_cls: 2.0657, loss: 2.0657, grad_norm: 2.8418 2021-03-09 12:32:45,088 - mmaction - INFO - Epoch [64][780/940] lr: 4.000e-02, eta: 20:14:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7676, loss_cls: 1.9823, loss: 1.9823, grad_norm: 2.8185 2021-03-09 12:33:02,593 - mmaction - INFO - Epoch [64][800/940] lr: 4.000e-02, eta: 20:14:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7574, loss_cls: 2.0326, loss: 2.0326, grad_norm: 2.8596 2021-03-09 12:33:20,090 - mmaction - INFO - Epoch [64][820/940] lr: 4.000e-02, eta: 20:14:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7615, loss_cls: 1.9996, loss: 1.9996, grad_norm: 2.8656 2021-03-09 12:33:37,586 - mmaction - INFO - Epoch [64][840/940] lr: 4.000e-02, eta: 20:13:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7645, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.7614 2021-03-09 12:33:55,090 - mmaction - INFO - Epoch [64][860/940] lr: 4.000e-02, eta: 20:13:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5227, top5_acc: 0.7562, loss_cls: 2.0554, loss: 2.0554, grad_norm: 2.8412 2021-03-09 12:34:12,601 - mmaction - INFO - Epoch [64][880/940] lr: 4.000e-02, eta: 20:13:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7629, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.8012 2021-03-09 12:34:30,104 - mmaction - INFO - Epoch [64][900/940] lr: 4.000e-02, eta: 20:13:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5275, top5_acc: 0.7652, loss_cls: 2.0137, loss: 2.0137, grad_norm: 2.8765 2021-03-09 12:34:47,621 - mmaction - INFO - Epoch [64][920/940] lr: 4.000e-02, eta: 20:12:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7414, loss_cls: 2.0928, loss: 2.0928, grad_norm: 2.8339 2021-03-09 12:35:04,598 - mmaction - INFO - Epoch [64][940/940] lr: 4.000e-02, eta: 20:12:23, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7579, loss_cls: 2.0534, loss: 2.0534, grad_norm: 2.8080 2021-03-09 12:35:05,534 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-03-09 12:35:43,730 - mmaction - INFO - Epoch [65][20/940] lr: 4.000e-02, eta: 20:12:30, time: 1.856, data_time: 0.976, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7633, loss_cls: 2.0335, loss: 2.0335, grad_norm: 2.8235 2021-03-09 12:36:01,246 - mmaction - INFO - Epoch [65][40/940] lr: 4.000e-02, eta: 20:12:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7777, loss_cls: 1.9284, loss: 1.9284, grad_norm: 2.8437 2021-03-09 12:36:18,761 - mmaction - INFO - Epoch [65][60/940] lr: 4.000e-02, eta: 20:11:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7561, loss_cls: 2.0238, loss: 2.0238, grad_norm: 2.8667 2021-03-09 12:36:36,262 - mmaction - INFO - Epoch [65][80/940] lr: 4.000e-02, eta: 20:11:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7615, loss_cls: 1.9994, loss: 1.9994, grad_norm: 2.8135 2021-03-09 12:36:53,770 - mmaction - INFO - Epoch [65][100/940] lr: 4.000e-02, eta: 20:11:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7771, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.8526 2021-03-09 12:37:11,287 - mmaction - INFO - Epoch [65][120/940] lr: 4.000e-02, eta: 20:10:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7715, loss_cls: 1.9536, loss: 1.9536, grad_norm: 2.8723 2021-03-09 12:37:28,800 - mmaction - INFO - Epoch [65][140/940] lr: 4.000e-02, eta: 20:10:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7553, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.8122 2021-03-09 12:37:46,310 - mmaction - INFO - Epoch [65][160/940] lr: 4.000e-02, eta: 20:10:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7691, loss_cls: 1.9751, loss: 1.9751, grad_norm: 2.8871 2021-03-09 12:38:03,808 - mmaction - INFO - Epoch [65][180/940] lr: 4.000e-02, eta: 20:10:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7664, loss_cls: 2.0107, loss: 2.0107, grad_norm: 2.8604 2021-03-09 12:38:21,311 - mmaction - INFO - Epoch [65][200/940] lr: 4.000e-02, eta: 20:09:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7660, loss_cls: 1.9982, loss: 1.9982, grad_norm: 2.8750 2021-03-09 12:38:38,825 - mmaction - INFO - Epoch [65][220/940] lr: 4.000e-02, eta: 20:09:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7666, loss_cls: 1.9877, loss: 1.9877, grad_norm: 2.8551 2021-03-09 12:38:56,330 - mmaction - INFO - Epoch [65][240/940] lr: 4.000e-02, eta: 20:09:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5342, top5_acc: 0.7600, loss_cls: 2.0254, loss: 2.0254, grad_norm: 2.8495 2021-03-09 12:39:13,850 - mmaction - INFO - Epoch [65][260/940] lr: 4.000e-02, eta: 20:08:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7652, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.8052 2021-03-09 12:39:31,351 - mmaction - INFO - Epoch [65][280/940] lr: 4.000e-02, eta: 20:08:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7760, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.8852 2021-03-09 12:39:48,857 - mmaction - INFO - Epoch [65][300/940] lr: 4.000e-02, eta: 20:08:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5521, top5_acc: 0.7729, loss_cls: 1.9382, loss: 1.9382, grad_norm: 2.7652 2021-03-09 12:40:06,367 - mmaction - INFO - Epoch [65][320/940] lr: 4.000e-02, eta: 20:07:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7689, loss_cls: 1.9882, loss: 1.9882, grad_norm: 2.8859 2021-03-09 12:40:23,878 - mmaction - INFO - Epoch [65][340/940] lr: 4.000e-02, eta: 20:07:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7594, loss_cls: 1.9989, loss: 1.9989, grad_norm: 2.8365 2021-03-09 12:40:41,401 - mmaction - INFO - Epoch [65][360/940] lr: 4.000e-02, eta: 20:07:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7707, loss_cls: 1.9482, loss: 1.9482, grad_norm: 2.9274 2021-03-09 12:40:58,913 - mmaction - INFO - Epoch [65][380/940] lr: 4.000e-02, eta: 20:06:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7592, loss_cls: 2.0041, loss: 2.0041, grad_norm: 2.8306 2021-03-09 12:41:16,432 - mmaction - INFO - Epoch [65][400/940] lr: 4.000e-02, eta: 20:06:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7666, loss_cls: 1.9834, loss: 1.9834, grad_norm: 2.9134 2021-03-09 12:41:33,945 - mmaction - INFO - Epoch [65][420/940] lr: 4.000e-02, eta: 20:06:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7668, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.8576 2021-03-09 12:41:51,454 - mmaction - INFO - Epoch [65][440/940] lr: 4.000e-02, eta: 20:05:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7555, loss_cls: 2.0312, loss: 2.0312, grad_norm: 2.7906 2021-03-09 12:42:08,975 - mmaction - INFO - Epoch [65][460/940] lr: 4.000e-02, eta: 20:05:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7686, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.8840 2021-03-09 12:42:26,493 - mmaction - INFO - Epoch [65][480/940] lr: 4.000e-02, eta: 20:05:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7617, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.8919 2021-03-09 12:42:44,011 - mmaction - INFO - Epoch [65][500/940] lr: 4.000e-02, eta: 20:05:03, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7703, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.8622 2021-03-09 12:43:01,524 - mmaction - INFO - Epoch [65][520/940] lr: 4.000e-02, eta: 20:04:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7623, loss_cls: 2.0171, loss: 2.0171, grad_norm: 2.8953 2021-03-09 12:43:19,029 - mmaction - INFO - Epoch [65][540/940] lr: 4.000e-02, eta: 20:04:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5281, top5_acc: 0.7596, loss_cls: 2.0536, loss: 2.0536, grad_norm: 2.9067 2021-03-09 12:43:36,535 - mmaction - INFO - Epoch [65][560/940] lr: 4.000e-02, eta: 20:04:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7617, loss_cls: 2.0181, loss: 2.0181, grad_norm: 2.7947 2021-03-09 12:43:54,059 - mmaction - INFO - Epoch [65][580/940] lr: 4.000e-02, eta: 20:03:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7668, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.8811 2021-03-09 12:44:11,572 - mmaction - INFO - Epoch [65][600/940] lr: 4.000e-02, eta: 20:03:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7529, loss_cls: 2.0479, loss: 2.0479, grad_norm: 2.8805 2021-03-09 12:44:29,084 - mmaction - INFO - Epoch [65][620/940] lr: 4.000e-02, eta: 20:03:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7562, loss_cls: 2.0282, loss: 2.0282, grad_norm: 2.8548 2021-03-09 12:44:46,603 - mmaction - INFO - Epoch [65][640/940] lr: 4.000e-02, eta: 20:02:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7570, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.8347 2021-03-09 12:45:04,114 - mmaction - INFO - Epoch [65][660/940] lr: 4.000e-02, eta: 20:02:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7566, loss_cls: 2.0462, loss: 2.0462, grad_norm: 2.8130 2021-03-09 12:45:21,618 - mmaction - INFO - Epoch [65][680/940] lr: 4.000e-02, eta: 20:02:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7551, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.8438 2021-03-09 12:45:39,125 - mmaction - INFO - Epoch [65][700/940] lr: 4.000e-02, eta: 20:01:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7584, loss_cls: 2.0237, loss: 2.0237, grad_norm: 2.8602 2021-03-09 12:45:56,644 - mmaction - INFO - Epoch [65][720/940] lr: 4.000e-02, eta: 20:01:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7732, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.8100 2021-03-09 12:46:14,154 - mmaction - INFO - Epoch [65][740/940] lr: 4.000e-02, eta: 20:01:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7693, loss_cls: 1.9742, loss: 1.9742, grad_norm: 2.8500 2021-03-09 12:46:31,669 - mmaction - INFO - Epoch [65][760/940] lr: 4.000e-02, eta: 20:01:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7521, loss_cls: 2.0284, loss: 2.0284, grad_norm: 2.7227 2021-03-09 12:46:49,174 - mmaction - INFO - Epoch [65][780/940] lr: 4.000e-02, eta: 20:00:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5295, top5_acc: 0.7602, loss_cls: 2.0353, loss: 2.0353, grad_norm: 2.7972 2021-03-09 12:47:06,687 - mmaction - INFO - Epoch [65][800/940] lr: 4.000e-02, eta: 20:00:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7537, loss_cls: 2.0278, loss: 2.0278, grad_norm: 2.8591 2021-03-09 12:47:24,206 - mmaction - INFO - Epoch [65][820/940] lr: 4.000e-02, eta: 20:00:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5266, top5_acc: 0.7564, loss_cls: 2.0528, loss: 2.0528, grad_norm: 2.8609 2021-03-09 12:47:41,712 - mmaction - INFO - Epoch [65][840/940] lr: 4.000e-02, eta: 19:59:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7607, loss_cls: 2.0294, loss: 2.0294, grad_norm: 2.8416 2021-03-09 12:47:59,213 - mmaction - INFO - Epoch [65][860/940] lr: 4.000e-02, eta: 19:59:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7641, loss_cls: 1.9620, loss: 1.9620, grad_norm: 2.8449 2021-03-09 12:48:16,712 - mmaction - INFO - Epoch [65][880/940] lr: 4.000e-02, eta: 19:59:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7697, loss_cls: 1.9672, loss: 1.9672, grad_norm: 2.8119 2021-03-09 12:48:34,223 - mmaction - INFO - Epoch [65][900/940] lr: 4.000e-02, eta: 19:58:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7576, loss_cls: 2.0439, loss: 2.0439, grad_norm: 2.8840 2021-03-09 12:48:51,740 - mmaction - INFO - Epoch [65][920/940] lr: 4.000e-02, eta: 19:58:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7604, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.7986 2021-03-09 12:49:08,715 - mmaction - INFO - Epoch [65][940/940] lr: 4.000e-02, eta: 19:58:12, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5319, top5_acc: 0.7577, loss_cls: 2.0292, loss: 2.0292, grad_norm: 2.8839 2021-03-09 12:49:09,403 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-03-09 12:49:43,609 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 12:49:44,310 - mmaction - INFO - top1_acc 0.5769 top5_acc 0.8130 2021-03-09 12:49:44,317 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 12:49:44,347 - mmaction - INFO - mean_acc 0.5768 2021-03-09 12:49:44,356 - mmaction - INFO - Epoch(val) [65][940] top1_acc: 0.5769, top5_acc: 0.8130, mean_class_accuracy: 0.5768 2021-03-09 12:50:38,693 - mmaction - INFO - Epoch [66][20/940] lr: 4.000e-02, eta: 19:58:41, time: 2.716, data_time: 1.837, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7658, loss_cls: 1.9839, loss: 1.9839, grad_norm: 2.8581 2021-03-09 12:50:56,229 - mmaction - INFO - Epoch [66][40/940] lr: 4.000e-02, eta: 19:58:23, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7666, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.8069 2021-03-09 12:51:13,749 - mmaction - INFO - Epoch [66][60/940] lr: 4.000e-02, eta: 19:58:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7670, loss_cls: 1.9471, loss: 1.9471, grad_norm: 2.8664 2021-03-09 12:51:31,270 - mmaction - INFO - Epoch [66][80/940] lr: 4.000e-02, eta: 19:57:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7582, loss_cls: 2.0120, loss: 2.0120, grad_norm: 2.8206 2021-03-09 12:51:48,789 - mmaction - INFO - Epoch [66][100/940] lr: 4.000e-02, eta: 19:57:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7719, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.8163 2021-03-09 12:52:06,309 - mmaction - INFO - Epoch [66][120/940] lr: 4.000e-02, eta: 19:57:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7721, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.8361 2021-03-09 12:52:23,818 - mmaction - INFO - Epoch [66][140/940] lr: 4.000e-02, eta: 19:56:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7607, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.8695 2021-03-09 12:52:41,324 - mmaction - INFO - Epoch [66][160/940] lr: 4.000e-02, eta: 19:56:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7758, loss_cls: 1.9549, loss: 1.9549, grad_norm: 2.9565 2021-03-09 12:52:58,838 - mmaction - INFO - Epoch [66][180/940] lr: 4.000e-02, eta: 19:56:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7635, loss_cls: 1.9898, loss: 1.9898, grad_norm: 2.8538 2021-03-09 12:53:16,342 - mmaction - INFO - Epoch [66][200/940] lr: 4.000e-02, eta: 19:55:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7605, loss_cls: 2.0010, loss: 2.0010, grad_norm: 2.8906 2021-03-09 12:53:33,848 - mmaction - INFO - Epoch [66][220/940] lr: 4.000e-02, eta: 19:55:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7715, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.8387 2021-03-09 12:53:51,357 - mmaction - INFO - Epoch [66][240/940] lr: 4.000e-02, eta: 19:55:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7645, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8511 2021-03-09 12:54:08,884 - mmaction - INFO - Epoch [66][260/940] lr: 4.000e-02, eta: 19:54:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7650, loss_cls: 2.0097, loss: 2.0097, grad_norm: 2.8796 2021-03-09 12:54:26,385 - mmaction - INFO - Epoch [66][280/940] lr: 4.000e-02, eta: 19:54:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5303, top5_acc: 0.7564, loss_cls: 2.0381, loss: 2.0381, grad_norm: 2.8775 2021-03-09 12:54:43,896 - mmaction - INFO - Epoch [66][300/940] lr: 4.000e-02, eta: 19:54:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7676, loss_cls: 1.9751, loss: 1.9751, grad_norm: 2.7995 2021-03-09 12:55:01,406 - mmaction - INFO - Epoch [66][320/940] lr: 4.000e-02, eta: 19:54:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7682, loss_cls: 1.9690, loss: 1.9690, grad_norm: 2.8428 2021-03-09 12:55:18,903 - mmaction - INFO - Epoch [66][340/940] lr: 4.000e-02, eta: 19:53:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7688, loss_cls: 1.9746, loss: 1.9746, grad_norm: 2.8668 2021-03-09 12:55:36,416 - mmaction - INFO - Epoch [66][360/940] lr: 4.000e-02, eta: 19:53:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7686, loss_cls: 1.9966, loss: 1.9966, grad_norm: 2.9095 2021-03-09 12:55:54,246 - mmaction - INFO - Epoch [66][380/940] lr: 4.000e-02, eta: 19:53:06, time: 0.891, data_time: 0.017, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7500, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.9375 2021-03-09 12:56:11,767 - mmaction - INFO - Epoch [66][400/940] lr: 4.000e-02, eta: 19:52:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7748, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.8186 2021-03-09 12:56:29,259 - mmaction - INFO - Epoch [66][420/940] lr: 4.000e-02, eta: 19:52:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7617, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.8602 2021-03-09 12:56:46,756 - mmaction - INFO - Epoch [66][440/940] lr: 4.000e-02, eta: 19:52:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7645, loss_cls: 1.9678, loss: 1.9678, grad_norm: 2.8959 2021-03-09 12:57:04,254 - mmaction - INFO - Epoch [66][460/940] lr: 4.000e-02, eta: 19:51:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7578, loss_cls: 2.0215, loss: 2.0215, grad_norm: 2.8505 2021-03-09 12:57:21,759 - mmaction - INFO - Epoch [66][480/940] lr: 4.000e-02, eta: 19:51:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7674, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.8797 2021-03-09 12:57:39,266 - mmaction - INFO - Epoch [66][500/940] lr: 4.000e-02, eta: 19:51:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7645, loss_cls: 2.0113, loss: 2.0113, grad_norm: 2.8920 2021-03-09 12:57:56,773 - mmaction - INFO - Epoch [66][520/940] lr: 4.000e-02, eta: 19:50:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7648, loss_cls: 1.9965, loss: 1.9965, grad_norm: 2.9335 2021-03-09 12:58:14,288 - mmaction - INFO - Epoch [66][540/940] lr: 4.000e-02, eta: 19:50:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7652, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.8358 2021-03-09 12:58:31,787 - mmaction - INFO - Epoch [66][560/940] lr: 4.000e-02, eta: 19:50:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7654, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.8833 2021-03-09 12:58:49,289 - mmaction - INFO - Epoch [66][580/940] lr: 4.000e-02, eta: 19:50:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7684, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.7991 2021-03-09 12:59:06,791 - mmaction - INFO - Epoch [66][600/940] lr: 4.000e-02, eta: 19:49:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7545, loss_cls: 2.0366, loss: 2.0366, grad_norm: 2.8356 2021-03-09 12:59:24,307 - mmaction - INFO - Epoch [66][620/940] lr: 4.000e-02, eta: 19:49:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7625, loss_cls: 2.0190, loss: 2.0190, grad_norm: 2.8530 2021-03-09 12:59:41,821 - mmaction - INFO - Epoch [66][640/940] lr: 4.000e-02, eta: 19:49:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7598, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8483 2021-03-09 12:59:59,330 - mmaction - INFO - Epoch [66][660/940] lr: 4.000e-02, eta: 19:48:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7699, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.8257 2021-03-09 13:00:16,840 - mmaction - INFO - Epoch [66][680/940] lr: 4.000e-02, eta: 19:48:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7576, loss_cls: 2.0260, loss: 2.0260, grad_norm: 2.9100 2021-03-09 13:00:34,346 - mmaction - INFO - Epoch [66][700/940] lr: 4.000e-02, eta: 19:48:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7576, loss_cls: 2.0325, loss: 2.0325, grad_norm: 2.8370 2021-03-09 13:00:51,862 - mmaction - INFO - Epoch [66][720/940] lr: 4.000e-02, eta: 19:47:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7549, loss_cls: 2.0306, loss: 2.0306, grad_norm: 2.7787 2021-03-09 13:01:09,366 - mmaction - INFO - Epoch [66][740/940] lr: 4.000e-02, eta: 19:47:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7633, loss_cls: 2.0109, loss: 2.0109, grad_norm: 2.9570 2021-03-09 13:01:26,860 - mmaction - INFO - Epoch [66][760/940] lr: 4.000e-02, eta: 19:47:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7656, loss_cls: 1.9674, loss: 1.9674, grad_norm: 2.8104 2021-03-09 13:01:44,363 - mmaction - INFO - Epoch [66][780/940] lr: 4.000e-02, eta: 19:46:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7656, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.8498 2021-03-09 13:02:01,871 - mmaction - INFO - Epoch [66][800/940] lr: 4.000e-02, eta: 19:46:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7533, loss_cls: 2.0448, loss: 2.0448, grad_norm: 2.8531 2021-03-09 13:02:19,379 - mmaction - INFO - Epoch [66][820/940] lr: 4.000e-02, eta: 19:46:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7686, loss_cls: 1.9773, loss: 1.9773, grad_norm: 2.8204 2021-03-09 13:02:36,886 - mmaction - INFO - Epoch [66][840/940] lr: 4.000e-02, eta: 19:45:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7689, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.8330 2021-03-09 13:02:54,389 - mmaction - INFO - Epoch [66][860/940] lr: 4.000e-02, eta: 19:45:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7717, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8331 2021-03-09 13:03:11,895 - mmaction - INFO - Epoch [66][880/940] lr: 4.000e-02, eta: 19:45:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7625, loss_cls: 2.0176, loss: 2.0176, grad_norm: 2.7863 2021-03-09 13:03:29,401 - mmaction - INFO - Epoch [66][900/940] lr: 4.000e-02, eta: 19:45:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7568, loss_cls: 2.0382, loss: 2.0382, grad_norm: 2.8061 2021-03-09 13:03:46,925 - mmaction - INFO - Epoch [66][920/940] lr: 4.000e-02, eta: 19:44:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7535, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.8522 2021-03-09 13:04:03,896 - mmaction - INFO - Epoch [66][940/940] lr: 4.000e-02, eta: 19:44:24, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7695, loss_cls: 2.0018, loss: 2.0018, grad_norm: 2.8680 2021-03-09 13:04:05,166 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-03-09 13:04:47,808 - mmaction - INFO - Epoch [67][20/940] lr: 4.000e-02, eta: 19:44:35, time: 2.061, data_time: 1.184, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7625, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.8705 2021-03-09 13:05:05,348 - mmaction - INFO - Epoch [67][40/940] lr: 4.000e-02, eta: 19:44:17, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7639, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.7872 2021-03-09 13:05:22,879 - mmaction - INFO - Epoch [67][60/940] lr: 4.000e-02, eta: 19:43:58, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7689, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.8455 2021-03-09 13:05:40,403 - mmaction - INFO - Epoch [67][80/940] lr: 4.000e-02, eta: 19:43:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7674, loss_cls: 1.9953, loss: 1.9953, grad_norm: 2.9093 2021-03-09 13:05:57,933 - mmaction - INFO - Epoch [67][100/940] lr: 4.000e-02, eta: 19:43:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5561, top5_acc: 0.7729, loss_cls: 1.9296, loss: 1.9296, grad_norm: 2.8794 2021-03-09 13:06:15,446 - mmaction - INFO - Epoch [67][120/940] lr: 4.000e-02, eta: 19:43:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7672, loss_cls: 1.9674, loss: 1.9674, grad_norm: 2.8433 2021-03-09 13:06:32,950 - mmaction - INFO - Epoch [67][140/940] lr: 4.000e-02, eta: 19:42:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7592, loss_cls: 2.0282, loss: 2.0282, grad_norm: 2.8767 2021-03-09 13:06:50,458 - mmaction - INFO - Epoch [67][160/940] lr: 4.000e-02, eta: 19:42:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7707, loss_cls: 1.9559, loss: 1.9559, grad_norm: 2.8749 2021-03-09 13:07:07,972 - mmaction - INFO - Epoch [67][180/940] lr: 4.000e-02, eta: 19:42:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7652, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.8381 2021-03-09 13:07:25,480 - mmaction - INFO - Epoch [67][200/940] lr: 4.000e-02, eta: 19:41:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7584, loss_cls: 2.0313, loss: 2.0313, grad_norm: 2.8751 2021-03-09 13:07:42,989 - mmaction - INFO - Epoch [67][220/940] lr: 4.000e-02, eta: 19:41:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7650, loss_cls: 1.9961, loss: 1.9961, grad_norm: 2.8680 2021-03-09 13:08:00,494 - mmaction - INFO - Epoch [67][240/940] lr: 4.000e-02, eta: 19:41:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7605, loss_cls: 2.0095, loss: 2.0095, grad_norm: 2.8710 2021-03-09 13:08:18,002 - mmaction - INFO - Epoch [67][260/940] lr: 4.000e-02, eta: 19:40:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7590, loss_cls: 2.0061, loss: 2.0061, grad_norm: 2.8397 2021-03-09 13:08:35,510 - mmaction - INFO - Epoch [67][280/940] lr: 4.000e-02, eta: 19:40:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7629, loss_cls: 1.9788, loss: 1.9788, grad_norm: 2.8420 2021-03-09 13:08:53,040 - mmaction - INFO - Epoch [67][300/940] lr: 4.000e-02, eta: 19:40:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7652, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.8578 2021-03-09 13:09:10,545 - mmaction - INFO - Epoch [67][320/940] lr: 4.000e-02, eta: 19:39:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7754, loss_cls: 1.9506, loss: 1.9506, grad_norm: 2.8381 2021-03-09 13:09:28,071 - mmaction - INFO - Epoch [67][340/940] lr: 4.000e-02, eta: 19:39:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7562, loss_cls: 2.0172, loss: 2.0172, grad_norm: 2.8482 2021-03-09 13:09:45,587 - mmaction - INFO - Epoch [67][360/940] lr: 4.000e-02, eta: 19:39:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7713, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.8268 2021-03-09 13:10:03,102 - mmaction - INFO - Epoch [67][380/940] lr: 4.000e-02, eta: 19:39:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7703, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.9131 2021-03-09 13:10:20,613 - mmaction - INFO - Epoch [67][400/940] lr: 4.000e-02, eta: 19:38:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5311, top5_acc: 0.7561, loss_cls: 2.0597, loss: 2.0597, grad_norm: 2.8993 2021-03-09 13:10:38,126 - mmaction - INFO - Epoch [67][420/940] lr: 4.000e-02, eta: 19:38:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7721, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.8684 2021-03-09 13:10:55,642 - mmaction - INFO - Epoch [67][440/940] lr: 4.000e-02, eta: 19:38:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7594, loss_cls: 2.0059, loss: 2.0059, grad_norm: 2.9135 2021-03-09 13:11:13,152 - mmaction - INFO - Epoch [67][460/940] lr: 4.000e-02, eta: 19:37:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7641, loss_cls: 1.9753, loss: 1.9753, grad_norm: 2.9000 2021-03-09 13:11:30,665 - mmaction - INFO - Epoch [67][480/940] lr: 4.000e-02, eta: 19:37:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7625, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.8942 2021-03-09 13:11:48,192 - mmaction - INFO - Epoch [67][500/940] lr: 4.000e-02, eta: 19:37:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7643, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.8896 2021-03-09 13:12:05,719 - mmaction - INFO - Epoch [67][520/940] lr: 4.000e-02, eta: 19:36:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7635, loss_cls: 1.9802, loss: 1.9802, grad_norm: 2.8506 2021-03-09 13:12:23,236 - mmaction - INFO - Epoch [67][540/940] lr: 4.000e-02, eta: 19:36:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7670, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.8999 2021-03-09 13:12:40,754 - mmaction - INFO - Epoch [67][560/940] lr: 4.000e-02, eta: 19:36:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7588, loss_cls: 2.0291, loss: 2.0291, grad_norm: 2.8701 2021-03-09 13:12:58,269 - mmaction - INFO - Epoch [67][580/940] lr: 4.000e-02, eta: 19:35:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5180, top5_acc: 0.7520, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.8405 2021-03-09 13:13:15,786 - mmaction - INFO - Epoch [67][600/940] lr: 4.000e-02, eta: 19:35:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7658, loss_cls: 1.9884, loss: 1.9884, grad_norm: 2.8827 2021-03-09 13:13:33,312 - mmaction - INFO - Epoch [67][620/940] lr: 4.000e-02, eta: 19:35:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7561, loss_cls: 2.0365, loss: 2.0365, grad_norm: 2.8401 2021-03-09 13:13:50,824 - mmaction - INFO - Epoch [67][640/940] lr: 4.000e-02, eta: 19:34:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7629, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.8766 2021-03-09 13:14:08,332 - mmaction - INFO - Epoch [67][660/940] lr: 4.000e-02, eta: 19:34:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7635, loss_cls: 2.0103, loss: 2.0103, grad_norm: 2.8610 2021-03-09 13:14:25,848 - mmaction - INFO - Epoch [67][680/940] lr: 4.000e-02, eta: 19:34:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7652, loss_cls: 1.9993, loss: 1.9993, grad_norm: 2.7823 2021-03-09 13:14:43,367 - mmaction - INFO - Epoch [67][700/940] lr: 4.000e-02, eta: 19:34:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7643, loss_cls: 2.0035, loss: 2.0035, grad_norm: 2.8163 2021-03-09 13:15:00,870 - mmaction - INFO - Epoch [67][720/940] lr: 4.000e-02, eta: 19:33:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7730, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.8462 2021-03-09 13:15:18,377 - mmaction - INFO - Epoch [67][740/940] lr: 4.000e-02, eta: 19:33:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7689, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.8881 2021-03-09 13:15:35,894 - mmaction - INFO - Epoch [67][760/940] lr: 4.000e-02, eta: 19:33:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7607, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.8537 2021-03-09 13:15:53,403 - mmaction - INFO - Epoch [67][780/940] lr: 4.000e-02, eta: 19:32:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7592, loss_cls: 2.0280, loss: 2.0280, grad_norm: 2.8026 2021-03-09 13:16:10,920 - mmaction - INFO - Epoch [67][800/940] lr: 4.000e-02, eta: 19:32:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5229, top5_acc: 0.7592, loss_cls: 2.0597, loss: 2.0597, grad_norm: 2.8673 2021-03-09 13:16:28,434 - mmaction - INFO - Epoch [67][820/940] lr: 4.000e-02, eta: 19:32:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7629, loss_cls: 1.9668, loss: 1.9668, grad_norm: 2.8606 2021-03-09 13:16:45,947 - mmaction - INFO - Epoch [67][840/940] lr: 4.000e-02, eta: 19:31:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7582, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.8765 2021-03-09 13:17:03,474 - mmaction - INFO - Epoch [67][860/940] lr: 4.000e-02, eta: 19:31:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7650, loss_cls: 2.0000, loss: 2.0000, grad_norm: 2.8495 2021-03-09 13:17:20,994 - mmaction - INFO - Epoch [67][880/940] lr: 4.000e-02, eta: 19:31:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7580, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.8425 2021-03-09 13:17:38,508 - mmaction - INFO - Epoch [67][900/940] lr: 4.000e-02, eta: 19:30:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7547, loss_cls: 2.0289, loss: 2.0289, grad_norm: 2.8677 2021-03-09 13:17:56,040 - mmaction - INFO - Epoch [67][920/940] lr: 4.000e-02, eta: 19:30:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7666, loss_cls: 2.0062, loss: 2.0062, grad_norm: 2.8894 2021-03-09 13:18:13,036 - mmaction - INFO - Epoch [67][940/940] lr: 4.000e-02, eta: 19:30:18, time: 0.850, data_time: 0.001, memory: 8896, top1_acc: 0.5335, top5_acc: 0.7697, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.9054 2021-03-09 13:18:13,697 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-03-09 13:18:51,284 - mmaction - INFO - Epoch [68][20/940] lr: 4.000e-02, eta: 19:30:24, time: 1.853, data_time: 0.849, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7646, loss_cls: 2.0006, loss: 2.0006, grad_norm: 2.9026 2021-03-09 13:19:08,800 - mmaction - INFO - Epoch [68][40/940] lr: 4.000e-02, eta: 19:30:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7691, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.8498 2021-03-09 13:19:26,330 - mmaction - INFO - Epoch [68][60/940] lr: 4.000e-02, eta: 19:29:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7623, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.8642 2021-03-09 13:19:43,869 - mmaction - INFO - Epoch [68][80/940] lr: 4.000e-02, eta: 19:29:28, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7689, loss_cls: 1.9850, loss: 1.9850, grad_norm: 2.8483 2021-03-09 13:20:01,407 - mmaction - INFO - Epoch [68][100/940] lr: 4.000e-02, eta: 19:29:09, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7619, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.8492 2021-03-09 13:20:18,917 - mmaction - INFO - Epoch [68][120/940] lr: 4.000e-02, eta: 19:28:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7664, loss_cls: 1.9965, loss: 1.9965, grad_norm: 2.8684 2021-03-09 13:20:36,448 - mmaction - INFO - Epoch [68][140/940] lr: 4.000e-02, eta: 19:28:32, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7592, loss_cls: 2.0235, loss: 2.0235, grad_norm: 2.8958 2021-03-09 13:20:53,957 - mmaction - INFO - Epoch [68][160/940] lr: 4.000e-02, eta: 19:28:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7611, loss_cls: 1.9933, loss: 1.9933, grad_norm: 2.8573 2021-03-09 13:21:11,464 - mmaction - INFO - Epoch [68][180/940] lr: 4.000e-02, eta: 19:27:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7742, loss_cls: 1.9662, loss: 1.9662, grad_norm: 2.9520 2021-03-09 13:21:28,960 - mmaction - INFO - Epoch [68][200/940] lr: 4.000e-02, eta: 19:27:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7709, loss_cls: 1.9701, loss: 1.9701, grad_norm: 2.9023 2021-03-09 13:21:46,485 - mmaction - INFO - Epoch [68][220/940] lr: 4.000e-02, eta: 19:27:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7609, loss_cls: 1.9593, loss: 1.9593, grad_norm: 2.7729 2021-03-09 13:22:04,019 - mmaction - INFO - Epoch [68][240/940] lr: 4.000e-02, eta: 19:26:59, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7738, loss_cls: 1.9546, loss: 1.9546, grad_norm: 2.9833 2021-03-09 13:22:21,536 - mmaction - INFO - Epoch [68][260/940] lr: 4.000e-02, eta: 19:26:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7602, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.7865 2021-03-09 13:22:39,054 - mmaction - INFO - Epoch [68][280/940] lr: 4.000e-02, eta: 19:26:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7646, loss_cls: 1.9994, loss: 1.9994, grad_norm: 2.8759 2021-03-09 13:22:56,562 - mmaction - INFO - Epoch [68][300/940] lr: 4.000e-02, eta: 19:26:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7645, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.8343 2021-03-09 13:23:14,069 - mmaction - INFO - Epoch [68][320/940] lr: 4.000e-02, eta: 19:25:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7715, loss_cls: 1.9290, loss: 1.9290, grad_norm: 2.8480 2021-03-09 13:23:31,585 - mmaction - INFO - Epoch [68][340/940] lr: 4.000e-02, eta: 19:25:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7627, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.8133 2021-03-09 13:23:49,092 - mmaction - INFO - Epoch [68][360/940] lr: 4.000e-02, eta: 19:25:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7654, loss_cls: 1.9967, loss: 1.9967, grad_norm: 2.8735 2021-03-09 13:24:06,603 - mmaction - INFO - Epoch [68][380/940] lr: 4.000e-02, eta: 19:24:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7725, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.7492 2021-03-09 13:24:24,125 - mmaction - INFO - Epoch [68][400/940] lr: 4.000e-02, eta: 19:24:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7594, loss_cls: 2.0067, loss: 2.0067, grad_norm: 2.8673 2021-03-09 13:24:41,638 - mmaction - INFO - Epoch [68][420/940] lr: 4.000e-02, eta: 19:24:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7611, loss_cls: 2.0005, loss: 2.0005, grad_norm: 2.8864 2021-03-09 13:24:59,163 - mmaction - INFO - Epoch [68][440/940] lr: 4.000e-02, eta: 19:23:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7633, loss_cls: 1.9714, loss: 1.9714, grad_norm: 2.8661 2021-03-09 13:25:16,678 - mmaction - INFO - Epoch [68][460/940] lr: 4.000e-02, eta: 19:23:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7625, loss_cls: 1.9928, loss: 1.9928, grad_norm: 2.8249 2021-03-09 13:25:34,192 - mmaction - INFO - Epoch [68][480/940] lr: 4.000e-02, eta: 19:23:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7711, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.8605 2021-03-09 13:25:51,704 - mmaction - INFO - Epoch [68][500/940] lr: 4.000e-02, eta: 19:22:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7627, loss_cls: 2.0486, loss: 2.0486, grad_norm: 2.9361 2021-03-09 13:26:09,257 - mmaction - INFO - Epoch [68][520/940] lr: 4.000e-02, eta: 19:22:39, time: 0.878, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7670, loss_cls: 1.9924, loss: 1.9924, grad_norm: 2.8690 2021-03-09 13:26:26,784 - mmaction - INFO - Epoch [68][540/940] lr: 4.000e-02, eta: 19:22:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7672, loss_cls: 1.9723, loss: 1.9723, grad_norm: 2.8768 2021-03-09 13:26:44,291 - mmaction - INFO - Epoch [68][560/940] lr: 4.000e-02, eta: 19:22:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7756, loss_cls: 1.9588, loss: 1.9588, grad_norm: 2.8526 2021-03-09 13:27:01,804 - mmaction - INFO - Epoch [68][580/940] lr: 4.000e-02, eta: 19:21:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7701, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.8724 2021-03-09 13:27:19,328 - mmaction - INFO - Epoch [68][600/940] lr: 4.000e-02, eta: 19:21:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5238, top5_acc: 0.7586, loss_cls: 2.0514, loss: 2.0514, grad_norm: 2.9021 2021-03-09 13:27:36,844 - mmaction - INFO - Epoch [68][620/940] lr: 4.000e-02, eta: 19:21:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7664, loss_cls: 1.9933, loss: 1.9933, grad_norm: 2.9169 2021-03-09 13:27:54,375 - mmaction - INFO - Epoch [68][640/940] lr: 4.000e-02, eta: 19:20:47, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5309, top5_acc: 0.7678, loss_cls: 1.9941, loss: 1.9941, grad_norm: 2.8661 2021-03-09 13:28:11,890 - mmaction - INFO - Epoch [68][660/940] lr: 4.000e-02, eta: 19:20:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7662, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.8380 2021-03-09 13:28:29,400 - mmaction - INFO - Epoch [68][680/940] lr: 4.000e-02, eta: 19:20:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7619, loss_cls: 1.9852, loss: 1.9852, grad_norm: 2.8630 2021-03-09 13:28:46,923 - mmaction - INFO - Epoch [68][700/940] lr: 4.000e-02, eta: 19:19:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7592, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.7896 2021-03-09 13:29:04,435 - mmaction - INFO - Epoch [68][720/940] lr: 4.000e-02, eta: 19:19:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5277, top5_acc: 0.7574, loss_cls: 2.0423, loss: 2.0423, grad_norm: 2.8447 2021-03-09 13:29:21,952 - mmaction - INFO - Epoch [68][740/940] lr: 4.000e-02, eta: 19:19:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7723, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.8722 2021-03-09 13:29:39,465 - mmaction - INFO - Epoch [68][760/940] lr: 4.000e-02, eta: 19:18:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7744, loss_cls: 1.9697, loss: 1.9697, grad_norm: 2.7990 2021-03-09 13:29:56,965 - mmaction - INFO - Epoch [68][780/940] lr: 4.000e-02, eta: 19:18:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7600, loss_cls: 2.0085, loss: 2.0085, grad_norm: 2.9188 2021-03-09 13:30:14,461 - mmaction - INFO - Epoch [68][800/940] lr: 4.000e-02, eta: 19:18:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7699, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.8364 2021-03-09 13:30:31,966 - mmaction - INFO - Epoch [68][820/940] lr: 4.000e-02, eta: 19:18:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7621, loss_cls: 2.0095, loss: 2.0095, grad_norm: 2.9138 2021-03-09 13:30:49,465 - mmaction - INFO - Epoch [68][840/940] lr: 4.000e-02, eta: 19:17:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5236, top5_acc: 0.7559, loss_cls: 2.0498, loss: 2.0498, grad_norm: 2.8857 2021-03-09 13:31:06,988 - mmaction - INFO - Epoch [68][860/940] lr: 4.000e-02, eta: 19:17:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7627, loss_cls: 2.0253, loss: 2.0253, grad_norm: 2.8785 2021-03-09 13:31:24,499 - mmaction - INFO - Epoch [68][880/940] lr: 4.000e-02, eta: 19:17:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7613, loss_cls: 1.9947, loss: 1.9947, grad_norm: 2.7929 2021-03-09 13:31:42,013 - mmaction - INFO - Epoch [68][900/940] lr: 4.000e-02, eta: 19:16:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7645, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.8433 2021-03-09 13:31:59,533 - mmaction - INFO - Epoch [68][920/940] lr: 4.000e-02, eta: 19:16:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7648, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.8720 2021-03-09 13:32:16,505 - mmaction - INFO - Epoch [68][940/940] lr: 4.000e-02, eta: 19:16:08, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7585, loss_cls: 2.0407, loss: 2.0407, grad_norm: 2.8325 2021-03-09 13:32:17,285 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-03-09 13:32:54,594 - mmaction - INFO - Epoch [69][20/940] lr: 4.000e-02, eta: 19:16:12, time: 1.816, data_time: 0.905, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7662, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.8121 2021-03-09 13:33:12,144 - mmaction - INFO - Epoch [69][40/940] lr: 4.000e-02, eta: 19:15:53, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7732, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.8804 2021-03-09 13:33:29,666 - mmaction - INFO - Epoch [69][60/940] lr: 4.000e-02, eta: 19:15:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7619, loss_cls: 1.9941, loss: 1.9941, grad_norm: 2.8893 2021-03-09 13:33:47,180 - mmaction - INFO - Epoch [69][80/940] lr: 4.000e-02, eta: 19:15:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7734, loss_cls: 1.9366, loss: 1.9366, grad_norm: 2.8671 2021-03-09 13:34:04,682 - mmaction - INFO - Epoch [69][100/940] lr: 4.000e-02, eta: 19:14:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7650, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.8554 2021-03-09 13:34:22,214 - mmaction - INFO - Epoch [69][120/940] lr: 4.000e-02, eta: 19:14:39, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5586, top5_acc: 0.7754, loss_cls: 1.9214, loss: 1.9214, grad_norm: 2.8442 2021-03-09 13:34:39,723 - mmaction - INFO - Epoch [69][140/940] lr: 4.000e-02, eta: 19:14:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7670, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.8370 2021-03-09 13:34:57,240 - mmaction - INFO - Epoch [69][160/940] lr: 4.000e-02, eta: 19:14:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7695, loss_cls: 1.9487, loss: 1.9487, grad_norm: 2.8934 2021-03-09 13:35:14,761 - mmaction - INFO - Epoch [69][180/940] lr: 4.000e-02, eta: 19:13:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7625, loss_cls: 1.9915, loss: 1.9915, grad_norm: 2.8647 2021-03-09 13:35:32,274 - mmaction - INFO - Epoch [69][200/940] lr: 4.000e-02, eta: 19:13:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7691, loss_cls: 1.9628, loss: 1.9628, grad_norm: 2.8796 2021-03-09 13:35:49,780 - mmaction - INFO - Epoch [69][220/940] lr: 4.000e-02, eta: 19:13:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7719, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.8215 2021-03-09 13:36:07,289 - mmaction - INFO - Epoch [69][240/940] lr: 4.000e-02, eta: 19:12:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7598, loss_cls: 1.9843, loss: 1.9843, grad_norm: 2.9026 2021-03-09 13:36:24,806 - mmaction - INFO - Epoch [69][260/940] lr: 4.000e-02, eta: 19:12:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7520, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.8332 2021-03-09 13:36:42,338 - mmaction - INFO - Epoch [69][280/940] lr: 4.000e-02, eta: 19:12:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7707, loss_cls: 1.9717, loss: 1.9717, grad_norm: 2.8042 2021-03-09 13:36:59,857 - mmaction - INFO - Epoch [69][300/940] lr: 4.000e-02, eta: 19:11:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7713, loss_cls: 2.0046, loss: 2.0046, grad_norm: 2.8544 2021-03-09 13:37:17,381 - mmaction - INFO - Epoch [69][320/940] lr: 4.000e-02, eta: 19:11:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7623, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.8283 2021-03-09 13:37:34,892 - mmaction - INFO - Epoch [69][340/940] lr: 4.000e-02, eta: 19:11:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7566, loss_cls: 1.9958, loss: 1.9958, grad_norm: 2.8742 2021-03-09 13:37:52,410 - mmaction - INFO - Epoch [69][360/940] lr: 4.000e-02, eta: 19:10:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7715, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.8567 2021-03-09 13:38:09,937 - mmaction - INFO - Epoch [69][380/940] lr: 4.000e-02, eta: 19:10:37, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7561, loss_cls: 2.0318, loss: 2.0318, grad_norm: 2.9160 2021-03-09 13:38:27,476 - mmaction - INFO - Epoch [69][400/940] lr: 4.000e-02, eta: 19:10:19, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7646, loss_cls: 1.9931, loss: 1.9931, grad_norm: 2.8761 2021-03-09 13:38:44,996 - mmaction - INFO - Epoch [69][420/940] lr: 4.000e-02, eta: 19:10:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7600, loss_cls: 2.0169, loss: 2.0169, grad_norm: 2.9398 2021-03-09 13:39:02,512 - mmaction - INFO - Epoch [69][440/940] lr: 4.000e-02, eta: 19:09:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7629, loss_cls: 2.0077, loss: 2.0077, grad_norm: 2.9223 2021-03-09 13:39:20,031 - mmaction - INFO - Epoch [69][460/940] lr: 4.000e-02, eta: 19:09:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7768, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.8501 2021-03-09 13:39:37,542 - mmaction - INFO - Epoch [69][480/940] lr: 4.000e-02, eta: 19:09:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7576, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.8948 2021-03-09 13:39:55,052 - mmaction - INFO - Epoch [69][500/940] lr: 4.000e-02, eta: 19:08:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7715, loss_cls: 1.9811, loss: 1.9811, grad_norm: 2.8872 2021-03-09 13:40:12,562 - mmaction - INFO - Epoch [69][520/940] lr: 4.000e-02, eta: 19:08:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5289, top5_acc: 0.7570, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.8882 2021-03-09 13:40:30,095 - mmaction - INFO - Epoch [69][540/940] lr: 4.000e-02, eta: 19:08:09, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7600, loss_cls: 2.0128, loss: 2.0128, grad_norm: 2.7900 2021-03-09 13:40:47,621 - mmaction - INFO - Epoch [69][560/940] lr: 4.000e-02, eta: 19:07:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7672, loss_cls: 1.9749, loss: 1.9749, grad_norm: 2.9082 2021-03-09 13:41:05,146 - mmaction - INFO - Epoch [69][580/940] lr: 4.000e-02, eta: 19:07:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7590, loss_cls: 2.0093, loss: 2.0093, grad_norm: 2.8767 2021-03-09 13:41:22,680 - mmaction - INFO - Epoch [69][600/940] lr: 4.000e-02, eta: 19:07:13, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7607, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.8961 2021-03-09 13:41:40,187 - mmaction - INFO - Epoch [69][620/940] lr: 4.000e-02, eta: 19:06:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7709, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.8834 2021-03-09 13:41:57,696 - mmaction - INFO - Epoch [69][640/940] lr: 4.000e-02, eta: 19:06:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5223, top5_acc: 0.7576, loss_cls: 2.0409, loss: 2.0409, grad_norm: 2.8917 2021-03-09 13:42:15,203 - mmaction - INFO - Epoch [69][660/940] lr: 4.000e-02, eta: 19:06:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7660, loss_cls: 1.9937, loss: 1.9937, grad_norm: 2.8219 2021-03-09 13:42:32,718 - mmaction - INFO - Epoch [69][680/940] lr: 4.000e-02, eta: 19:05:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7688, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.8829 2021-03-09 13:42:50,238 - mmaction - INFO - Epoch [69][700/940] lr: 4.000e-02, eta: 19:05:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7699, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.8483 2021-03-09 13:43:07,772 - mmaction - INFO - Epoch [69][720/940] lr: 4.000e-02, eta: 19:05:22, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7680, loss_cls: 1.9547, loss: 1.9547, grad_norm: 2.8358 2021-03-09 13:43:25,281 - mmaction - INFO - Epoch [69][740/940] lr: 4.000e-02, eta: 19:05:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7604, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8623 2021-03-09 13:43:42,810 - mmaction - INFO - Epoch [69][760/940] lr: 4.000e-02, eta: 19:04:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7617, loss_cls: 2.0340, loss: 2.0340, grad_norm: 2.8457 2021-03-09 13:44:00,316 - mmaction - INFO - Epoch [69][780/940] lr: 4.000e-02, eta: 19:04:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7586, loss_cls: 2.0265, loss: 2.0265, grad_norm: 2.8264 2021-03-09 13:44:17,835 - mmaction - INFO - Epoch [69][800/940] lr: 4.000e-02, eta: 19:04:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7600, loss_cls: 2.0347, loss: 2.0347, grad_norm: 2.8336 2021-03-09 13:44:35,366 - mmaction - INFO - Epoch [69][820/940] lr: 4.000e-02, eta: 19:03:49, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5305, top5_acc: 0.7646, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.8996 2021-03-09 13:44:52,882 - mmaction - INFO - Epoch [69][840/940] lr: 4.000e-02, eta: 19:03:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7682, loss_cls: 1.9734, loss: 1.9734, grad_norm: 2.8454 2021-03-09 13:45:10,390 - mmaction - INFO - Epoch [69][860/940] lr: 4.000e-02, eta: 19:03:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7699, loss_cls: 1.9844, loss: 1.9844, grad_norm: 2.8466 2021-03-09 13:45:27,899 - mmaction - INFO - Epoch [69][880/940] lr: 4.000e-02, eta: 19:02:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7602, loss_cls: 2.0103, loss: 2.0103, grad_norm: 2.8147 2021-03-09 13:45:45,425 - mmaction - INFO - Epoch [69][900/940] lr: 4.000e-02, eta: 19:02:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7635, loss_cls: 1.9986, loss: 1.9986, grad_norm: 2.8311 2021-03-09 13:46:02,935 - mmaction - INFO - Epoch [69][920/940] lr: 4.000e-02, eta: 19:02:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5297, top5_acc: 0.7588, loss_cls: 2.0278, loss: 2.0278, grad_norm: 2.8527 2021-03-09 13:46:19,905 - mmaction - INFO - Epoch [69][940/940] lr: 4.000e-02, eta: 19:01:57, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7601, loss_cls: 2.0502, loss: 2.0502, grad_norm: 2.9137 2021-03-09 13:46:20,707 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-03-09 13:46:58,234 - mmaction - INFO - Epoch [70][20/940] lr: 4.000e-02, eta: 19:02:01, time: 1.848, data_time: 0.972, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7656, loss_cls: 1.9963, loss: 1.9963, grad_norm: 2.8258 2021-03-09 13:47:15,794 - mmaction - INFO - Epoch [70][40/940] lr: 4.000e-02, eta: 19:01:42, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7729, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.9864 2021-03-09 13:47:33,308 - mmaction - INFO - Epoch [70][60/940] lr: 4.000e-02, eta: 19:01:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7682, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8580 2021-03-09 13:47:50,842 - mmaction - INFO - Epoch [70][80/940] lr: 4.000e-02, eta: 19:01:05, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7738, loss_cls: 1.9482, loss: 1.9482, grad_norm: 2.8602 2021-03-09 13:48:08,371 - mmaction - INFO - Epoch [70][100/940] lr: 4.000e-02, eta: 19:00:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7666, loss_cls: 1.9838, loss: 1.9838, grad_norm: 2.8647 2021-03-09 13:48:25,892 - mmaction - INFO - Epoch [70][120/940] lr: 4.000e-02, eta: 19:00:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7549, loss_cls: 2.0398, loss: 2.0398, grad_norm: 2.9059 2021-03-09 13:48:43,415 - mmaction - INFO - Epoch [70][140/940] lr: 4.000e-02, eta: 19:00:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7602, loss_cls: 2.0041, loss: 2.0041, grad_norm: 2.8918 2021-03-09 13:49:00,925 - mmaction - INFO - Epoch [70][160/940] lr: 4.000e-02, eta: 18:59:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7658, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.9375 2021-03-09 13:49:18,430 - mmaction - INFO - Epoch [70][180/940] lr: 4.000e-02, eta: 18:59:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7670, loss_cls: 1.9793, loss: 1.9793, grad_norm: 2.8287 2021-03-09 13:49:35,941 - mmaction - INFO - Epoch [70][200/940] lr: 4.000e-02, eta: 18:59:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7650, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.8605 2021-03-09 13:49:53,455 - mmaction - INFO - Epoch [70][220/940] lr: 4.000e-02, eta: 18:58:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5631, top5_acc: 0.7777, loss_cls: 1.8952, loss: 1.8952, grad_norm: 2.8691 2021-03-09 13:50:10,954 - mmaction - INFO - Epoch [70][240/940] lr: 4.000e-02, eta: 18:58:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7801, loss_cls: 1.9476, loss: 1.9476, grad_norm: 2.8593 2021-03-09 13:50:28,465 - mmaction - INFO - Epoch [70][260/940] lr: 4.000e-02, eta: 18:58:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7783, loss_cls: 1.9495, loss: 1.9495, grad_norm: 2.8086 2021-03-09 13:50:45,972 - mmaction - INFO - Epoch [70][280/940] lr: 4.000e-02, eta: 18:58:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7670, loss_cls: 1.9979, loss: 1.9979, grad_norm: 2.8679 2021-03-09 13:51:03,473 - mmaction - INFO - Epoch [70][300/940] lr: 4.000e-02, eta: 18:57:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7635, loss_cls: 1.9895, loss: 1.9895, grad_norm: 2.8987 2021-03-09 13:51:20,973 - mmaction - INFO - Epoch [70][320/940] lr: 4.000e-02, eta: 18:57:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7746, loss_cls: 1.9496, loss: 1.9496, grad_norm: 2.8924 2021-03-09 13:51:38,488 - mmaction - INFO - Epoch [70][340/940] lr: 4.000e-02, eta: 18:57:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7715, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.9278 2021-03-09 13:51:55,986 - mmaction - INFO - Epoch [70][360/940] lr: 4.000e-02, eta: 18:56:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7572, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.9256 2021-03-09 13:52:13,507 - mmaction - INFO - Epoch [70][380/940] lr: 4.000e-02, eta: 18:56:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7627, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.8887 2021-03-09 13:52:31,020 - mmaction - INFO - Epoch [70][400/940] lr: 4.000e-02, eta: 18:56:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7691, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.8878 2021-03-09 13:52:48,524 - mmaction - INFO - Epoch [70][420/940] lr: 4.000e-02, eta: 18:55:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5314, top5_acc: 0.7646, loss_cls: 2.0027, loss: 2.0027, grad_norm: 2.8706 2021-03-09 13:53:06,050 - mmaction - INFO - Epoch [70][440/940] lr: 4.000e-02, eta: 18:55:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7648, loss_cls: 2.0040, loss: 2.0040, grad_norm: 2.8463 2021-03-09 13:53:23,558 - mmaction - INFO - Epoch [70][460/940] lr: 4.000e-02, eta: 18:55:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7648, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.8033 2021-03-09 13:53:41,082 - mmaction - INFO - Epoch [70][480/940] lr: 4.000e-02, eta: 18:54:54, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7664, loss_cls: 1.9774, loss: 1.9774, grad_norm: 2.8603 2021-03-09 13:53:58,587 - mmaction - INFO - Epoch [70][500/940] lr: 4.000e-02, eta: 18:54:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7621, loss_cls: 2.0066, loss: 2.0066, grad_norm: 2.9158 2021-03-09 13:54:16,089 - mmaction - INFO - Epoch [70][520/940] lr: 4.000e-02, eta: 18:54:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7619, loss_cls: 2.0003, loss: 2.0003, grad_norm: 2.8097 2021-03-09 13:54:33,591 - mmaction - INFO - Epoch [70][540/940] lr: 4.000e-02, eta: 18:53:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7736, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.8525 2021-03-09 13:54:51,106 - mmaction - INFO - Epoch [70][560/940] lr: 4.000e-02, eta: 18:53:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7604, loss_cls: 2.0378, loss: 2.0378, grad_norm: 2.8811 2021-03-09 13:55:08,634 - mmaction - INFO - Epoch [70][580/940] lr: 4.000e-02, eta: 18:53:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7707, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.9374 2021-03-09 13:55:26,149 - mmaction - INFO - Epoch [70][600/940] lr: 4.000e-02, eta: 18:53:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7701, loss_cls: 1.9658, loss: 1.9658, grad_norm: 2.8605 2021-03-09 13:55:43,660 - mmaction - INFO - Epoch [70][620/940] lr: 4.000e-02, eta: 18:52:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7621, loss_cls: 2.0006, loss: 2.0006, grad_norm: 2.8851 2021-03-09 13:56:01,159 - mmaction - INFO - Epoch [70][640/940] lr: 4.000e-02, eta: 18:52:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7664, loss_cls: 1.9668, loss: 1.9668, grad_norm: 2.8658 2021-03-09 13:56:18,691 - mmaction - INFO - Epoch [70][660/940] lr: 4.000e-02, eta: 18:52:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7678, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.8892 2021-03-09 13:56:36,204 - mmaction - INFO - Epoch [70][680/940] lr: 4.000e-02, eta: 18:51:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7643, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.8165 2021-03-09 13:56:53,714 - mmaction - INFO - Epoch [70][700/940] lr: 4.000e-02, eta: 18:51:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5316, top5_acc: 0.7668, loss_cls: 2.0029, loss: 2.0029, grad_norm: 2.8904 2021-03-09 13:57:11,221 - mmaction - INFO - Epoch [70][720/940] lr: 4.000e-02, eta: 18:51:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7574, loss_cls: 2.0428, loss: 2.0428, grad_norm: 2.8363 2021-03-09 13:57:28,727 - mmaction - INFO - Epoch [70][740/940] lr: 4.000e-02, eta: 18:50:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5248, top5_acc: 0.7551, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.8955 2021-03-09 13:57:46,227 - mmaction - INFO - Epoch [70][760/940] lr: 4.000e-02, eta: 18:50:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7746, loss_cls: 1.9470, loss: 1.9470, grad_norm: 2.8594 2021-03-09 13:58:03,744 - mmaction - INFO - Epoch [70][780/940] lr: 4.000e-02, eta: 18:50:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7650, loss_cls: 1.9717, loss: 1.9717, grad_norm: 2.8113 2021-03-09 13:58:21,279 - mmaction - INFO - Epoch [70][800/940] lr: 4.000e-02, eta: 18:49:57, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7564, loss_cls: 2.0085, loss: 2.0085, grad_norm: 2.8143 2021-03-09 13:58:38,789 - mmaction - INFO - Epoch [70][820/940] lr: 4.000e-02, eta: 18:49:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7730, loss_cls: 1.9478, loss: 1.9478, grad_norm: 2.8141 2021-03-09 13:58:56,301 - mmaction - INFO - Epoch [70][840/940] lr: 4.000e-02, eta: 18:49:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7629, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.8649 2021-03-09 13:59:13,809 - mmaction - INFO - Epoch [70][860/940] lr: 4.000e-02, eta: 18:49:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7688, loss_cls: 1.9721, loss: 1.9721, grad_norm: 2.9431 2021-03-09 13:59:31,314 - mmaction - INFO - Epoch [70][880/940] lr: 4.000e-02, eta: 18:48:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7662, loss_cls: 1.9789, loss: 1.9789, grad_norm: 2.8765 2021-03-09 13:59:48,826 - mmaction - INFO - Epoch [70][900/940] lr: 4.000e-02, eta: 18:48:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7734, loss_cls: 1.9576, loss: 1.9576, grad_norm: 2.8669 2021-03-09 14:00:06,339 - mmaction - INFO - Epoch [70][920/940] lr: 4.000e-02, eta: 18:48:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7586, loss_cls: 2.0055, loss: 2.0055, grad_norm: 2.8389 2021-03-09 14:00:23,317 - mmaction - INFO - Epoch [70][940/940] lr: 4.000e-02, eta: 18:47:46, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7689, loss_cls: 1.9799, loss: 1.9799, grad_norm: 2.8995 2021-03-09 14:00:24,067 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-03-09 14:00:57,863 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 14:00:58,594 - mmaction - INFO - top1_acc 0.5973 top5_acc 0.8233 2021-03-09 14:00:58,594 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 14:00:58,623 - mmaction - INFO - mean_acc 0.5973 2021-03-09 14:01:00,685 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2021-03-09 14:01:00,685 - mmaction - INFO - Best top1_acc is 0.5973 at 70 epoch. 2021-03-09 14:01:00,703 - mmaction - INFO - Epoch(val) [70][940] top1_acc: 0.5973, top5_acc: 0.8233, mean_class_accuracy: 0.5973 2021-03-09 14:01:45,077 - mmaction - INFO - Epoch [71][20/940] lr: 4.000e-02, eta: 18:47:59, time: 2.218, data_time: 1.335, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7572, loss_cls: 2.0366, loss: 2.0366, grad_norm: 2.8337 2021-03-09 14:02:02,708 - mmaction - INFO - Epoch [71][40/940] lr: 4.000e-02, eta: 18:47:40, time: 0.881, data_time: 0.006, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7635, loss_cls: 1.9677, loss: 1.9677, grad_norm: 2.8200 2021-03-09 14:02:20,230 - mmaction - INFO - Epoch [71][60/940] lr: 4.000e-02, eta: 18:47:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7691, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.9025 2021-03-09 14:02:37,766 - mmaction - INFO - Epoch [71][80/940] lr: 4.000e-02, eta: 18:47:03, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7713, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.9175 2021-03-09 14:02:55,288 - mmaction - INFO - Epoch [71][100/940] lr: 4.000e-02, eta: 18:46:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7691, loss_cls: 1.9610, loss: 1.9610, grad_norm: 2.8337 2021-03-09 14:03:12,801 - mmaction - INFO - Epoch [71][120/940] lr: 4.000e-02, eta: 18:46:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5598, top5_acc: 0.7762, loss_cls: 1.9227, loss: 1.9227, grad_norm: 2.8142 2021-03-09 14:03:30,325 - mmaction - INFO - Epoch [71][140/940] lr: 4.000e-02, eta: 18:46:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7605, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.9220 2021-03-09 14:03:47,854 - mmaction - INFO - Epoch [71][160/940] lr: 4.000e-02, eta: 18:45:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7662, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.8654 2021-03-09 14:04:05,382 - mmaction - INFO - Epoch [71][180/940] lr: 4.000e-02, eta: 18:45:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7715, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.8978 2021-03-09 14:04:22,898 - mmaction - INFO - Epoch [71][200/940] lr: 4.000e-02, eta: 18:45:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7588, loss_cls: 1.9893, loss: 1.9893, grad_norm: 2.8945 2021-03-09 14:04:40,413 - mmaction - INFO - Epoch [71][220/940] lr: 4.000e-02, eta: 18:44:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5527, top5_acc: 0.7736, loss_cls: 1.9562, loss: 1.9562, grad_norm: 2.9090 2021-03-09 14:04:57,929 - mmaction - INFO - Epoch [71][240/940] lr: 4.000e-02, eta: 18:44:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7717, loss_cls: 1.9773, loss: 1.9773, grad_norm: 2.8574 2021-03-09 14:05:15,445 - mmaction - INFO - Epoch [71][260/940] lr: 4.000e-02, eta: 18:44:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7752, loss_cls: 1.9495, loss: 1.9495, grad_norm: 2.8529 2021-03-09 14:05:32,974 - mmaction - INFO - Epoch [71][280/940] lr: 4.000e-02, eta: 18:43:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7635, loss_cls: 1.9990, loss: 1.9990, grad_norm: 2.9573 2021-03-09 14:05:50,503 - mmaction - INFO - Epoch [71][300/940] lr: 4.000e-02, eta: 18:43:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7766, loss_cls: 1.9574, loss: 1.9574, grad_norm: 2.7936 2021-03-09 14:06:08,029 - mmaction - INFO - Epoch [71][320/940] lr: 4.000e-02, eta: 18:43:20, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7541, loss_cls: 2.0324, loss: 2.0324, grad_norm: 2.8509 2021-03-09 14:06:25,545 - mmaction - INFO - Epoch [71][340/940] lr: 4.000e-02, eta: 18:43:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7627, loss_cls: 2.0301, loss: 2.0301, grad_norm: 2.8360 2021-03-09 14:06:43,055 - mmaction - INFO - Epoch [71][360/940] lr: 4.000e-02, eta: 18:42:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7699, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.8632 2021-03-09 14:07:00,594 - mmaction - INFO - Epoch [71][380/940] lr: 4.000e-02, eta: 18:42:25, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7689, loss_cls: 1.9592, loss: 1.9592, grad_norm: 2.8729 2021-03-09 14:07:18,096 - mmaction - INFO - Epoch [71][400/940] lr: 4.000e-02, eta: 18:42:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7596, loss_cls: 2.0181, loss: 2.0181, grad_norm: 2.8630 2021-03-09 14:07:35,632 - mmaction - INFO - Epoch [71][420/940] lr: 4.000e-02, eta: 18:41:48, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7670, loss_cls: 1.9604, loss: 1.9604, grad_norm: 2.9070 2021-03-09 14:07:53,172 - mmaction - INFO - Epoch [71][440/940] lr: 4.000e-02, eta: 18:41:29, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7564, loss_cls: 2.0315, loss: 2.0315, grad_norm: 2.8803 2021-03-09 14:08:10,687 - mmaction - INFO - Epoch [71][460/940] lr: 4.000e-02, eta: 18:41:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7707, loss_cls: 1.9622, loss: 1.9622, grad_norm: 2.8692 2021-03-09 14:08:28,210 - mmaction - INFO - Epoch [71][480/940] lr: 4.000e-02, eta: 18:40:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7590, loss_cls: 1.9960, loss: 1.9960, grad_norm: 2.8896 2021-03-09 14:08:45,709 - mmaction - INFO - Epoch [71][500/940] lr: 4.000e-02, eta: 18:40:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7701, loss_cls: 1.9483, loss: 1.9483, grad_norm: 2.8669 2021-03-09 14:09:03,215 - mmaction - INFO - Epoch [71][520/940] lr: 4.000e-02, eta: 18:40:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7789, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.8694 2021-03-09 14:09:20,719 - mmaction - INFO - Epoch [71][540/940] lr: 4.000e-02, eta: 18:39:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7672, loss_cls: 1.9981, loss: 1.9981, grad_norm: 2.8497 2021-03-09 14:09:38,229 - mmaction - INFO - Epoch [71][560/940] lr: 4.000e-02, eta: 18:39:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7701, loss_cls: 1.9767, loss: 1.9767, grad_norm: 2.8548 2021-03-09 14:09:55,774 - mmaction - INFO - Epoch [71][580/940] lr: 4.000e-02, eta: 18:39:19, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7615, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.8564 2021-03-09 14:10:13,298 - mmaction - INFO - Epoch [71][600/940] lr: 4.000e-02, eta: 18:39:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7605, loss_cls: 2.0209, loss: 2.0209, grad_norm: 2.8536 2021-03-09 14:10:30,834 - mmaction - INFO - Epoch [71][620/940] lr: 4.000e-02, eta: 18:38:42, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7699, loss_cls: 1.9644, loss: 1.9644, grad_norm: 2.8199 2021-03-09 14:10:48,357 - mmaction - INFO - Epoch [71][640/940] lr: 4.000e-02, eta: 18:38:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7701, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.8907 2021-03-09 14:11:05,870 - mmaction - INFO - Epoch [71][660/940] lr: 4.000e-02, eta: 18:38:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7643, loss_cls: 1.9993, loss: 1.9993, grad_norm: 2.9186 2021-03-09 14:11:23,383 - mmaction - INFO - Epoch [71][680/940] lr: 4.000e-02, eta: 18:37:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7656, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8397 2021-03-09 14:11:40,895 - mmaction - INFO - Epoch [71][700/940] lr: 4.000e-02, eta: 18:37:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7625, loss_cls: 2.0108, loss: 2.0108, grad_norm: 2.7948 2021-03-09 14:11:58,416 - mmaction - INFO - Epoch [71][720/940] lr: 4.000e-02, eta: 18:37:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7596, loss_cls: 2.0371, loss: 2.0371, grad_norm: 2.8583 2021-03-09 14:12:15,947 - mmaction - INFO - Epoch [71][740/940] lr: 4.000e-02, eta: 18:36:51, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7768, loss_cls: 1.9361, loss: 1.9361, grad_norm: 2.8487 2021-03-09 14:12:33,466 - mmaction - INFO - Epoch [71][760/940] lr: 4.000e-02, eta: 18:36:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7594, loss_cls: 2.0185, loss: 2.0185, grad_norm: 2.8755 2021-03-09 14:12:50,977 - mmaction - INFO - Epoch [71][780/940] lr: 4.000e-02, eta: 18:36:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7631, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.8542 2021-03-09 14:13:08,503 - mmaction - INFO - Epoch [71][800/940] lr: 4.000e-02, eta: 18:35:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7746, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.8604 2021-03-09 14:13:26,037 - mmaction - INFO - Epoch [71][820/940] lr: 4.000e-02, eta: 18:35:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7639, loss_cls: 1.9889, loss: 1.9889, grad_norm: 2.8915 2021-03-09 14:13:43,562 - mmaction - INFO - Epoch [71][840/940] lr: 4.000e-02, eta: 18:35:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7670, loss_cls: 2.0002, loss: 2.0002, grad_norm: 2.8456 2021-03-09 14:14:01,075 - mmaction - INFO - Epoch [71][860/940] lr: 4.000e-02, eta: 18:35:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7635, loss_cls: 2.0132, loss: 2.0132, grad_norm: 2.8286 2021-03-09 14:14:18,589 - mmaction - INFO - Epoch [71][880/940] lr: 4.000e-02, eta: 18:34:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5221, top5_acc: 0.7533, loss_cls: 2.0671, loss: 2.0671, grad_norm: 2.8802 2021-03-09 14:14:36,111 - mmaction - INFO - Epoch [71][900/940] lr: 4.000e-02, eta: 18:34:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5527, top5_acc: 0.7674, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.8600 2021-03-09 14:14:53,627 - mmaction - INFO - Epoch [71][920/940] lr: 4.000e-02, eta: 18:34:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7672, loss_cls: 1.9975, loss: 1.9975, grad_norm: 2.8518 2021-03-09 14:15:10,613 - mmaction - INFO - Epoch [71][940/940] lr: 4.000e-02, eta: 18:33:45, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7630, loss_cls: 1.9955, loss: 1.9955, grad_norm: 2.9492 2021-03-09 14:15:11,816 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-03-09 14:15:49,843 - mmaction - INFO - Epoch [72][20/940] lr: 4.000e-02, eta: 18:33:48, time: 1.839, data_time: 0.956, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7689, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.8133 2021-03-09 14:16:07,372 - mmaction - INFO - Epoch [72][40/940] lr: 4.000e-02, eta: 18:33:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7812, loss_cls: 1.9123, loss: 1.9123, grad_norm: 2.8572 2021-03-09 14:16:24,885 - mmaction - INFO - Epoch [72][60/940] lr: 4.000e-02, eta: 18:33:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7719, loss_cls: 1.9469, loss: 1.9469, grad_norm: 2.8904 2021-03-09 14:16:42,393 - mmaction - INFO - Epoch [72][80/940] lr: 4.000e-02, eta: 18:32:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7650, loss_cls: 2.0050, loss: 2.0050, grad_norm: 2.8847 2021-03-09 14:16:59,912 - mmaction - INFO - Epoch [72][100/940] lr: 4.000e-02, eta: 18:32:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7623, loss_cls: 2.0223, loss: 2.0223, grad_norm: 2.8864 2021-03-09 14:17:17,432 - mmaction - INFO - Epoch [72][120/940] lr: 4.000e-02, eta: 18:32:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7652, loss_cls: 2.0003, loss: 2.0003, grad_norm: 2.9693 2021-03-09 14:17:34,949 - mmaction - INFO - Epoch [72][140/940] lr: 4.000e-02, eta: 18:31:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7605, loss_cls: 1.9720, loss: 1.9720, grad_norm: 2.8442 2021-03-09 14:17:52,464 - mmaction - INFO - Epoch [72][160/940] lr: 4.000e-02, eta: 18:31:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7672, loss_cls: 1.9320, loss: 1.9320, grad_norm: 2.8153 2021-03-09 14:18:09,985 - mmaction - INFO - Epoch [72][180/940] lr: 4.000e-02, eta: 18:31:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7766, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.8505 2021-03-09 14:18:27,508 - mmaction - INFO - Epoch [72][200/940] lr: 4.000e-02, eta: 18:31:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7658, loss_cls: 1.9950, loss: 1.9950, grad_norm: 2.9422 2021-03-09 14:18:45,028 - mmaction - INFO - Epoch [72][220/940] lr: 4.000e-02, eta: 18:30:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7711, loss_cls: 1.9421, loss: 1.9421, grad_norm: 2.7682 2021-03-09 14:19:02,554 - mmaction - INFO - Epoch [72][240/940] lr: 4.000e-02, eta: 18:30:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7684, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.8900 2021-03-09 14:19:20,077 - mmaction - INFO - Epoch [72][260/940] lr: 4.000e-02, eta: 18:30:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7686, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.9084 2021-03-09 14:19:37,592 - mmaction - INFO - Epoch [72][280/940] lr: 4.000e-02, eta: 18:29:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7709, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.8335 2021-03-09 14:19:55,099 - mmaction - INFO - Epoch [72][300/940] lr: 4.000e-02, eta: 18:29:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7805, loss_cls: 1.9623, loss: 1.9623, grad_norm: 2.8740 2021-03-09 14:20:12,633 - mmaction - INFO - Epoch [72][320/940] lr: 4.000e-02, eta: 18:29:10, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7645, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.8847 2021-03-09 14:20:30,154 - mmaction - INFO - Epoch [72][340/940] lr: 4.000e-02, eta: 18:28:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7580, loss_cls: 2.0148, loss: 2.0148, grad_norm: 2.9183 2021-03-09 14:20:47,693 - mmaction - INFO - Epoch [72][360/940] lr: 4.000e-02, eta: 18:28:33, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7688, loss_cls: 1.9882, loss: 1.9882, grad_norm: 2.8934 2021-03-09 14:21:05,220 - mmaction - INFO - Epoch [72][380/940] lr: 4.000e-02, eta: 18:28:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7631, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.8149 2021-03-09 14:21:22,721 - mmaction - INFO - Epoch [72][400/940] lr: 4.000e-02, eta: 18:27:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7697, loss_cls: 1.9815, loss: 1.9815, grad_norm: 2.9025 2021-03-09 14:21:40,243 - mmaction - INFO - Epoch [72][420/940] lr: 4.000e-02, eta: 18:27:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7668, loss_cls: 1.9775, loss: 1.9775, grad_norm: 2.9453 2021-03-09 14:21:57,748 - mmaction - INFO - Epoch [72][440/940] lr: 4.000e-02, eta: 18:27:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7721, loss_cls: 1.9255, loss: 1.9255, grad_norm: 2.8392 2021-03-09 14:22:15,245 - mmaction - INFO - Epoch [72][460/940] lr: 4.000e-02, eta: 18:27:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7609, loss_cls: 1.9818, loss: 1.9818, grad_norm: 2.8827 2021-03-09 14:22:32,759 - mmaction - INFO - Epoch [72][480/940] lr: 4.000e-02, eta: 18:26:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7684, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.8466 2021-03-09 14:22:50,276 - mmaction - INFO - Epoch [72][500/940] lr: 4.000e-02, eta: 18:26:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7658, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.8943 2021-03-09 14:23:07,787 - mmaction - INFO - Epoch [72][520/940] lr: 4.000e-02, eta: 18:26:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7691, loss_cls: 1.9782, loss: 1.9782, grad_norm: 2.8757 2021-03-09 14:23:25,303 - mmaction - INFO - Epoch [72][540/940] lr: 4.000e-02, eta: 18:25:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7580, loss_cls: 1.9950, loss: 1.9950, grad_norm: 2.8407 2021-03-09 14:23:42,824 - mmaction - INFO - Epoch [72][560/940] lr: 4.000e-02, eta: 18:25:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7664, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.8172 2021-03-09 14:24:00,437 - mmaction - INFO - Epoch [72][580/940] lr: 4.000e-02, eta: 18:25:09, time: 0.881, data_time: 0.007, memory: 8896, top1_acc: 0.5529, top5_acc: 0.7662, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.8684 2021-03-09 14:24:17,945 - mmaction - INFO - Epoch [72][600/940] lr: 4.000e-02, eta: 18:24:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7652, loss_cls: 1.9850, loss: 1.9850, grad_norm: 2.8592 2021-03-09 14:24:35,476 - mmaction - INFO - Epoch [72][620/940] lr: 4.000e-02, eta: 18:24:32, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7756, loss_cls: 1.9799, loss: 1.9799, grad_norm: 2.8373 2021-03-09 14:24:52,995 - mmaction - INFO - Epoch [72][640/940] lr: 4.000e-02, eta: 18:24:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5164, top5_acc: 0.7525, loss_cls: 2.0666, loss: 2.0666, grad_norm: 2.8243 2021-03-09 14:25:10,514 - mmaction - INFO - Epoch [72][660/940] lr: 4.000e-02, eta: 18:23:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7670, loss_cls: 1.9833, loss: 1.9833, grad_norm: 2.8634 2021-03-09 14:25:28,050 - mmaction - INFO - Epoch [72][680/940] lr: 4.000e-02, eta: 18:23:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7697, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.8411 2021-03-09 14:25:45,575 - mmaction - INFO - Epoch [72][700/940] lr: 4.000e-02, eta: 18:23:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7746, loss_cls: 1.9321, loss: 1.9321, grad_norm: 2.8754 2021-03-09 14:26:03,095 - mmaction - INFO - Epoch [72][720/940] lr: 4.000e-02, eta: 18:22:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7637, loss_cls: 2.0125, loss: 2.0125, grad_norm: 2.8990 2021-03-09 14:26:20,605 - mmaction - INFO - Epoch [72][740/940] lr: 4.000e-02, eta: 18:22:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7561, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8413 2021-03-09 14:26:38,121 - mmaction - INFO - Epoch [72][760/940] lr: 4.000e-02, eta: 18:22:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7697, loss_cls: 1.9691, loss: 1.9691, grad_norm: 2.8840 2021-03-09 14:26:55,629 - mmaction - INFO - Epoch [72][780/940] lr: 4.000e-02, eta: 18:22:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7658, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.8119 2021-03-09 14:27:13,148 - mmaction - INFO - Epoch [72][800/940] lr: 4.000e-02, eta: 18:21:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7648, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.8264 2021-03-09 14:27:30,674 - mmaction - INFO - Epoch [72][820/940] lr: 4.000e-02, eta: 18:21:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7633, loss_cls: 1.9878, loss: 1.9878, grad_norm: 2.9222 2021-03-09 14:27:48,203 - mmaction - INFO - Epoch [72][840/940] lr: 4.000e-02, eta: 18:21:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7691, loss_cls: 1.9979, loss: 1.9979, grad_norm: 2.8836 2021-03-09 14:28:05,718 - mmaction - INFO - Epoch [72][860/940] lr: 4.000e-02, eta: 18:20:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7641, loss_cls: 1.9735, loss: 1.9735, grad_norm: 2.8568 2021-03-09 14:28:23,238 - mmaction - INFO - Epoch [72][880/940] lr: 4.000e-02, eta: 18:20:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7688, loss_cls: 1.9779, loss: 1.9779, grad_norm: 2.8867 2021-03-09 14:28:40,770 - mmaction - INFO - Epoch [72][900/940] lr: 4.000e-02, eta: 18:20:13, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7549, loss_cls: 2.0299, loss: 2.0299, grad_norm: 2.9168 2021-03-09 14:28:58,285 - mmaction - INFO - Epoch [72][920/940] lr: 4.000e-02, eta: 18:19:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7633, loss_cls: 2.0092, loss: 2.0092, grad_norm: 2.9249 2021-03-09 14:29:15,276 - mmaction - INFO - Epoch [72][940/940] lr: 4.000e-02, eta: 18:19:35, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7681, loss_cls: 1.9941, loss: 1.9941, grad_norm: 2.8425 2021-03-09 14:29:16,578 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-03-09 14:29:56,300 - mmaction - INFO - Epoch [73][20/940] lr: 4.000e-02, eta: 18:19:40, time: 1.960, data_time: 1.071, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7660, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.8168 2021-03-09 14:30:13,840 - mmaction - INFO - Epoch [73][40/940] lr: 4.000e-02, eta: 18:19:22, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7807, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.9084 2021-03-09 14:30:31,359 - mmaction - INFO - Epoch [73][60/940] lr: 4.000e-02, eta: 18:19:03, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7699, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.8461 2021-03-09 14:30:48,916 - mmaction - INFO - Epoch [73][80/940] lr: 4.000e-02, eta: 18:18:45, time: 0.878, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7740, loss_cls: 1.9818, loss: 1.9818, grad_norm: 2.9155 2021-03-09 14:31:06,442 - mmaction - INFO - Epoch [73][100/940] lr: 4.000e-02, eta: 18:18:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5521, top5_acc: 0.7689, loss_cls: 1.9381, loss: 1.9381, grad_norm: 2.7721 2021-03-09 14:31:23,958 - mmaction - INFO - Epoch [73][120/940] lr: 4.000e-02, eta: 18:18:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7746, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.8960 2021-03-09 14:31:41,470 - mmaction - INFO - Epoch [73][140/940] lr: 4.000e-02, eta: 18:17:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7688, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.8239 2021-03-09 14:31:58,978 - mmaction - INFO - Epoch [73][160/940] lr: 4.000e-02, eta: 18:17:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7621, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.8329 2021-03-09 14:32:16,494 - mmaction - INFO - Epoch [73][180/940] lr: 4.000e-02, eta: 18:17:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5553, top5_acc: 0.7750, loss_cls: 1.9350, loss: 1.9350, grad_norm: 2.8756 2021-03-09 14:32:34,012 - mmaction - INFO - Epoch [73][200/940] lr: 4.000e-02, eta: 18:16:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7635, loss_cls: 1.9826, loss: 1.9826, grad_norm: 2.8453 2021-03-09 14:32:51,535 - mmaction - INFO - Epoch [73][220/940] lr: 4.000e-02, eta: 18:16:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7617, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.8461 2021-03-09 14:33:09,049 - mmaction - INFO - Epoch [73][240/940] lr: 4.000e-02, eta: 18:16:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7701, loss_cls: 1.9593, loss: 1.9593, grad_norm: 2.8792 2021-03-09 14:33:26,566 - mmaction - INFO - Epoch [73][260/940] lr: 4.000e-02, eta: 18:15:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5531, top5_acc: 0.7797, loss_cls: 1.9228, loss: 1.9228, grad_norm: 2.8095 2021-03-09 14:33:44,072 - mmaction - INFO - Epoch [73][280/940] lr: 4.000e-02, eta: 18:15:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7711, loss_cls: 1.9650, loss: 1.9650, grad_norm: 2.8331 2021-03-09 14:34:01,589 - mmaction - INFO - Epoch [73][300/940] lr: 4.000e-02, eta: 18:15:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7756, loss_cls: 1.9739, loss: 1.9739, grad_norm: 2.9090 2021-03-09 14:34:19,116 - mmaction - INFO - Epoch [73][320/940] lr: 4.000e-02, eta: 18:15:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7668, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.8284 2021-03-09 14:34:37,073 - mmaction - INFO - Epoch [73][340/940] lr: 4.000e-02, eta: 18:14:44, time: 0.897, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7645, loss_cls: 1.9608, loss: 1.9608, grad_norm: 2.8712 2021-03-09 14:34:54,640 - mmaction - INFO - Epoch [73][360/940] lr: 4.000e-02, eta: 18:14:26, time: 0.879, data_time: 0.001, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7658, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.8645 2021-03-09 14:35:12,172 - mmaction - INFO - Epoch [73][380/940] lr: 4.000e-02, eta: 18:14:07, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7676, loss_cls: 1.9761, loss: 1.9761, grad_norm: 2.8841 2021-03-09 14:35:29,691 - mmaction - INFO - Epoch [73][400/940] lr: 4.000e-02, eta: 18:13:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7689, loss_cls: 1.9436, loss: 1.9436, grad_norm: 2.8880 2021-03-09 14:35:47,217 - mmaction - INFO - Epoch [73][420/940] lr: 4.000e-02, eta: 18:13:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7637, loss_cls: 2.0095, loss: 2.0095, grad_norm: 2.9069 2021-03-09 14:36:04,738 - mmaction - INFO - Epoch [73][440/940] lr: 4.000e-02, eta: 18:13:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7740, loss_cls: 1.9375, loss: 1.9375, grad_norm: 2.7984 2021-03-09 14:36:22,264 - mmaction - INFO - Epoch [73][460/940] lr: 4.000e-02, eta: 18:12:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7633, loss_cls: 2.0062, loss: 2.0062, grad_norm: 2.9063 2021-03-09 14:36:39,782 - mmaction - INFO - Epoch [73][480/940] lr: 4.000e-02, eta: 18:12:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7643, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.8488 2021-03-09 14:36:57,310 - mmaction - INFO - Epoch [73][500/940] lr: 4.000e-02, eta: 18:12:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7701, loss_cls: 1.9792, loss: 1.9792, grad_norm: 2.9047 2021-03-09 14:37:14,841 - mmaction - INFO - Epoch [73][520/940] lr: 4.000e-02, eta: 18:11:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7695, loss_cls: 1.9504, loss: 1.9504, grad_norm: 2.8655 2021-03-09 14:37:32,363 - mmaction - INFO - Epoch [73][540/940] lr: 4.000e-02, eta: 18:11:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7689, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.8630 2021-03-09 14:37:49,873 - mmaction - INFO - Epoch [73][560/940] lr: 4.000e-02, eta: 18:11:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7699, loss_cls: 1.9819, loss: 1.9819, grad_norm: 2.8281 2021-03-09 14:38:07,401 - mmaction - INFO - Epoch [73][580/940] lr: 4.000e-02, eta: 18:11:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7639, loss_cls: 1.9800, loss: 1.9800, grad_norm: 2.8842 2021-03-09 14:38:24,918 - mmaction - INFO - Epoch [73][600/940] lr: 4.000e-02, eta: 18:10:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7635, loss_cls: 1.9742, loss: 1.9742, grad_norm: 2.8842 2021-03-09 14:38:42,446 - mmaction - INFO - Epoch [73][620/940] lr: 4.000e-02, eta: 18:10:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7693, loss_cls: 1.9533, loss: 1.9533, grad_norm: 2.7643 2021-03-09 14:38:59,981 - mmaction - INFO - Epoch [73][640/940] lr: 4.000e-02, eta: 18:10:07, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5268, top5_acc: 0.7498, loss_cls: 2.0666, loss: 2.0666, grad_norm: 2.8733 2021-03-09 14:39:17,502 - mmaction - INFO - Epoch [73][660/940] lr: 4.000e-02, eta: 18:09:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7699, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.8933 2021-03-09 14:39:35,015 - mmaction - INFO - Epoch [73][680/940] lr: 4.000e-02, eta: 18:09:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7686, loss_cls: 1.9535, loss: 1.9535, grad_norm: 2.8106 2021-03-09 14:39:52,532 - mmaction - INFO - Epoch [73][700/940] lr: 4.000e-02, eta: 18:09:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7660, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.9074 2021-03-09 14:40:10,058 - mmaction - INFO - Epoch [73][720/940] lr: 4.000e-02, eta: 18:08:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7715, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.8806 2021-03-09 14:40:27,578 - mmaction - INFO - Epoch [73][740/940] lr: 4.000e-02, eta: 18:08:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7654, loss_cls: 1.9830, loss: 1.9830, grad_norm: 2.8671 2021-03-09 14:40:45,100 - mmaction - INFO - Epoch [73][760/940] lr: 4.000e-02, eta: 18:08:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7660, loss_cls: 1.9963, loss: 1.9963, grad_norm: 2.9028 2021-03-09 14:41:02,619 - mmaction - INFO - Epoch [73][780/940] lr: 4.000e-02, eta: 18:07:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7615, loss_cls: 2.0013, loss: 2.0013, grad_norm: 2.8897 2021-03-09 14:41:20,132 - mmaction - INFO - Epoch [73][800/940] lr: 4.000e-02, eta: 18:07:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7594, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.8661 2021-03-09 14:41:37,651 - mmaction - INFO - Epoch [73][820/940] lr: 4.000e-02, eta: 18:07:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5270, top5_acc: 0.7512, loss_cls: 2.0635, loss: 2.0635, grad_norm: 2.8510 2021-03-09 14:41:55,164 - mmaction - INFO - Epoch [73][840/940] lr: 4.000e-02, eta: 18:07:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7609, loss_cls: 2.0159, loss: 2.0159, grad_norm: 2.9163 2021-03-09 14:42:12,676 - mmaction - INFO - Epoch [73][860/940] lr: 4.000e-02, eta: 18:06:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7617, loss_cls: 1.9855, loss: 1.9855, grad_norm: 2.8237 2021-03-09 14:42:30,184 - mmaction - INFO - Epoch [73][880/940] lr: 4.000e-02, eta: 18:06:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7764, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.9063 2021-03-09 14:42:47,700 - mmaction - INFO - Epoch [73][900/940] lr: 4.000e-02, eta: 18:06:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7629, loss_cls: 1.9915, loss: 1.9915, grad_norm: 2.8795 2021-03-09 14:43:05,210 - mmaction - INFO - Epoch [73][920/940] lr: 4.000e-02, eta: 18:05:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7658, loss_cls: 1.9862, loss: 1.9862, grad_norm: 2.8693 2021-03-09 14:43:22,193 - mmaction - INFO - Epoch [73][940/940] lr: 4.000e-02, eta: 18:05:29, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5388, top5_acc: 0.7620, loss_cls: 2.0113, loss: 2.0113, grad_norm: 2.8961 2021-03-09 14:43:22,900 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-03-09 14:44:00,368 - mmaction - INFO - Epoch [74][20/940] lr: 4.000e-02, eta: 18:05:29, time: 1.768, data_time: 0.849, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7795, loss_cls: 1.9522, loss: 1.9522, grad_norm: 2.8299 2021-03-09 14:44:17,922 - mmaction - INFO - Epoch [74][40/940] lr: 4.000e-02, eta: 18:05:10, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7539, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.9190 2021-03-09 14:44:35,465 - mmaction - INFO - Epoch [74][60/940] lr: 4.000e-02, eta: 18:04:52, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7623, loss_cls: 2.0103, loss: 2.0103, grad_norm: 2.9426 2021-03-09 14:44:52,992 - mmaction - INFO - Epoch [74][80/940] lr: 4.000e-02, eta: 18:04:33, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7717, loss_cls: 1.9562, loss: 1.9562, grad_norm: 2.8914 2021-03-09 14:45:10,525 - mmaction - INFO - Epoch [74][100/940] lr: 4.000e-02, eta: 18:04:15, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7639, loss_cls: 1.9629, loss: 1.9629, grad_norm: 2.8487 2021-03-09 14:45:28,058 - mmaction - INFO - Epoch [74][120/940] lr: 4.000e-02, eta: 18:03:56, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7811, loss_cls: 1.9094, loss: 1.9094, grad_norm: 2.8355 2021-03-09 14:45:45,600 - mmaction - INFO - Epoch [74][140/940] lr: 4.000e-02, eta: 18:03:38, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5547, top5_acc: 0.7721, loss_cls: 1.9443, loss: 1.9443, grad_norm: 2.9266 2021-03-09 14:46:03,148 - mmaction - INFO - Epoch [74][160/940] lr: 4.000e-02, eta: 18:03:19, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7672, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.8717 2021-03-09 14:46:20,673 - mmaction - INFO - Epoch [74][180/940] lr: 4.000e-02, eta: 18:03:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7707, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.8683 2021-03-09 14:46:38,177 - mmaction - INFO - Epoch [74][200/940] lr: 4.000e-02, eta: 18:02:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7643, loss_cls: 1.9760, loss: 1.9760, grad_norm: 2.8265 2021-03-09 14:46:55,680 - mmaction - INFO - Epoch [74][220/940] lr: 4.000e-02, eta: 18:02:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7785, loss_cls: 1.9113, loss: 1.9113, grad_norm: 2.8783 2021-03-09 14:47:13,199 - mmaction - INFO - Epoch [74][240/940] lr: 4.000e-02, eta: 18:02:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7709, loss_cls: 1.9435, loss: 1.9435, grad_norm: 2.9041 2021-03-09 14:47:30,700 - mmaction - INFO - Epoch [74][260/940] lr: 4.000e-02, eta: 18:01:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5582, top5_acc: 0.7643, loss_cls: 1.9651, loss: 1.9651, grad_norm: 2.8231 2021-03-09 14:47:48,207 - mmaction - INFO - Epoch [74][280/940] lr: 4.000e-02, eta: 18:01:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7715, loss_cls: 1.9393, loss: 1.9393, grad_norm: 2.8255 2021-03-09 14:48:05,709 - mmaction - INFO - Epoch [74][300/940] lr: 4.000e-02, eta: 18:01:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7676, loss_cls: 2.0053, loss: 2.0053, grad_norm: 2.8801 2021-03-09 14:48:23,205 - mmaction - INFO - Epoch [74][320/940] lr: 4.000e-02, eta: 18:00:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7682, loss_cls: 1.9407, loss: 1.9407, grad_norm: 2.8809 2021-03-09 14:48:40,707 - mmaction - INFO - Epoch [74][340/940] lr: 4.000e-02, eta: 18:00:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7645, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.9245 2021-03-09 14:48:58,214 - mmaction - INFO - Epoch [74][360/940] lr: 4.000e-02, eta: 18:00:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7652, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.8289 2021-03-09 14:49:15,723 - mmaction - INFO - Epoch [74][380/940] lr: 4.000e-02, eta: 17:59:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7834, loss_cls: 1.9153, loss: 1.9153, grad_norm: 2.8792 2021-03-09 14:49:33,236 - mmaction - INFO - Epoch [74][400/940] lr: 4.000e-02, eta: 17:59:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7662, loss_cls: 1.9753, loss: 1.9753, grad_norm: 2.9104 2021-03-09 14:49:50,747 - mmaction - INFO - Epoch [74][420/940] lr: 4.000e-02, eta: 17:59:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7729, loss_cls: 1.9658, loss: 1.9658, grad_norm: 2.8852 2021-03-09 14:50:08,249 - mmaction - INFO - Epoch [74][440/940] lr: 4.000e-02, eta: 17:59:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7715, loss_cls: 1.9836, loss: 1.9836, grad_norm: 2.8447 2021-03-09 14:50:25,765 - mmaction - INFO - Epoch [74][460/940] lr: 4.000e-02, eta: 17:58:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7611, loss_cls: 2.0184, loss: 2.0184, grad_norm: 2.8733 2021-03-09 14:50:43,276 - mmaction - INFO - Epoch [74][480/940] lr: 4.000e-02, eta: 17:58:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7736, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.8640 2021-03-09 14:51:00,802 - mmaction - INFO - Epoch [74][500/940] lr: 4.000e-02, eta: 17:58:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7666, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.9145 2021-03-09 14:51:18,329 - mmaction - INFO - Epoch [74][520/940] lr: 4.000e-02, eta: 17:57:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7553, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.9163 2021-03-09 14:51:35,835 - mmaction - INFO - Epoch [74][540/940] lr: 4.000e-02, eta: 17:57:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7623, loss_cls: 1.9930, loss: 1.9930, grad_norm: 2.8960 2021-03-09 14:51:53,349 - mmaction - INFO - Epoch [74][560/940] lr: 4.000e-02, eta: 17:57:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7609, loss_cls: 2.0031, loss: 2.0031, grad_norm: 2.8848 2021-03-09 14:52:10,847 - mmaction - INFO - Epoch [74][580/940] lr: 4.000e-02, eta: 17:56:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7564, loss_cls: 2.0247, loss: 2.0247, grad_norm: 2.8496 2021-03-09 14:52:28,355 - mmaction - INFO - Epoch [74][600/940] lr: 4.000e-02, eta: 17:56:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7646, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.8821 2021-03-09 14:52:45,882 - mmaction - INFO - Epoch [74][620/940] lr: 4.000e-02, eta: 17:56:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7701, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.9112 2021-03-09 14:53:03,390 - mmaction - INFO - Epoch [74][640/940] lr: 4.000e-02, eta: 17:55:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7729, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.8767 2021-03-09 14:53:20,929 - mmaction - INFO - Epoch [74][660/940] lr: 4.000e-02, eta: 17:55:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5369, top5_acc: 0.7676, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.8491 2021-03-09 14:53:38,459 - mmaction - INFO - Epoch [74][680/940] lr: 4.000e-02, eta: 17:55:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7588, loss_cls: 2.0172, loss: 2.0172, grad_norm: 2.8905 2021-03-09 14:53:55,977 - mmaction - INFO - Epoch [74][700/940] lr: 4.000e-02, eta: 17:55:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7691, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.8752 2021-03-09 14:54:13,494 - mmaction - INFO - Epoch [74][720/940] lr: 4.000e-02, eta: 17:54:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7662, loss_cls: 2.0059, loss: 2.0059, grad_norm: 2.9572 2021-03-09 14:54:31,013 - mmaction - INFO - Epoch [74][740/940] lr: 4.000e-02, eta: 17:54:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7701, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.8368 2021-03-09 14:54:48,526 - mmaction - INFO - Epoch [74][760/940] lr: 4.000e-02, eta: 17:54:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7621, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.9325 2021-03-09 14:55:06,040 - mmaction - INFO - Epoch [74][780/940] lr: 4.000e-02, eta: 17:53:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7676, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.8340 2021-03-09 14:55:23,569 - mmaction - INFO - Epoch [74][800/940] lr: 4.000e-02, eta: 17:53:27, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7697, loss_cls: 2.0207, loss: 2.0207, grad_norm: 2.9111 2021-03-09 14:55:41,074 - mmaction - INFO - Epoch [74][820/940] lr: 4.000e-02, eta: 17:53:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7668, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.8815 2021-03-09 14:55:58,578 - mmaction - INFO - Epoch [74][840/940] lr: 4.000e-02, eta: 17:52:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7662, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.8457 2021-03-09 14:56:16,101 - mmaction - INFO - Epoch [74][860/940] lr: 4.000e-02, eta: 17:52:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7604, loss_cls: 1.9928, loss: 1.9928, grad_norm: 2.8521 2021-03-09 14:56:33,622 - mmaction - INFO - Epoch [74][880/940] lr: 4.000e-02, eta: 17:52:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7699, loss_cls: 1.9557, loss: 1.9557, grad_norm: 2.8486 2021-03-09 14:56:51,141 - mmaction - INFO - Epoch [74][900/940] lr: 4.000e-02, eta: 17:51:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 1.9869, loss: 1.9869, grad_norm: 2.9036 2021-03-09 14:57:08,667 - mmaction - INFO - Epoch [74][920/940] lr: 4.000e-02, eta: 17:51:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7590, loss_cls: 2.0295, loss: 2.0295, grad_norm: 2.8799 2021-03-09 14:57:25,635 - mmaction - INFO - Epoch [74][940/940] lr: 4.000e-02, eta: 17:51:17, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7685, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.8858 2021-03-09 14:57:26,293 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-03-09 14:58:04,441 - mmaction - INFO - Epoch [75][20/940] lr: 4.000e-02, eta: 17:51:20, time: 1.882, data_time: 0.893, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7707, loss_cls: 1.9598, loss: 1.9598, grad_norm: 2.8711 2021-03-09 14:58:21,988 - mmaction - INFO - Epoch [75][40/940] lr: 4.000e-02, eta: 17:51:01, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7791, loss_cls: 1.9542, loss: 1.9542, grad_norm: 2.8926 2021-03-09 14:58:39,508 - mmaction - INFO - Epoch [75][60/940] lr: 4.000e-02, eta: 17:50:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7689, loss_cls: 1.9435, loss: 1.9435, grad_norm: 2.8361 2021-03-09 14:58:57,036 - mmaction - INFO - Epoch [75][80/940] lr: 4.000e-02, eta: 17:50:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7646, loss_cls: 1.9719, loss: 1.9719, grad_norm: 2.8537 2021-03-09 14:59:14,555 - mmaction - INFO - Epoch [75][100/940] lr: 4.000e-02, eta: 17:50:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7723, loss_cls: 1.9083, loss: 1.9083, grad_norm: 2.8808 2021-03-09 14:59:32,060 - mmaction - INFO - Epoch [75][120/940] lr: 4.000e-02, eta: 17:49:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7723, loss_cls: 1.9436, loss: 1.9436, grad_norm: 2.8965 2021-03-09 14:59:49,568 - mmaction - INFO - Epoch [75][140/940] lr: 4.000e-02, eta: 17:49:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7650, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.9184 2021-03-09 15:00:07,090 - mmaction - INFO - Epoch [75][160/940] lr: 4.000e-02, eta: 17:49:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7754, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.9178 2021-03-09 15:00:24,602 - mmaction - INFO - Epoch [75][180/940] lr: 4.000e-02, eta: 17:48:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7746, loss_cls: 1.9253, loss: 1.9253, grad_norm: 2.8233 2021-03-09 15:00:42,106 - mmaction - INFO - Epoch [75][200/940] lr: 4.000e-02, eta: 17:48:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7668, loss_cls: 1.9827, loss: 1.9827, grad_norm: 2.8844 2021-03-09 15:00:59,611 - mmaction - INFO - Epoch [75][220/940] lr: 4.000e-02, eta: 17:48:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7709, loss_cls: 1.9630, loss: 1.9630, grad_norm: 2.8423 2021-03-09 15:01:17,123 - mmaction - INFO - Epoch [75][240/940] lr: 4.000e-02, eta: 17:47:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7643, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.8721 2021-03-09 15:01:34,615 - mmaction - INFO - Epoch [75][260/940] lr: 4.000e-02, eta: 17:47:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7703, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.9043 2021-03-09 15:01:52,120 - mmaction - INFO - Epoch [75][280/940] lr: 4.000e-02, eta: 17:47:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7725, loss_cls: 1.9422, loss: 1.9422, grad_norm: 2.7921 2021-03-09 15:02:09,630 - mmaction - INFO - Epoch [75][300/940] lr: 4.000e-02, eta: 17:47:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7695, loss_cls: 1.9362, loss: 1.9362, grad_norm: 2.8436 2021-03-09 15:02:27,142 - mmaction - INFO - Epoch [75][320/940] lr: 4.000e-02, eta: 17:46:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7699, loss_cls: 1.9570, loss: 1.9570, grad_norm: 2.8994 2021-03-09 15:02:44,665 - mmaction - INFO - Epoch [75][340/940] lr: 4.000e-02, eta: 17:46:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7746, loss_cls: 1.9675, loss: 1.9675, grad_norm: 2.9164 2021-03-09 15:03:02,172 - mmaction - INFO - Epoch [75][360/940] lr: 4.000e-02, eta: 17:46:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7660, loss_cls: 1.9719, loss: 1.9719, grad_norm: 2.8560 2021-03-09 15:03:19,683 - mmaction - INFO - Epoch [75][380/940] lr: 4.000e-02, eta: 17:45:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7641, loss_cls: 1.9845, loss: 1.9845, grad_norm: 2.8688 2021-03-09 15:03:37,206 - mmaction - INFO - Epoch [75][400/940] lr: 4.000e-02, eta: 17:45:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5555, top5_acc: 0.7779, loss_cls: 1.9040, loss: 1.9040, grad_norm: 2.8343 2021-03-09 15:03:54,711 - mmaction - INFO - Epoch [75][420/940] lr: 4.000e-02, eta: 17:45:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7684, loss_cls: 1.9535, loss: 1.9535, grad_norm: 2.8687 2021-03-09 15:04:12,216 - mmaction - INFO - Epoch [75][440/940] lr: 4.000e-02, eta: 17:44:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7693, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8658 2021-03-09 15:04:29,733 - mmaction - INFO - Epoch [75][460/940] lr: 4.000e-02, eta: 17:44:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7719, loss_cls: 1.9545, loss: 1.9545, grad_norm: 2.8981 2021-03-09 15:04:47,241 - mmaction - INFO - Epoch [75][480/940] lr: 4.000e-02, eta: 17:44:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7637, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.8879 2021-03-09 15:05:04,752 - mmaction - INFO - Epoch [75][500/940] lr: 4.000e-02, eta: 17:43:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7623, loss_cls: 2.0171, loss: 2.0171, grad_norm: 2.8557 2021-03-09 15:05:22,272 - mmaction - INFO - Epoch [75][520/940] lr: 4.000e-02, eta: 17:43:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7682, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.9254 2021-03-09 15:05:39,784 - mmaction - INFO - Epoch [75][540/940] lr: 4.000e-02, eta: 17:43:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7596, loss_cls: 2.0034, loss: 2.0034, grad_norm: 2.8423 2021-03-09 15:05:57,305 - mmaction - INFO - Epoch [75][560/940] lr: 4.000e-02, eta: 17:43:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7771, loss_cls: 1.9726, loss: 1.9726, grad_norm: 2.9576 2021-03-09 15:06:14,808 - mmaction - INFO - Epoch [75][580/940] lr: 4.000e-02, eta: 17:42:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5260, top5_acc: 0.7518, loss_cls: 2.0628, loss: 2.0628, grad_norm: 2.9103 2021-03-09 15:06:32,313 - mmaction - INFO - Epoch [75][600/940] lr: 4.000e-02, eta: 17:42:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7744, loss_cls: 1.9610, loss: 1.9610, grad_norm: 2.8491 2021-03-09 15:06:49,814 - mmaction - INFO - Epoch [75][620/940] lr: 4.000e-02, eta: 17:42:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7580, loss_cls: 2.0031, loss: 2.0031, grad_norm: 2.9447 2021-03-09 15:07:07,314 - mmaction - INFO - Epoch [75][640/940] lr: 4.000e-02, eta: 17:41:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7770, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.8698 2021-03-09 15:07:24,820 - mmaction - INFO - Epoch [75][660/940] lr: 4.000e-02, eta: 17:41:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7623, loss_cls: 2.0139, loss: 2.0139, grad_norm: 2.9249 2021-03-09 15:07:42,349 - mmaction - INFO - Epoch [75][680/940] lr: 4.000e-02, eta: 17:41:09, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7533, loss_cls: 2.0277, loss: 2.0277, grad_norm: 2.9572 2021-03-09 15:07:59,854 - mmaction - INFO - Epoch [75][700/940] lr: 4.000e-02, eta: 17:40:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7643, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.8648 2021-03-09 15:08:17,359 - mmaction - INFO - Epoch [75][720/940] lr: 4.000e-02, eta: 17:40:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7615, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.8196 2021-03-09 15:08:34,875 - mmaction - INFO - Epoch [75][740/940] lr: 4.000e-02, eta: 17:40:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7600, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.9254 2021-03-09 15:08:52,382 - mmaction - INFO - Epoch [75][760/940] lr: 4.000e-02, eta: 17:39:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7674, loss_cls: 1.9834, loss: 1.9834, grad_norm: 2.8252 2021-03-09 15:09:09,874 - mmaction - INFO - Epoch [75][780/940] lr: 4.000e-02, eta: 17:39:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7611, loss_cls: 2.0070, loss: 2.0070, grad_norm: 2.9002 2021-03-09 15:09:27,377 - mmaction - INFO - Epoch [75][800/940] lr: 4.000e-02, eta: 17:39:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7680, loss_cls: 1.9699, loss: 1.9699, grad_norm: 2.8845 2021-03-09 15:09:44,888 - mmaction - INFO - Epoch [75][820/940] lr: 4.000e-02, eta: 17:39:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7674, loss_cls: 1.9714, loss: 1.9714, grad_norm: 2.8571 2021-03-09 15:10:02,397 - mmaction - INFO - Epoch [75][840/940] lr: 4.000e-02, eta: 17:38:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7607, loss_cls: 2.0083, loss: 2.0083, grad_norm: 2.8496 2021-03-09 15:10:19,891 - mmaction - INFO - Epoch [75][860/940] lr: 4.000e-02, eta: 17:38:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7699, loss_cls: 1.9695, loss: 1.9695, grad_norm: 2.8956 2021-03-09 15:10:37,392 - mmaction - INFO - Epoch [75][880/940] lr: 4.000e-02, eta: 17:38:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7600, loss_cls: 2.0088, loss: 2.0088, grad_norm: 2.8519 2021-03-09 15:10:54,925 - mmaction - INFO - Epoch [75][900/940] lr: 4.000e-02, eta: 17:37:46, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7658, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.8442 2021-03-09 15:11:12,433 - mmaction - INFO - Epoch [75][920/940] lr: 4.000e-02, eta: 17:37:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7643, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.8664 2021-03-09 15:11:29,434 - mmaction - INFO - Epoch [75][940/940] lr: 4.000e-02, eta: 17:37:08, time: 0.850, data_time: 0.000, memory: 8896, top1_acc: 0.5304, top5_acc: 0.7608, loss_cls: 2.0310, loss: 2.0310, grad_norm: 2.8831 2021-03-09 15:11:30,192 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-03-09 15:12:03,754 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 15:12:04,433 - mmaction - INFO - top1_acc 0.5929 top5_acc 0.8233 2021-03-09 15:12:04,433 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 15:12:04,555 - mmaction - INFO - mean_acc 0.5927 2021-03-09 15:12:04,563 - mmaction - INFO - Epoch(val) [75][940] top1_acc: 0.5929, top5_acc: 0.8233, mean_class_accuracy: 0.5927 2021-03-09 15:12:48,341 - mmaction - INFO - Epoch [76][20/940] lr: 4.000e-02, eta: 17:37:16, time: 2.189, data_time: 1.307, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7709, loss_cls: 1.9508, loss: 1.9508, grad_norm: 2.9070 2021-03-09 15:13:05,873 - mmaction - INFO - Epoch [76][40/940] lr: 4.000e-02, eta: 17:36:58, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7678, loss_cls: 1.9764, loss: 1.9764, grad_norm: 2.9223 2021-03-09 15:13:23,405 - mmaction - INFO - Epoch [76][60/940] lr: 4.000e-02, eta: 17:36:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7695, loss_cls: 1.9586, loss: 1.9586, grad_norm: 2.8165 2021-03-09 15:13:40,927 - mmaction - INFO - Epoch [76][80/940] lr: 4.000e-02, eta: 17:36:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7662, loss_cls: 1.9963, loss: 1.9963, grad_norm: 2.8038 2021-03-09 15:13:58,463 - mmaction - INFO - Epoch [76][100/940] lr: 4.000e-02, eta: 17:36:02, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5543, top5_acc: 0.7688, loss_cls: 1.9491, loss: 1.9491, grad_norm: 2.9381 2021-03-09 15:14:15,991 - mmaction - INFO - Epoch [76][120/940] lr: 4.000e-02, eta: 17:35:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7627, loss_cls: 1.9889, loss: 1.9889, grad_norm: 2.9126 2021-03-09 15:14:33,506 - mmaction - INFO - Epoch [76][140/940] lr: 4.000e-02, eta: 17:35:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7672, loss_cls: 1.9941, loss: 1.9941, grad_norm: 2.9053 2021-03-09 15:14:51,035 - mmaction - INFO - Epoch [76][160/940] lr: 4.000e-02, eta: 17:35:07, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7580, loss_cls: 2.0158, loss: 2.0158, grad_norm: 2.8674 2021-03-09 15:15:08,573 - mmaction - INFO - Epoch [76][180/940] lr: 4.000e-02, eta: 17:34:48, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5322, top5_acc: 0.7693, loss_cls: 1.9917, loss: 1.9917, grad_norm: 2.8733 2021-03-09 15:15:26,096 - mmaction - INFO - Epoch [76][200/940] lr: 4.000e-02, eta: 17:34:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7643, loss_cls: 1.9827, loss: 1.9827, grad_norm: 2.8728 2021-03-09 15:15:43,613 - mmaction - INFO - Epoch [76][220/940] lr: 4.000e-02, eta: 17:34:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5574, top5_acc: 0.7773, loss_cls: 1.9129, loss: 1.9129, grad_norm: 2.8724 2021-03-09 15:16:01,143 - mmaction - INFO - Epoch [76][240/940] lr: 4.000e-02, eta: 17:33:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7740, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.7998 2021-03-09 15:16:18,672 - mmaction - INFO - Epoch [76][260/940] lr: 4.000e-02, eta: 17:33:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7816, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.8395 2021-03-09 15:16:36,181 - mmaction - INFO - Epoch [76][280/940] lr: 4.000e-02, eta: 17:33:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7738, loss_cls: 1.9390, loss: 1.9390, grad_norm: 2.8924 2021-03-09 15:16:53,680 - mmaction - INFO - Epoch [76][300/940] lr: 4.000e-02, eta: 17:32:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5584, top5_acc: 0.7898, loss_cls: 1.8585, loss: 1.8585, grad_norm: 2.8384 2021-03-09 15:17:11,202 - mmaction - INFO - Epoch [76][320/940] lr: 4.000e-02, eta: 17:32:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7787, loss_cls: 1.9319, loss: 1.9319, grad_norm: 2.8805 2021-03-09 15:17:28,705 - mmaction - INFO - Epoch [76][340/940] lr: 4.000e-02, eta: 17:32:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7686, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.8639 2021-03-09 15:17:46,220 - mmaction - INFO - Epoch [76][360/940] lr: 4.000e-02, eta: 17:32:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7676, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.8271 2021-03-09 15:18:03,726 - mmaction - INFO - Epoch [76][380/940] lr: 4.000e-02, eta: 17:31:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5580, top5_acc: 0.7787, loss_cls: 1.9298, loss: 1.9298, grad_norm: 2.8752 2021-03-09 15:18:21,239 - mmaction - INFO - Epoch [76][400/940] lr: 4.000e-02, eta: 17:31:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7619, loss_cls: 2.0389, loss: 2.0389, grad_norm: 2.8950 2021-03-09 15:18:38,756 - mmaction - INFO - Epoch [76][420/940] lr: 4.000e-02, eta: 17:31:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7660, loss_cls: 1.9753, loss: 1.9753, grad_norm: 2.8742 2021-03-09 15:18:56,265 - mmaction - INFO - Epoch [76][440/940] lr: 4.000e-02, eta: 17:30:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5256, top5_acc: 0.7555, loss_cls: 2.0454, loss: 2.0454, grad_norm: 2.8228 2021-03-09 15:19:13,783 - mmaction - INFO - Epoch [76][460/940] lr: 4.000e-02, eta: 17:30:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7723, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.9242 2021-03-09 15:19:31,302 - mmaction - INFO - Epoch [76][480/940] lr: 4.000e-02, eta: 17:30:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7652, loss_cls: 1.9844, loss: 1.9844, grad_norm: 2.8814 2021-03-09 15:19:48,810 - mmaction - INFO - Epoch [76][500/940] lr: 4.000e-02, eta: 17:29:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7703, loss_cls: 1.9569, loss: 1.9569, grad_norm: 2.8714 2021-03-09 15:20:06,339 - mmaction - INFO - Epoch [76][520/940] lr: 4.000e-02, eta: 17:29:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7576, loss_cls: 1.9690, loss: 1.9690, grad_norm: 2.8214 2021-03-09 15:20:23,860 - mmaction - INFO - Epoch [76][540/940] lr: 4.000e-02, eta: 17:29:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7691, loss_cls: 1.9874, loss: 1.9874, grad_norm: 2.8651 2021-03-09 15:20:41,363 - mmaction - INFO - Epoch [76][560/940] lr: 4.000e-02, eta: 17:28:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5596, top5_acc: 0.7686, loss_cls: 1.9494, loss: 1.9494, grad_norm: 2.8133 2021-03-09 15:20:58,877 - mmaction - INFO - Epoch [76][580/940] lr: 4.000e-02, eta: 17:28:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7668, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.8901 2021-03-09 15:21:16,410 - mmaction - INFO - Epoch [76][600/940] lr: 4.000e-02, eta: 17:28:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7639, loss_cls: 1.9978, loss: 1.9978, grad_norm: 2.8377 2021-03-09 15:21:33,924 - mmaction - INFO - Epoch [76][620/940] lr: 4.000e-02, eta: 17:28:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7678, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.8634 2021-03-09 15:21:51,451 - mmaction - INFO - Epoch [76][640/940] lr: 4.000e-02, eta: 17:27:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7664, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.8276 2021-03-09 15:22:08,952 - mmaction - INFO - Epoch [76][660/940] lr: 4.000e-02, eta: 17:27:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7598, loss_cls: 2.0061, loss: 2.0061, grad_norm: 2.8971 2021-03-09 15:22:26,455 - mmaction - INFO - Epoch [76][680/940] lr: 4.000e-02, eta: 17:27:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7730, loss_cls: 1.9510, loss: 1.9510, grad_norm: 2.8362 2021-03-09 15:22:43,951 - mmaction - INFO - Epoch [76][700/940] lr: 4.000e-02, eta: 17:26:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7727, loss_cls: 1.9422, loss: 1.9422, grad_norm: 2.8009 2021-03-09 15:23:01,458 - mmaction - INFO - Epoch [76][720/940] lr: 4.000e-02, eta: 17:26:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7643, loss_cls: 2.0140, loss: 2.0140, grad_norm: 2.9337 2021-03-09 15:23:18,957 - mmaction - INFO - Epoch [76][740/940] lr: 4.000e-02, eta: 17:26:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7600, loss_cls: 2.0011, loss: 2.0011, grad_norm: 2.8312 2021-03-09 15:23:36,470 - mmaction - INFO - Epoch [76][760/940] lr: 4.000e-02, eta: 17:25:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7746, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.8667 2021-03-09 15:23:53,987 - mmaction - INFO - Epoch [76][780/940] lr: 4.000e-02, eta: 17:25:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7646, loss_cls: 1.9737, loss: 1.9737, grad_norm: 2.9183 2021-03-09 15:24:11,505 - mmaction - INFO - Epoch [76][800/940] lr: 4.000e-02, eta: 17:25:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5320, top5_acc: 0.7604, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.9286 2021-03-09 15:24:29,026 - mmaction - INFO - Epoch [76][820/940] lr: 4.000e-02, eta: 17:24:57, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5529, top5_acc: 0.7799, loss_cls: 1.9161, loss: 1.9161, grad_norm: 2.8987 2021-03-09 15:24:46,532 - mmaction - INFO - Epoch [76][840/940] lr: 4.000e-02, eta: 17:24:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5570, top5_acc: 0.7656, loss_cls: 1.9782, loss: 1.9782, grad_norm: 2.8728 2021-03-09 15:25:04,050 - mmaction - INFO - Epoch [76][860/940] lr: 4.000e-02, eta: 17:24:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7729, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.9680 2021-03-09 15:25:21,609 - mmaction - INFO - Epoch [76][880/940] lr: 4.000e-02, eta: 17:24:02, time: 0.878, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7645, loss_cls: 2.0173, loss: 2.0173, grad_norm: 2.8591 2021-03-09 15:25:39,128 - mmaction - INFO - Epoch [76][900/940] lr: 4.000e-02, eta: 17:23:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7713, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.8654 2021-03-09 15:25:56,649 - mmaction - INFO - Epoch [76][920/940] lr: 4.000e-02, eta: 17:23:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7805, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.8796 2021-03-09 15:26:13,646 - mmaction - INFO - Epoch [76][940/940] lr: 4.000e-02, eta: 17:23:06, time: 0.850, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7812, loss_cls: 1.9464, loss: 1.9464, grad_norm: 2.9463 2021-03-09 15:26:14,657 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-03-09 15:26:52,174 - mmaction - INFO - Epoch [77][20/940] lr: 4.000e-02, eta: 17:23:07, time: 1.852, data_time: 0.962, memory: 8896, top1_acc: 0.5338, top5_acc: 0.7717, loss_cls: 1.9795, loss: 1.9795, grad_norm: 2.9564 2021-03-09 15:27:09,696 - mmaction - INFO - Epoch [77][40/940] lr: 4.000e-02, eta: 17:22:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7793, loss_cls: 1.9387, loss: 1.9387, grad_norm: 2.8771 2021-03-09 15:27:27,216 - mmaction - INFO - Epoch [77][60/940] lr: 4.000e-02, eta: 17:22:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5543, top5_acc: 0.7711, loss_cls: 1.9243, loss: 1.9243, grad_norm: 2.8388 2021-03-09 15:27:44,732 - mmaction - INFO - Epoch [77][80/940] lr: 4.000e-02, eta: 17:22:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7809, loss_cls: 1.8944, loss: 1.8944, grad_norm: 2.8741 2021-03-09 15:28:02,242 - mmaction - INFO - Epoch [77][100/940] lr: 4.000e-02, eta: 17:21:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7775, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.9902 2021-03-09 15:28:19,745 - mmaction - INFO - Epoch [77][120/940] lr: 4.000e-02, eta: 17:21:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7707, loss_cls: 1.9552, loss: 1.9552, grad_norm: 2.9024 2021-03-09 15:28:37,248 - mmaction - INFO - Epoch [77][140/940] lr: 4.000e-02, eta: 17:21:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7654, loss_cls: 1.9625, loss: 1.9625, grad_norm: 2.8450 2021-03-09 15:28:54,753 - mmaction - INFO - Epoch [77][160/940] lr: 4.000e-02, eta: 17:20:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7650, loss_cls: 1.9903, loss: 1.9903, grad_norm: 2.8909 2021-03-09 15:29:12,259 - mmaction - INFO - Epoch [77][180/940] lr: 4.000e-02, eta: 17:20:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7650, loss_cls: 1.9474, loss: 1.9474, grad_norm: 2.8455 2021-03-09 15:29:29,763 - mmaction - INFO - Epoch [77][200/940] lr: 4.000e-02, eta: 17:20:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7691, loss_cls: 1.9528, loss: 1.9528, grad_norm: 2.8931 2021-03-09 15:29:47,274 - mmaction - INFO - Epoch [77][220/940] lr: 4.000e-02, eta: 17:20:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7729, loss_cls: 1.9519, loss: 1.9519, grad_norm: 2.9708 2021-03-09 15:30:04,780 - mmaction - INFO - Epoch [77][240/940] lr: 4.000e-02, eta: 17:19:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7721, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.8733 2021-03-09 15:30:22,274 - mmaction - INFO - Epoch [77][260/940] lr: 4.000e-02, eta: 17:19:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7771, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.9025 2021-03-09 15:30:39,770 - mmaction - INFO - Epoch [77][280/940] lr: 4.000e-02, eta: 17:19:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7639, loss_cls: 1.9647, loss: 1.9647, grad_norm: 2.8880 2021-03-09 15:30:57,285 - mmaction - INFO - Epoch [77][300/940] lr: 4.000e-02, eta: 17:18:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7672, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.8788 2021-03-09 15:31:14,791 - mmaction - INFO - Epoch [77][320/940] lr: 4.000e-02, eta: 17:18:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7678, loss_cls: 1.9871, loss: 1.9871, grad_norm: 2.8658 2021-03-09 15:31:32,289 - mmaction - INFO - Epoch [77][340/940] lr: 4.000e-02, eta: 17:18:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7637, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.9006 2021-03-09 15:31:49,797 - mmaction - INFO - Epoch [77][360/940] lr: 4.000e-02, eta: 17:17:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7664, loss_cls: 1.9808, loss: 1.9808, grad_norm: 2.9076 2021-03-09 15:32:07,306 - mmaction - INFO - Epoch [77][380/940] lr: 4.000e-02, eta: 17:17:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7633, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.8630 2021-03-09 15:32:24,801 - mmaction - INFO - Epoch [77][400/940] lr: 4.000e-02, eta: 17:17:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5488, top5_acc: 0.7795, loss_cls: 1.9298, loss: 1.9298, grad_norm: 2.9151 2021-03-09 15:32:42,301 - mmaction - INFO - Epoch [77][420/940] lr: 4.000e-02, eta: 17:16:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7670, loss_cls: 1.9893, loss: 1.9893, grad_norm: 2.9157 2021-03-09 15:32:59,795 - mmaction - INFO - Epoch [77][440/940] lr: 4.000e-02, eta: 17:16:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7791, loss_cls: 1.9124, loss: 1.9124, grad_norm: 2.8764 2021-03-09 15:33:17,287 - mmaction - INFO - Epoch [77][460/940] lr: 4.000e-02, eta: 17:16:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5586, top5_acc: 0.7840, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.8547 2021-03-09 15:33:34,783 - mmaction - INFO - Epoch [77][480/940] lr: 4.000e-02, eta: 17:16:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7678, loss_cls: 2.0002, loss: 2.0002, grad_norm: 2.8825 2021-03-09 15:33:52,292 - mmaction - INFO - Epoch [77][500/940] lr: 4.000e-02, eta: 17:15:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7568, loss_cls: 2.0210, loss: 2.0210, grad_norm: 2.8650 2021-03-09 15:34:09,793 - mmaction - INFO - Epoch [77][520/940] lr: 4.000e-02, eta: 17:15:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7717, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.9222 2021-03-09 15:34:27,295 - mmaction - INFO - Epoch [77][540/940] lr: 4.000e-02, eta: 17:15:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7666, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.9339 2021-03-09 15:34:44,804 - mmaction - INFO - Epoch [77][560/940] lr: 4.000e-02, eta: 17:14:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5344, top5_acc: 0.7656, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.9118 2021-03-09 15:35:02,322 - mmaction - INFO - Epoch [77][580/940] lr: 4.000e-02, eta: 17:14:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5441, top5_acc: 0.7648, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.8858 2021-03-09 15:35:19,840 - mmaction - INFO - Epoch [77][600/940] lr: 4.000e-02, eta: 17:14:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7561, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.8699 2021-03-09 15:35:37,349 - mmaction - INFO - Epoch [77][620/940] lr: 4.000e-02, eta: 17:13:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7711, loss_cls: 1.9681, loss: 1.9681, grad_norm: 2.8697 2021-03-09 15:35:54,852 - mmaction - INFO - Epoch [77][640/940] lr: 4.000e-02, eta: 17:13:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7688, loss_cls: 1.9811, loss: 1.9811, grad_norm: 2.9361 2021-03-09 15:36:12,379 - mmaction - INFO - Epoch [77][660/940] lr: 4.000e-02, eta: 17:13:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7707, loss_cls: 1.9674, loss: 1.9674, grad_norm: 2.8566 2021-03-09 15:36:29,869 - mmaction - INFO - Epoch [77][680/940] lr: 4.000e-02, eta: 17:12:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7580, loss_cls: 1.9974, loss: 1.9974, grad_norm: 2.9062 2021-03-09 15:36:47,392 - mmaction - INFO - Epoch [77][700/940] lr: 4.000e-02, eta: 17:12:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7590, loss_cls: 2.0344, loss: 2.0344, grad_norm: 2.8416 2021-03-09 15:37:04,912 - mmaction - INFO - Epoch [77][720/940] lr: 4.000e-02, eta: 17:12:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7676, loss_cls: 1.9793, loss: 1.9793, grad_norm: 2.8293 2021-03-09 15:37:22,433 - mmaction - INFO - Epoch [77][740/940] lr: 4.000e-02, eta: 17:12:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7693, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.8884 2021-03-09 15:37:39,949 - mmaction - INFO - Epoch [77][760/940] lr: 4.000e-02, eta: 17:11:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7662, loss_cls: 2.0140, loss: 2.0140, grad_norm: 2.9061 2021-03-09 15:37:57,466 - mmaction - INFO - Epoch [77][780/940] lr: 4.000e-02, eta: 17:11:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7641, loss_cls: 1.9865, loss: 1.9865, grad_norm: 2.8857 2021-03-09 15:38:14,980 - mmaction - INFO - Epoch [77][800/940] lr: 4.000e-02, eta: 17:11:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7719, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.8466 2021-03-09 15:38:32,499 - mmaction - INFO - Epoch [77][820/940] lr: 4.000e-02, eta: 17:10:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7525, loss_cls: 2.0439, loss: 2.0439, grad_norm: 2.8972 2021-03-09 15:38:50,014 - mmaction - INFO - Epoch [77][840/940] lr: 4.000e-02, eta: 17:10:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5367, top5_acc: 0.7670, loss_cls: 2.0040, loss: 2.0040, grad_norm: 2.9126 2021-03-09 15:39:07,535 - mmaction - INFO - Epoch [77][860/940] lr: 4.000e-02, eta: 17:10:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7662, loss_cls: 1.9845, loss: 1.9845, grad_norm: 2.8661 2021-03-09 15:39:25,044 - mmaction - INFO - Epoch [77][880/940] lr: 4.000e-02, eta: 17:09:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5299, top5_acc: 0.7588, loss_cls: 2.0327, loss: 2.0327, grad_norm: 2.9009 2021-03-09 15:39:42,540 - mmaction - INFO - Epoch [77][900/940] lr: 4.000e-02, eta: 17:09:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7727, loss_cls: 1.9604, loss: 1.9604, grad_norm: 2.8428 2021-03-09 15:40:00,050 - mmaction - INFO - Epoch [77][920/940] lr: 4.000e-02, eta: 17:09:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7623, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.8133 2021-03-09 15:40:17,058 - mmaction - INFO - Epoch [77][940/940] lr: 4.000e-02, eta: 17:08:57, time: 0.850, data_time: 0.000, memory: 8896, top1_acc: 0.5323, top5_acc: 0.7557, loss_cls: 2.0207, loss: 2.0207, grad_norm: 2.8269 2021-03-09 15:40:17,773 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-03-09 15:40:55,375 - mmaction - INFO - Epoch [78][20/940] lr: 4.000e-02, eta: 17:08:56, time: 1.825, data_time: 0.949, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7713, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.8973 2021-03-09 15:41:12,932 - mmaction - INFO - Epoch [78][40/940] lr: 4.000e-02, eta: 17:08:38, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7758, loss_cls: 1.9394, loss: 1.9394, grad_norm: 2.9560 2021-03-09 15:41:30,452 - mmaction - INFO - Epoch [78][60/940] lr: 4.000e-02, eta: 17:08:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7695, loss_cls: 1.9751, loss: 1.9751, grad_norm: 2.9087 2021-03-09 15:41:47,945 - mmaction - INFO - Epoch [78][80/940] lr: 4.000e-02, eta: 17:08:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7611, loss_cls: 2.0156, loss: 2.0156, grad_norm: 2.9032 2021-03-09 15:42:05,457 - mmaction - INFO - Epoch [78][100/940] lr: 4.000e-02, eta: 17:07:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5559, top5_acc: 0.7674, loss_cls: 1.9466, loss: 1.9466, grad_norm: 2.8188 2021-03-09 15:42:22,979 - mmaction - INFO - Epoch [78][120/940] lr: 4.000e-02, eta: 17:07:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7824, loss_cls: 1.9125, loss: 1.9125, grad_norm: 2.8518 2021-03-09 15:42:40,481 - mmaction - INFO - Epoch [78][140/940] lr: 4.000e-02, eta: 17:07:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7633, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.9604 2021-03-09 15:42:57,978 - mmaction - INFO - Epoch [78][160/940] lr: 4.000e-02, eta: 17:06:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7672, loss_cls: 1.9752, loss: 1.9752, grad_norm: 2.9037 2021-03-09 15:43:15,490 - mmaction - INFO - Epoch [78][180/940] lr: 4.000e-02, eta: 17:06:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7658, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.9500 2021-03-09 15:43:33,006 - mmaction - INFO - Epoch [78][200/940] lr: 4.000e-02, eta: 17:06:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7588, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.8205 2021-03-09 15:43:50,503 - mmaction - INFO - Epoch [78][220/940] lr: 4.000e-02, eta: 17:05:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5670, top5_acc: 0.7744, loss_cls: 1.9020, loss: 1.9020, grad_norm: 2.7997 2021-03-09 15:44:08,013 - mmaction - INFO - Epoch [78][240/940] lr: 4.000e-02, eta: 17:05:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7611, loss_cls: 1.9889, loss: 1.9889, grad_norm: 2.8751 2021-03-09 15:44:25,511 - mmaction - INFO - Epoch [78][260/940] lr: 4.000e-02, eta: 17:05:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7734, loss_cls: 1.9385, loss: 1.9385, grad_norm: 2.8178 2021-03-09 15:44:43,029 - mmaction - INFO - Epoch [78][280/940] lr: 4.000e-02, eta: 17:04:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7615, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.9194 2021-03-09 15:45:00,548 - mmaction - INFO - Epoch [78][300/940] lr: 4.000e-02, eta: 17:04:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7723, loss_cls: 1.9443, loss: 1.9443, grad_norm: 2.8830 2021-03-09 15:45:18,052 - mmaction - INFO - Epoch [78][320/940] lr: 4.000e-02, eta: 17:04:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7734, loss_cls: 1.9568, loss: 1.9568, grad_norm: 2.9506 2021-03-09 15:45:35,552 - mmaction - INFO - Epoch [78][340/940] lr: 4.000e-02, eta: 17:04:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7598, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.8133 2021-03-09 15:45:53,057 - mmaction - INFO - Epoch [78][360/940] lr: 4.000e-02, eta: 17:03:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5336, top5_acc: 0.7611, loss_cls: 2.0069, loss: 2.0069, grad_norm: 2.8904 2021-03-09 15:46:10,551 - mmaction - INFO - Epoch [78][380/940] lr: 4.000e-02, eta: 17:03:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7689, loss_cls: 1.9873, loss: 1.9873, grad_norm: 2.8860 2021-03-09 15:46:28,052 - mmaction - INFO - Epoch [78][400/940] lr: 4.000e-02, eta: 17:03:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7756, loss_cls: 1.9777, loss: 1.9777, grad_norm: 2.9678 2021-03-09 15:46:45,571 - mmaction - INFO - Epoch [78][420/940] lr: 4.000e-02, eta: 17:02:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7779, loss_cls: 1.9180, loss: 1.9180, grad_norm: 2.8685 2021-03-09 15:47:03,067 - mmaction - INFO - Epoch [78][440/940] lr: 4.000e-02, eta: 17:02:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7701, loss_cls: 1.9701, loss: 1.9701, grad_norm: 2.9342 2021-03-09 15:47:20,566 - mmaction - INFO - Epoch [78][460/940] lr: 4.000e-02, eta: 17:02:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7674, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.8882 2021-03-09 15:47:38,071 - mmaction - INFO - Epoch [78][480/940] lr: 4.000e-02, eta: 17:01:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7605, loss_cls: 2.0196, loss: 2.0196, grad_norm: 2.8773 2021-03-09 15:47:55,576 - mmaction - INFO - Epoch [78][500/940] lr: 4.000e-02, eta: 17:01:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5580, top5_acc: 0.7801, loss_cls: 1.8990, loss: 1.8990, grad_norm: 2.8639 2021-03-09 15:48:13,089 - mmaction - INFO - Epoch [78][520/940] lr: 4.000e-02, eta: 17:01:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7621, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.8972 2021-03-09 15:48:30,588 - mmaction - INFO - Epoch [78][540/940] lr: 4.000e-02, eta: 17:00:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7609, loss_cls: 1.9967, loss: 1.9967, grad_norm: 2.9119 2021-03-09 15:48:48,092 - mmaction - INFO - Epoch [78][560/940] lr: 4.000e-02, eta: 17:00:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7713, loss_cls: 1.9542, loss: 1.9542, grad_norm: 2.8671 2021-03-09 15:49:05,583 - mmaction - INFO - Epoch [78][580/940] lr: 4.000e-02, eta: 17:00:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7695, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.9034 2021-03-09 15:49:23,084 - mmaction - INFO - Epoch [78][600/940] lr: 4.000e-02, eta: 17:00:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7646, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.9271 2021-03-09 15:49:40,598 - mmaction - INFO - Epoch [78][620/940] lr: 4.000e-02, eta: 16:59:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7584, loss_cls: 1.9927, loss: 1.9927, grad_norm: 2.9061 2021-03-09 15:49:58,101 - mmaction - INFO - Epoch [78][640/940] lr: 4.000e-02, eta: 16:59:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7650, loss_cls: 1.9633, loss: 1.9633, grad_norm: 2.8206 2021-03-09 15:50:15,611 - mmaction - INFO - Epoch [78][660/940] lr: 4.000e-02, eta: 16:59:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7613, loss_cls: 2.0167, loss: 2.0167, grad_norm: 2.8880 2021-03-09 15:50:33,099 - mmaction - INFO - Epoch [78][680/940] lr: 4.000e-02, eta: 16:58:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7703, loss_cls: 1.9610, loss: 1.9610, grad_norm: 2.8649 2021-03-09 15:50:50,609 - mmaction - INFO - Epoch [78][700/940] lr: 4.000e-02, eta: 16:58:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7699, loss_cls: 1.9422, loss: 1.9422, grad_norm: 2.8710 2021-03-09 15:51:08,110 - mmaction - INFO - Epoch [78][720/940] lr: 4.000e-02, eta: 16:58:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7619, loss_cls: 1.9968, loss: 1.9968, grad_norm: 2.8828 2021-03-09 15:51:25,614 - mmaction - INFO - Epoch [78][740/940] lr: 4.000e-02, eta: 16:57:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7594, loss_cls: 1.9946, loss: 1.9946, grad_norm: 2.8336 2021-03-09 15:51:43,118 - mmaction - INFO - Epoch [78][760/940] lr: 4.000e-02, eta: 16:57:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5350, top5_acc: 0.7631, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.9056 2021-03-09 15:52:00,615 - mmaction - INFO - Epoch [78][780/940] lr: 4.000e-02, eta: 16:57:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5516, top5_acc: 0.7646, loss_cls: 1.9479, loss: 1.9479, grad_norm: 2.9174 2021-03-09 15:52:18,113 - mmaction - INFO - Epoch [78][800/940] lr: 4.000e-02, eta: 16:56:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7717, loss_cls: 1.9885, loss: 1.9885, grad_norm: 2.9067 2021-03-09 15:52:35,621 - mmaction - INFO - Epoch [78][820/940] lr: 4.000e-02, eta: 16:56:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7646, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.8461 2021-03-09 15:52:53,130 - mmaction - INFO - Epoch [78][840/940] lr: 4.000e-02, eta: 16:56:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7625, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.8803 2021-03-09 15:53:10,636 - mmaction - INFO - Epoch [78][860/940] lr: 4.000e-02, eta: 16:56:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7652, loss_cls: 1.9943, loss: 1.9943, grad_norm: 2.8579 2021-03-09 15:53:28,134 - mmaction - INFO - Epoch [78][880/940] lr: 4.000e-02, eta: 16:55:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7711, loss_cls: 1.9822, loss: 1.9822, grad_norm: 2.8934 2021-03-09 15:53:45,652 - mmaction - INFO - Epoch [78][900/940] lr: 4.000e-02, eta: 16:55:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7643, loss_cls: 1.9785, loss: 1.9785, grad_norm: 2.8949 2021-03-09 15:54:03,156 - mmaction - INFO - Epoch [78][920/940] lr: 4.000e-02, eta: 16:55:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5318, top5_acc: 0.7664, loss_cls: 2.0037, loss: 2.0037, grad_norm: 2.9573 2021-03-09 15:54:20,123 - mmaction - INFO - Epoch [78][940/940] lr: 4.000e-02, eta: 16:54:47, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7573, loss_cls: 2.0190, loss: 2.0190, grad_norm: 2.9584 2021-03-09 15:54:20,805 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-03-09 15:55:01,245 - mmaction - INFO - Epoch [79][20/940] lr: 4.000e-02, eta: 16:54:48, time: 1.945, data_time: 0.842, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7844, loss_cls: 1.8951, loss: 1.8951, grad_norm: 2.8418 2021-03-09 15:55:18,813 - mmaction - INFO - Epoch [79][40/940] lr: 4.000e-02, eta: 16:54:30, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7752, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.9037 2021-03-09 15:55:36,328 - mmaction - INFO - Epoch [79][60/940] lr: 4.000e-02, eta: 16:54:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7537, loss_cls: 2.0311, loss: 2.0311, grad_norm: 2.9180 2021-03-09 15:55:53,861 - mmaction - INFO - Epoch [79][80/940] lr: 4.000e-02, eta: 16:53:53, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7730, loss_cls: 1.9690, loss: 1.9690, grad_norm: 2.8843 2021-03-09 15:56:11,376 - mmaction - INFO - Epoch [79][100/940] lr: 4.000e-02, eta: 16:53:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7682, loss_cls: 1.9585, loss: 1.9585, grad_norm: 2.7889 2021-03-09 15:56:28,884 - mmaction - INFO - Epoch [79][120/940] lr: 4.000e-02, eta: 16:53:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7654, loss_cls: 1.9497, loss: 1.9497, grad_norm: 2.8288 2021-03-09 15:56:46,429 - mmaction - INFO - Epoch [79][140/940] lr: 4.000e-02, eta: 16:52:58, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7730, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.8214 2021-03-09 15:57:03,962 - mmaction - INFO - Epoch [79][160/940] lr: 4.000e-02, eta: 16:52:39, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5521, top5_acc: 0.7787, loss_cls: 1.9098, loss: 1.9098, grad_norm: 2.8108 2021-03-09 15:57:21,483 - mmaction - INFO - Epoch [79][180/940] lr: 4.000e-02, eta: 16:52:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5531, top5_acc: 0.7711, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.8461 2021-03-09 15:57:38,995 - mmaction - INFO - Epoch [79][200/940] lr: 4.000e-02, eta: 16:52:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5641, top5_acc: 0.7795, loss_cls: 1.9156, loss: 1.9156, grad_norm: 2.8200 2021-03-09 15:57:56,519 - mmaction - INFO - Epoch [79][220/940] lr: 4.000e-02, eta: 16:51:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7684, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.8761 2021-03-09 15:58:14,024 - mmaction - INFO - Epoch [79][240/940] lr: 4.000e-02, eta: 16:51:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7670, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.9410 2021-03-09 15:58:31,548 - mmaction - INFO - Epoch [79][260/940] lr: 4.000e-02, eta: 16:51:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7664, loss_cls: 1.9883, loss: 1.9883, grad_norm: 2.9475 2021-03-09 15:58:49,060 - mmaction - INFO - Epoch [79][280/940] lr: 4.000e-02, eta: 16:50:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7621, loss_cls: 1.9878, loss: 1.9878, grad_norm: 2.8423 2021-03-09 15:59:06,575 - mmaction - INFO - Epoch [79][300/940] lr: 4.000e-02, eta: 16:50:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7695, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.8553 2021-03-09 15:59:24,062 - mmaction - INFO - Epoch [79][320/940] lr: 4.000e-02, eta: 16:50:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7578, loss_cls: 2.0058, loss: 2.0058, grad_norm: 2.8735 2021-03-09 15:59:41,574 - mmaction - INFO - Epoch [79][340/940] lr: 4.000e-02, eta: 16:49:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5361, top5_acc: 0.7680, loss_cls: 2.0012, loss: 2.0012, grad_norm: 2.9733 2021-03-09 15:59:59,073 - mmaction - INFO - Epoch [79][360/940] lr: 4.000e-02, eta: 16:49:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7707, loss_cls: 1.9487, loss: 1.9487, grad_norm: 2.9566 2021-03-09 16:00:16,573 - mmaction - INFO - Epoch [79][380/940] lr: 4.000e-02, eta: 16:49:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7727, loss_cls: 1.9379, loss: 1.9379, grad_norm: 2.8534 2021-03-09 16:00:34,141 - mmaction - INFO - Epoch [79][400/940] lr: 4.000e-02, eta: 16:48:58, time: 0.878, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7777, loss_cls: 1.9425, loss: 1.9425, grad_norm: 2.8924 2021-03-09 16:00:51,653 - mmaction - INFO - Epoch [79][420/940] lr: 4.000e-02, eta: 16:48:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7604, loss_cls: 2.0236, loss: 2.0236, grad_norm: 2.9158 2021-03-09 16:01:09,165 - mmaction - INFO - Epoch [79][440/940] lr: 4.000e-02, eta: 16:48:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7725, loss_cls: 1.9541, loss: 1.9541, grad_norm: 2.9327 2021-03-09 16:01:26,664 - mmaction - INFO - Epoch [79][460/940] lr: 4.000e-02, eta: 16:48:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7656, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.9364 2021-03-09 16:01:44,166 - mmaction - INFO - Epoch [79][480/940] lr: 4.000e-02, eta: 16:47:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7619, loss_cls: 2.0210, loss: 2.0210, grad_norm: 2.9246 2021-03-09 16:02:01,673 - mmaction - INFO - Epoch [79][500/940] lr: 4.000e-02, eta: 16:47:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7703, loss_cls: 1.9375, loss: 1.9375, grad_norm: 2.8457 2021-03-09 16:02:19,185 - mmaction - INFO - Epoch [79][520/940] lr: 4.000e-02, eta: 16:47:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7729, loss_cls: 1.9383, loss: 1.9383, grad_norm: 2.8149 2021-03-09 16:02:36,691 - mmaction - INFO - Epoch [79][540/940] lr: 4.000e-02, eta: 16:46:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7729, loss_cls: 1.9718, loss: 1.9718, grad_norm: 2.8077 2021-03-09 16:02:54,202 - mmaction - INFO - Epoch [79][560/940] lr: 4.000e-02, eta: 16:46:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7637, loss_cls: 2.0023, loss: 2.0023, grad_norm: 2.9121 2021-03-09 16:03:11,696 - mmaction - INFO - Epoch [79][580/940] lr: 4.000e-02, eta: 16:46:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7834, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.8718 2021-03-09 16:03:29,206 - mmaction - INFO - Epoch [79][600/940] lr: 4.000e-02, eta: 16:45:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7641, loss_cls: 1.9846, loss: 1.9846, grad_norm: 2.8667 2021-03-09 16:03:46,726 - mmaction - INFO - Epoch [79][620/940] lr: 4.000e-02, eta: 16:45:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5301, top5_acc: 0.7602, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.9146 2021-03-09 16:04:04,238 - mmaction - INFO - Epoch [79][640/940] lr: 4.000e-02, eta: 16:45:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7613, loss_cls: 1.9988, loss: 1.9988, grad_norm: 2.8922 2021-03-09 16:04:21,742 - mmaction - INFO - Epoch [79][660/940] lr: 4.000e-02, eta: 16:44:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7701, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.8719 2021-03-09 16:04:39,272 - mmaction - INFO - Epoch [79][680/940] lr: 4.000e-02, eta: 16:44:40, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7705, loss_cls: 1.9741, loss: 1.9741, grad_norm: 2.9129 2021-03-09 16:04:56,785 - mmaction - INFO - Epoch [79][700/940] lr: 4.000e-02, eta: 16:44:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7781, loss_cls: 1.9421, loss: 1.9421, grad_norm: 2.8582 2021-03-09 16:05:14,310 - mmaction - INFO - Epoch [79][720/940] lr: 4.000e-02, eta: 16:44:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7742, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.8762 2021-03-09 16:05:31,825 - mmaction - INFO - Epoch [79][740/940] lr: 4.000e-02, eta: 16:43:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5307, top5_acc: 0.7535, loss_cls: 2.0241, loss: 2.0241, grad_norm: 2.9327 2021-03-09 16:05:49,329 - mmaction - INFO - Epoch [79][760/940] lr: 4.000e-02, eta: 16:43:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7672, loss_cls: 2.0011, loss: 2.0011, grad_norm: 2.9346 2021-03-09 16:06:06,857 - mmaction - INFO - Epoch [79][780/940] lr: 4.000e-02, eta: 16:43:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5389, top5_acc: 0.7596, loss_cls: 2.0224, loss: 2.0224, grad_norm: 2.8922 2021-03-09 16:06:24,370 - mmaction - INFO - Epoch [79][800/940] lr: 4.000e-02, eta: 16:42:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7682, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.8892 2021-03-09 16:06:41,880 - mmaction - INFO - Epoch [79][820/940] lr: 4.000e-02, eta: 16:42:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7637, loss_cls: 1.9906, loss: 1.9906, grad_norm: 2.9416 2021-03-09 16:06:59,375 - mmaction - INFO - Epoch [79][840/940] lr: 4.000e-02, eta: 16:42:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5385, top5_acc: 0.7582, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.9614 2021-03-09 16:07:16,881 - mmaction - INFO - Epoch [79][860/940] lr: 4.000e-02, eta: 16:41:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5352, top5_acc: 0.7580, loss_cls: 2.0023, loss: 2.0023, grad_norm: 2.8216 2021-03-09 16:07:34,390 - mmaction - INFO - Epoch [79][880/940] lr: 4.000e-02, eta: 16:41:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7623, loss_cls: 2.0143, loss: 2.0143, grad_norm: 2.8656 2021-03-09 16:07:51,895 - mmaction - INFO - Epoch [79][900/940] lr: 4.000e-02, eta: 16:41:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7578, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.8434 2021-03-09 16:08:09,412 - mmaction - INFO - Epoch [79][920/940] lr: 4.000e-02, eta: 16:40:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7613, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.8464 2021-03-09 16:08:26,385 - mmaction - INFO - Epoch [79][940/940] lr: 4.000e-02, eta: 16:40:40, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7762, loss_cls: 1.9451, loss: 1.9451, grad_norm: 2.8802 2021-03-09 16:08:27,016 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-03-09 16:09:06,515 - mmaction - INFO - Epoch [80][20/940] lr: 4.000e-02, eta: 16:40:40, time: 1.906, data_time: 0.928, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7736, loss_cls: 1.9097, loss: 1.9097, grad_norm: 2.8491 2021-03-09 16:09:24,045 - mmaction - INFO - Epoch [80][40/940] lr: 4.000e-02, eta: 16:40:21, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7775, loss_cls: 1.9425, loss: 1.9425, grad_norm: 2.8931 2021-03-09 16:09:41,565 - mmaction - INFO - Epoch [80][60/940] lr: 4.000e-02, eta: 16:40:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7795, loss_cls: 1.9429, loss: 1.9429, grad_norm: 2.8631 2021-03-09 16:09:59,063 - mmaction - INFO - Epoch [80][80/940] lr: 4.000e-02, eta: 16:39:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5570, top5_acc: 0.7740, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.8760 2021-03-09 16:10:16,550 - mmaction - INFO - Epoch [80][100/940] lr: 4.000e-02, eta: 16:39:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7750, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.8217 2021-03-09 16:10:34,042 - mmaction - INFO - Epoch [80][120/940] lr: 4.000e-02, eta: 16:39:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5529, top5_acc: 0.7807, loss_cls: 1.9231, loss: 1.9231, grad_norm: 2.8638 2021-03-09 16:10:51,537 - mmaction - INFO - Epoch [80][140/940] lr: 4.000e-02, eta: 16:38:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7680, loss_cls: 1.9401, loss: 1.9401, grad_norm: 2.9046 2021-03-09 16:11:09,045 - mmaction - INFO - Epoch [80][160/940] lr: 4.000e-02, eta: 16:38:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7736, loss_cls: 1.9364, loss: 1.9364, grad_norm: 2.8505 2021-03-09 16:11:26,565 - mmaction - INFO - Epoch [80][180/940] lr: 4.000e-02, eta: 16:38:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7752, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8903 2021-03-09 16:11:44,068 - mmaction - INFO - Epoch [80][200/940] lr: 4.000e-02, eta: 16:37:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7713, loss_cls: 1.9440, loss: 1.9440, grad_norm: 2.8899 2021-03-09 16:12:01,573 - mmaction - INFO - Epoch [80][220/940] lr: 4.000e-02, eta: 16:37:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7643, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.7922 2021-03-09 16:12:19,477 - mmaction - INFO - Epoch [80][240/940] lr: 4.000e-02, eta: 16:37:17, time: 0.895, data_time: 0.022, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7650, loss_cls: 2.0091, loss: 2.0091, grad_norm: 2.9873 2021-03-09 16:12:36,996 - mmaction - INFO - Epoch [80][260/940] lr: 4.000e-02, eta: 16:36:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7645, loss_cls: 1.9805, loss: 1.9805, grad_norm: 2.8887 2021-03-09 16:12:54,489 - mmaction - INFO - Epoch [80][280/940] lr: 4.000e-02, eta: 16:36:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5555, top5_acc: 0.7732, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.8749 2021-03-09 16:13:11,985 - mmaction - INFO - Epoch [80][300/940] lr: 4.000e-02, eta: 16:36:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7701, loss_cls: 1.9487, loss: 1.9487, grad_norm: 2.9022 2021-03-09 16:13:29,488 - mmaction - INFO - Epoch [80][320/940] lr: 4.000e-02, eta: 16:36:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5617, top5_acc: 0.7787, loss_cls: 1.8916, loss: 1.8916, grad_norm: 2.8709 2021-03-09 16:13:46,989 - mmaction - INFO - Epoch [80][340/940] lr: 4.000e-02, eta: 16:35:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7781, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.9645 2021-03-09 16:14:04,482 - mmaction - INFO - Epoch [80][360/940] lr: 4.000e-02, eta: 16:35:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7688, loss_cls: 1.9758, loss: 1.9758, grad_norm: 2.9074 2021-03-09 16:14:21,986 - mmaction - INFO - Epoch [80][380/940] lr: 4.000e-02, eta: 16:35:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7727, loss_cls: 1.9689, loss: 1.9689, grad_norm: 2.8585 2021-03-09 16:14:39,497 - mmaction - INFO - Epoch [80][400/940] lr: 4.000e-02, eta: 16:34:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7727, loss_cls: 1.9637, loss: 1.9637, grad_norm: 2.8837 2021-03-09 16:14:57,011 - mmaction - INFO - Epoch [80][420/940] lr: 4.000e-02, eta: 16:34:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7756, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.8895 2021-03-09 16:15:14,532 - mmaction - INFO - Epoch [80][440/940] lr: 4.000e-02, eta: 16:34:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7727, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.8282 2021-03-09 16:15:32,028 - mmaction - INFO - Epoch [80][460/940] lr: 4.000e-02, eta: 16:33:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7623, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.9610 2021-03-09 16:15:49,528 - mmaction - INFO - Epoch [80][480/940] lr: 4.000e-02, eta: 16:33:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7721, loss_cls: 1.9630, loss: 1.9630, grad_norm: 2.8721 2021-03-09 16:16:07,043 - mmaction - INFO - Epoch [80][500/940] lr: 4.000e-02, eta: 16:33:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5328, top5_acc: 0.7598, loss_cls: 2.0126, loss: 2.0126, grad_norm: 2.9534 2021-03-09 16:16:24,545 - mmaction - INFO - Epoch [80][520/940] lr: 4.000e-02, eta: 16:32:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7627, loss_cls: 1.9929, loss: 1.9929, grad_norm: 2.8470 2021-03-09 16:16:42,054 - mmaction - INFO - Epoch [80][540/940] lr: 4.000e-02, eta: 16:32:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7639, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.9152 2021-03-09 16:16:59,560 - mmaction - INFO - Epoch [80][560/940] lr: 4.000e-02, eta: 16:32:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5559, top5_acc: 0.7686, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.8582 2021-03-09 16:17:17,068 - mmaction - INFO - Epoch [80][580/940] lr: 4.000e-02, eta: 16:32:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7680, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.9093 2021-03-09 16:17:34,570 - mmaction - INFO - Epoch [80][600/940] lr: 4.000e-02, eta: 16:31:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7674, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.8930 2021-03-09 16:17:52,070 - mmaction - INFO - Epoch [80][620/940] lr: 4.000e-02, eta: 16:31:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7621, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.8707 2021-03-09 16:18:09,568 - mmaction - INFO - Epoch [80][640/940] lr: 4.000e-02, eta: 16:31:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7738, loss_cls: 1.9782, loss: 1.9782, grad_norm: 2.8994 2021-03-09 16:18:27,069 - mmaction - INFO - Epoch [80][660/940] lr: 4.000e-02, eta: 16:30:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7707, loss_cls: 1.9596, loss: 1.9596, grad_norm: 2.7856 2021-03-09 16:18:44,583 - mmaction - INFO - Epoch [80][680/940] lr: 4.000e-02, eta: 16:30:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7643, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8470 2021-03-09 16:19:02,075 - mmaction - INFO - Epoch [80][700/940] lr: 4.000e-02, eta: 16:30:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7643, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.8612 2021-03-09 16:19:19,575 - mmaction - INFO - Epoch [80][720/940] lr: 4.000e-02, eta: 16:29:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7652, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.8434 2021-03-09 16:19:37,075 - mmaction - INFO - Epoch [80][740/940] lr: 4.000e-02, eta: 16:29:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7654, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.8597 2021-03-09 16:19:54,585 - mmaction - INFO - Epoch [80][760/940] lr: 4.000e-02, eta: 16:29:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7627, loss_cls: 2.0239, loss: 2.0239, grad_norm: 2.8597 2021-03-09 16:20:12,072 - mmaction - INFO - Epoch [80][780/940] lr: 4.000e-02, eta: 16:29:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7691, loss_cls: 1.9670, loss: 1.9670, grad_norm: 2.8717 2021-03-09 16:20:29,572 - mmaction - INFO - Epoch [80][800/940] lr: 4.000e-02, eta: 16:28:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7674, loss_cls: 1.9787, loss: 1.9787, grad_norm: 2.8879 2021-03-09 16:20:47,070 - mmaction - INFO - Epoch [80][820/940] lr: 4.000e-02, eta: 16:28:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7699, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.9283 2021-03-09 16:21:04,575 - mmaction - INFO - Epoch [80][840/940] lr: 4.000e-02, eta: 16:28:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7762, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.8944 2021-03-09 16:21:22,075 - mmaction - INFO - Epoch [80][860/940] lr: 4.000e-02, eta: 16:27:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7680, loss_cls: 1.9630, loss: 1.9630, grad_norm: 2.9719 2021-03-09 16:21:39,583 - mmaction - INFO - Epoch [80][880/940] lr: 4.000e-02, eta: 16:27:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7684, loss_cls: 2.0052, loss: 2.0052, grad_norm: 2.8850 2021-03-09 16:21:57,089 - mmaction - INFO - Epoch [80][900/940] lr: 4.000e-02, eta: 16:27:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7568, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.9008 2021-03-09 16:22:14,592 - mmaction - INFO - Epoch [80][920/940] lr: 4.000e-02, eta: 16:26:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7664, loss_cls: 2.0127, loss: 2.0127, grad_norm: 2.9313 2021-03-09 16:22:31,545 - mmaction - INFO - Epoch [80][940/940] lr: 4.000e-02, eta: 16:26:32, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7642, loss_cls: 1.9806, loss: 1.9806, grad_norm: 2.9338 2021-03-09 16:22:32,224 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-03-09 16:23:10,092 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 16:23:10,783 - mmaction - INFO - top1_acc 0.5840 top5_acc 0.8119 2021-03-09 16:23:10,784 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 16:23:10,811 - mmaction - INFO - mean_acc 0.5840 2021-03-09 16:23:10,819 - mmaction - INFO - Epoch(val) [80][940] top1_acc: 0.5840, top5_acc: 0.8119, mean_class_accuracy: 0.5840 2021-03-09 16:23:53,329 - mmaction - INFO - Epoch [81][20/940] lr: 4.000e-02, eta: 16:26:35, time: 2.124, data_time: 1.233, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7723, loss_cls: 1.9261, loss: 1.9261, grad_norm: 2.8611 2021-03-09 16:24:10,842 - mmaction - INFO - Epoch [81][40/940] lr: 4.000e-02, eta: 16:26:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7820, loss_cls: 1.9006, loss: 1.9006, grad_norm: 2.9242 2021-03-09 16:24:28,360 - mmaction - INFO - Epoch [81][60/940] lr: 4.000e-02, eta: 16:25:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7643, loss_cls: 1.9978, loss: 1.9978, grad_norm: 2.9102 2021-03-09 16:24:45,843 - mmaction - INFO - Epoch [81][80/940] lr: 4.000e-02, eta: 16:25:40, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5570, top5_acc: 0.7826, loss_cls: 1.9091, loss: 1.9091, grad_norm: 2.8975 2021-03-09 16:25:03,342 - mmaction - INFO - Epoch [81][100/940] lr: 4.000e-02, eta: 16:25:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7646, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.8912 2021-03-09 16:25:20,841 - mmaction - INFO - Epoch [81][120/940] lr: 4.000e-02, eta: 16:25:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5625, top5_acc: 0.7760, loss_cls: 1.8892, loss: 1.8892, grad_norm: 2.8677 2021-03-09 16:25:38,351 - mmaction - INFO - Epoch [81][140/940] lr: 4.000e-02, eta: 16:24:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7648, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.9241 2021-03-09 16:25:55,858 - mmaction - INFO - Epoch [81][160/940] lr: 4.000e-02, eta: 16:24:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7773, loss_cls: 1.9024, loss: 1.9024, grad_norm: 2.8890 2021-03-09 16:26:13,363 - mmaction - INFO - Epoch [81][180/940] lr: 4.000e-02, eta: 16:24:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7693, loss_cls: 1.9489, loss: 1.9489, grad_norm: 2.8329 2021-03-09 16:26:30,854 - mmaction - INFO - Epoch [81][200/940] lr: 4.000e-02, eta: 16:23:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7666, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.8915 2021-03-09 16:26:48,355 - mmaction - INFO - Epoch [81][220/940] lr: 4.000e-02, eta: 16:23:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7641, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.9135 2021-03-09 16:27:05,849 - mmaction - INFO - Epoch [81][240/940] lr: 4.000e-02, eta: 16:23:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5326, top5_acc: 0.7537, loss_cls: 2.0443, loss: 2.0443, grad_norm: 2.9180 2021-03-09 16:27:23,341 - mmaction - INFO - Epoch [81][260/940] lr: 4.000e-02, eta: 16:22:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5621, top5_acc: 0.7760, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.8905 2021-03-09 16:27:40,839 - mmaction - INFO - Epoch [81][280/940] lr: 4.000e-02, eta: 16:22:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7711, loss_cls: 1.9680, loss: 1.9680, grad_norm: 2.8849 2021-03-09 16:27:58,323 - mmaction - INFO - Epoch [81][300/940] lr: 4.000e-02, eta: 16:22:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7717, loss_cls: 1.9397, loss: 1.9397, grad_norm: 2.8945 2021-03-09 16:28:15,821 - mmaction - INFO - Epoch [81][320/940] lr: 4.000e-02, eta: 16:21:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7697, loss_cls: 1.9504, loss: 1.9504, grad_norm: 2.8945 2021-03-09 16:28:33,323 - mmaction - INFO - Epoch [81][340/940] lr: 4.000e-02, eta: 16:21:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7639, loss_cls: 1.9693, loss: 1.9693, grad_norm: 2.8882 2021-03-09 16:28:50,823 - mmaction - INFO - Epoch [81][360/940] lr: 4.000e-02, eta: 16:21:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7738, loss_cls: 1.9210, loss: 1.9210, grad_norm: 2.8445 2021-03-09 16:29:08,326 - mmaction - INFO - Epoch [81][380/940] lr: 4.000e-02, eta: 16:21:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7744, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.8839 2021-03-09 16:29:25,844 - mmaction - INFO - Epoch [81][400/940] lr: 4.000e-02, eta: 16:20:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7596, loss_cls: 2.0370, loss: 2.0370, grad_norm: 2.8947 2021-03-09 16:29:43,351 - mmaction - INFO - Epoch [81][420/940] lr: 4.000e-02, eta: 16:20:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7686, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.8627 2021-03-09 16:30:00,844 - mmaction - INFO - Epoch [81][440/940] lr: 4.000e-02, eta: 16:20:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7680, loss_cls: 1.9579, loss: 1.9579, grad_norm: 2.8724 2021-03-09 16:30:18,345 - mmaction - INFO - Epoch [81][460/940] lr: 4.000e-02, eta: 16:19:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7689, loss_cls: 1.9424, loss: 1.9424, grad_norm: 2.8889 2021-03-09 16:30:35,849 - mmaction - INFO - Epoch [81][480/940] lr: 4.000e-02, eta: 16:19:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7770, loss_cls: 1.8984, loss: 1.8984, grad_norm: 2.8792 2021-03-09 16:30:53,357 - mmaction - INFO - Epoch [81][500/940] lr: 4.000e-02, eta: 16:19:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7777, loss_cls: 1.9223, loss: 1.9223, grad_norm: 2.8237 2021-03-09 16:31:10,871 - mmaction - INFO - Epoch [81][520/940] lr: 4.000e-02, eta: 16:18:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7688, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.9575 2021-03-09 16:31:28,367 - mmaction - INFO - Epoch [81][540/940] lr: 4.000e-02, eta: 16:18:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7664, loss_cls: 1.9840, loss: 1.9840, grad_norm: 2.9399 2021-03-09 16:31:45,873 - mmaction - INFO - Epoch [81][560/940] lr: 4.000e-02, eta: 16:18:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7738, loss_cls: 1.9409, loss: 1.9409, grad_norm: 2.9108 2021-03-09 16:32:03,378 - mmaction - INFO - Epoch [81][580/940] lr: 4.000e-02, eta: 16:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7682, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.9620 2021-03-09 16:32:20,887 - mmaction - INFO - Epoch [81][600/940] lr: 4.000e-02, eta: 16:17:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7648, loss_cls: 1.9853, loss: 1.9853, grad_norm: 2.9015 2021-03-09 16:32:38,390 - mmaction - INFO - Epoch [81][620/940] lr: 4.000e-02, eta: 16:17:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7717, loss_cls: 1.9812, loss: 1.9812, grad_norm: 2.8798 2021-03-09 16:32:55,901 - mmaction - INFO - Epoch [81][640/940] lr: 4.000e-02, eta: 16:17:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7631, loss_cls: 1.9922, loss: 1.9922, grad_norm: 2.9079 2021-03-09 16:33:13,408 - mmaction - INFO - Epoch [81][660/940] lr: 4.000e-02, eta: 16:16:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5330, top5_acc: 0.7623, loss_cls: 1.9898, loss: 1.9898, grad_norm: 2.8779 2021-03-09 16:33:30,943 - mmaction - INFO - Epoch [81][680/940] lr: 4.000e-02, eta: 16:16:27, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7605, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.8362 2021-03-09 16:33:48,460 - mmaction - INFO - Epoch [81][700/940] lr: 4.000e-02, eta: 16:16:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7615, loss_cls: 1.9965, loss: 1.9965, grad_norm: 2.8265 2021-03-09 16:34:05,968 - mmaction - INFO - Epoch [81][720/940] lr: 4.000e-02, eta: 16:15:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7770, loss_cls: 1.9370, loss: 1.9370, grad_norm: 2.8827 2021-03-09 16:34:23,466 - mmaction - INFO - Epoch [81][740/940] lr: 4.000e-02, eta: 16:15:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7670, loss_cls: 1.9790, loss: 1.9790, grad_norm: 2.8901 2021-03-09 16:34:40,964 - mmaction - INFO - Epoch [81][760/940] lr: 4.000e-02, eta: 16:15:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5547, top5_acc: 0.7740, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.8349 2021-03-09 16:34:58,467 - mmaction - INFO - Epoch [81][780/940] lr: 4.000e-02, eta: 16:14:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7730, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.8672 2021-03-09 16:35:15,963 - mmaction - INFO - Epoch [81][800/940] lr: 4.000e-02, eta: 16:14:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7639, loss_cls: 2.0047, loss: 2.0047, grad_norm: 2.8716 2021-03-09 16:35:33,466 - mmaction - INFO - Epoch [81][820/940] lr: 4.000e-02, eta: 16:14:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7689, loss_cls: 1.9539, loss: 1.9539, grad_norm: 2.8255 2021-03-09 16:35:50,966 - mmaction - INFO - Epoch [81][840/940] lr: 4.000e-02, eta: 16:14:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7682, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.8345 2021-03-09 16:36:08,469 - mmaction - INFO - Epoch [81][860/940] lr: 4.000e-02, eta: 16:13:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7652, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.8429 2021-03-09 16:36:25,972 - mmaction - INFO - Epoch [81][880/940] lr: 4.000e-02, eta: 16:13:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5580, top5_acc: 0.7768, loss_cls: 1.9044, loss: 1.9044, grad_norm: 2.8632 2021-03-09 16:36:43,486 - mmaction - INFO - Epoch [81][900/940] lr: 4.000e-02, eta: 16:13:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7680, loss_cls: 1.9732, loss: 1.9732, grad_norm: 2.8785 2021-03-09 16:37:01,002 - mmaction - INFO - Epoch [81][920/940] lr: 4.000e-02, eta: 16:12:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7678, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.8949 2021-03-09 16:37:17,975 - mmaction - INFO - Epoch [81][940/940] lr: 4.000e-02, eta: 16:12:28, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7709, loss_cls: 1.9625, loss: 1.9625, grad_norm: 2.8874 2021-03-09 16:37:18,685 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-03-09 16:37:55,073 - mmaction - INFO - Epoch [82][20/940] lr: 4.000e-02, eta: 16:12:24, time: 1.764, data_time: 0.845, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7721, loss_cls: 1.9454, loss: 1.9454, grad_norm: 2.8668 2021-03-09 16:38:12,630 - mmaction - INFO - Epoch [82][40/940] lr: 4.000e-02, eta: 16:12:06, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.5648, top5_acc: 0.7775, loss_cls: 1.9000, loss: 1.9000, grad_norm: 2.8046 2021-03-09 16:38:30,170 - mmaction - INFO - Epoch [82][60/940] lr: 4.000e-02, eta: 16:11:48, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7672, loss_cls: 1.9466, loss: 1.9466, grad_norm: 2.8360 2021-03-09 16:38:47,681 - mmaction - INFO - Epoch [82][80/940] lr: 4.000e-02, eta: 16:11:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5596, top5_acc: 0.7734, loss_cls: 1.8998, loss: 1.8998, grad_norm: 2.9381 2021-03-09 16:39:05,199 - mmaction - INFO - Epoch [82][100/940] lr: 4.000e-02, eta: 16:11:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5578, top5_acc: 0.7697, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.8813 2021-03-09 16:39:22,722 - mmaction - INFO - Epoch [82][120/940] lr: 4.000e-02, eta: 16:10:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7707, loss_cls: 1.9547, loss: 1.9547, grad_norm: 2.9456 2021-03-09 16:39:40,220 - mmaction - INFO - Epoch [82][140/940] lr: 4.000e-02, eta: 16:10:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7688, loss_cls: 1.9603, loss: 1.9603, grad_norm: 2.8339 2021-03-09 16:39:57,734 - mmaction - INFO - Epoch [82][160/940] lr: 4.000e-02, eta: 16:10:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7699, loss_cls: 1.9645, loss: 1.9645, grad_norm: 2.9654 2021-03-09 16:40:15,250 - mmaction - INFO - Epoch [82][180/940] lr: 4.000e-02, eta: 16:09:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7725, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.9131 2021-03-09 16:40:32,763 - mmaction - INFO - Epoch [82][200/940] lr: 4.000e-02, eta: 16:09:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7664, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.9462 2021-03-09 16:40:50,266 - mmaction - INFO - Epoch [82][220/940] lr: 4.000e-02, eta: 16:09:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7662, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.8753 2021-03-09 16:41:07,789 - mmaction - INFO - Epoch [82][240/940] lr: 4.000e-02, eta: 16:09:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5600, top5_acc: 0.7777, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.8216 2021-03-09 16:41:25,301 - mmaction - INFO - Epoch [82][260/940] lr: 4.000e-02, eta: 16:08:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7605, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.8953 2021-03-09 16:41:42,802 - mmaction - INFO - Epoch [82][280/940] lr: 4.000e-02, eta: 16:08:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7742, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.9057 2021-03-09 16:42:00,311 - mmaction - INFO - Epoch [82][300/940] lr: 4.000e-02, eta: 16:08:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7715, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.8937 2021-03-09 16:42:17,834 - mmaction - INFO - Epoch [82][320/940] lr: 4.000e-02, eta: 16:07:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7752, loss_cls: 1.9351, loss: 1.9351, grad_norm: 2.8728 2021-03-09 16:42:35,346 - mmaction - INFO - Epoch [82][340/940] lr: 4.000e-02, eta: 16:07:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7734, loss_cls: 1.9359, loss: 1.9359, grad_norm: 2.8476 2021-03-09 16:42:52,862 - mmaction - INFO - Epoch [82][360/940] lr: 4.000e-02, eta: 16:07:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7738, loss_cls: 1.9362, loss: 1.9362, grad_norm: 2.9083 2021-03-09 16:43:10,379 - mmaction - INFO - Epoch [82][380/940] lr: 4.000e-02, eta: 16:06:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7688, loss_cls: 1.9715, loss: 1.9715, grad_norm: 2.9236 2021-03-09 16:43:27,906 - mmaction - INFO - Epoch [82][400/940] lr: 4.000e-02, eta: 16:06:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7674, loss_cls: 1.9998, loss: 1.9998, grad_norm: 2.9071 2021-03-09 16:43:45,428 - mmaction - INFO - Epoch [82][420/940] lr: 4.000e-02, eta: 16:06:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7699, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.8409 2021-03-09 16:44:02,956 - mmaction - INFO - Epoch [82][440/940] lr: 4.000e-02, eta: 16:05:58, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7668, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.8612 2021-03-09 16:44:20,484 - mmaction - INFO - Epoch [82][460/940] lr: 4.000e-02, eta: 16:05:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5521, top5_acc: 0.7672, loss_cls: 1.9570, loss: 1.9570, grad_norm: 2.8954 2021-03-09 16:44:37,999 - mmaction - INFO - Epoch [82][480/940] lr: 4.000e-02, eta: 16:05:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7686, loss_cls: 1.9471, loss: 1.9471, grad_norm: 2.9313 2021-03-09 16:44:55,512 - mmaction - INFO - Epoch [82][500/940] lr: 4.000e-02, eta: 16:05:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7594, loss_cls: 2.0121, loss: 2.0121, grad_norm: 2.9154 2021-03-09 16:45:13,025 - mmaction - INFO - Epoch [82][520/940] lr: 4.000e-02, eta: 16:04:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7666, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.8485 2021-03-09 16:45:30,535 - mmaction - INFO - Epoch [82][540/940] lr: 4.000e-02, eta: 16:04:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7719, loss_cls: 1.9528, loss: 1.9528, grad_norm: 2.8605 2021-03-09 16:45:48,048 - mmaction - INFO - Epoch [82][560/940] lr: 4.000e-02, eta: 16:04:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7637, loss_cls: 1.9872, loss: 1.9872, grad_norm: 2.8173 2021-03-09 16:46:05,552 - mmaction - INFO - Epoch [82][580/940] lr: 4.000e-02, eta: 16:03:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5531, top5_acc: 0.7816, loss_cls: 1.8901, loss: 1.8901, grad_norm: 2.8576 2021-03-09 16:46:23,065 - mmaction - INFO - Epoch [82][600/940] lr: 4.000e-02, eta: 16:03:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7689, loss_cls: 1.9633, loss: 1.9633, grad_norm: 2.8866 2021-03-09 16:46:40,566 - mmaction - INFO - Epoch [82][620/940] lr: 4.000e-02, eta: 16:03:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7746, loss_cls: 1.9556, loss: 1.9556, grad_norm: 2.8962 2021-03-09 16:46:58,072 - mmaction - INFO - Epoch [82][640/940] lr: 4.000e-02, eta: 16:02:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7768, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.9052 2021-03-09 16:47:15,584 - mmaction - INFO - Epoch [82][660/940] lr: 4.000e-02, eta: 16:02:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7750, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.8882 2021-03-09 16:47:33,099 - mmaction - INFO - Epoch [82][680/940] lr: 4.000e-02, eta: 16:02:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7662, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.8458 2021-03-09 16:47:50,610 - mmaction - INFO - Epoch [82][700/940] lr: 4.000e-02, eta: 16:01:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7729, loss_cls: 1.9524, loss: 1.9524, grad_norm: 2.9119 2021-03-09 16:48:08,116 - mmaction - INFO - Epoch [82][720/940] lr: 4.000e-02, eta: 16:01:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7721, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.9733 2021-03-09 16:48:25,654 - mmaction - INFO - Epoch [82][740/940] lr: 4.000e-02, eta: 16:01:22, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7646, loss_cls: 1.9872, loss: 1.9872, grad_norm: 2.9182 2021-03-09 16:48:43,176 - mmaction - INFO - Epoch [82][760/940] lr: 4.000e-02, eta: 16:01:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7693, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.9344 2021-03-09 16:49:00,687 - mmaction - INFO - Epoch [82][780/940] lr: 4.000e-02, eta: 16:00:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7713, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8659 2021-03-09 16:49:18,202 - mmaction - INFO - Epoch [82][800/940] lr: 4.000e-02, eta: 16:00:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7721, loss_cls: 1.9541, loss: 1.9541, grad_norm: 2.8455 2021-03-09 16:49:35,707 - mmaction - INFO - Epoch [82][820/940] lr: 4.000e-02, eta: 16:00:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5375, top5_acc: 0.7549, loss_cls: 2.0428, loss: 2.0428, grad_norm: 2.8407 2021-03-09 16:49:53,206 - mmaction - INFO - Epoch [82][840/940] lr: 4.000e-02, eta: 15:59:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5355, top5_acc: 0.7619, loss_cls: 2.0083, loss: 2.0083, grad_norm: 2.8806 2021-03-09 16:50:10,720 - mmaction - INFO - Epoch [82][860/940] lr: 4.000e-02, eta: 15:59:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7713, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.8844 2021-03-09 16:50:28,238 - mmaction - INFO - Epoch [82][880/940] lr: 4.000e-02, eta: 15:59:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7674, loss_cls: 1.9731, loss: 1.9731, grad_norm: 2.8935 2021-03-09 16:50:45,745 - mmaction - INFO - Epoch [82][900/940] lr: 4.000e-02, eta: 15:58:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7719, loss_cls: 1.9423, loss: 1.9423, grad_norm: 2.8901 2021-03-09 16:51:03,272 - mmaction - INFO - Epoch [82][920/940] lr: 4.000e-02, eta: 15:58:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5420, top5_acc: 0.7676, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.8840 2021-03-09 16:51:20,247 - mmaction - INFO - Epoch [82][940/940] lr: 4.000e-02, eta: 15:58:18, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7612, loss_cls: 2.0042, loss: 2.0042, grad_norm: 2.9801 2021-03-09 16:51:20,972 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-03-09 16:51:57,669 - mmaction - INFO - Epoch [83][20/940] lr: 4.000e-02, eta: 15:58:15, time: 1.811, data_time: 0.928, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7715, loss_cls: 1.9242, loss: 1.9242, grad_norm: 2.9071 2021-03-09 16:52:15,192 - mmaction - INFO - Epoch [83][40/940] lr: 4.000e-02, eta: 15:57:56, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5527, top5_acc: 0.7680, loss_cls: 1.9323, loss: 1.9323, grad_norm: 2.8664 2021-03-09 16:52:32,707 - mmaction - INFO - Epoch [83][60/940] lr: 4.000e-02, eta: 15:57:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5410, top5_acc: 0.7682, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.9042 2021-03-09 16:52:50,216 - mmaction - INFO - Epoch [83][80/940] lr: 4.000e-02, eta: 15:57:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7760, loss_cls: 1.9051, loss: 1.9051, grad_norm: 2.8687 2021-03-09 16:53:07,719 - mmaction - INFO - Epoch [83][100/940] lr: 4.000e-02, eta: 15:57:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5602, top5_acc: 0.7848, loss_cls: 1.8782, loss: 1.8782, grad_norm: 2.8634 2021-03-09 16:53:25,237 - mmaction - INFO - Epoch [83][120/940] lr: 4.000e-02, eta: 15:56:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7787, loss_cls: 1.9204, loss: 1.9204, grad_norm: 2.9333 2021-03-09 16:53:42,754 - mmaction - INFO - Epoch [83][140/940] lr: 4.000e-02, eta: 15:56:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5602, top5_acc: 0.7809, loss_cls: 1.8960, loss: 1.8960, grad_norm: 2.8932 2021-03-09 16:54:00,261 - mmaction - INFO - Epoch [83][160/940] lr: 4.000e-02, eta: 15:56:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5416, top5_acc: 0.7699, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.9365 2021-03-09 16:54:17,765 - mmaction - INFO - Epoch [83][180/940] lr: 4.000e-02, eta: 15:55:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7684, loss_cls: 1.9870, loss: 1.9870, grad_norm: 2.9763 2021-03-09 16:54:35,284 - mmaction - INFO - Epoch [83][200/940] lr: 4.000e-02, eta: 15:55:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5312, top5_acc: 0.7754, loss_cls: 1.9808, loss: 1.9808, grad_norm: 2.8738 2021-03-09 16:54:52,799 - mmaction - INFO - Epoch [83][220/940] lr: 4.000e-02, eta: 15:55:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7656, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.8978 2021-03-09 16:55:10,302 - mmaction - INFO - Epoch [83][240/940] lr: 4.000e-02, eta: 15:54:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7703, loss_cls: 1.9609, loss: 1.9609, grad_norm: 2.9478 2021-03-09 16:55:27,808 - mmaction - INFO - Epoch [83][260/940] lr: 4.000e-02, eta: 15:54:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7578, loss_cls: 2.0189, loss: 2.0189, grad_norm: 2.9220 2021-03-09 16:55:45,321 - mmaction - INFO - Epoch [83][280/940] lr: 4.000e-02, eta: 15:54:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5340, top5_acc: 0.7676, loss_cls: 1.9975, loss: 1.9975, grad_norm: 2.9724 2021-03-09 16:56:02,841 - mmaction - INFO - Epoch [83][300/940] lr: 4.000e-02, eta: 15:53:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7748, loss_cls: 1.9460, loss: 1.9460, grad_norm: 2.8262 2021-03-09 16:56:20,355 - mmaction - INFO - Epoch [83][320/940] lr: 4.000e-02, eta: 15:53:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7596, loss_cls: 1.9993, loss: 1.9993, grad_norm: 2.8665 2021-03-09 16:56:37,858 - mmaction - INFO - Epoch [83][340/940] lr: 4.000e-02, eta: 15:53:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7656, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.8772 2021-03-09 16:56:55,377 - mmaction - INFO - Epoch [83][360/940] lr: 4.000e-02, eta: 15:53:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7764, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8723 2021-03-09 16:57:12,898 - mmaction - INFO - Epoch [83][380/940] lr: 4.000e-02, eta: 15:52:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7674, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.9029 2021-03-09 16:57:30,395 - mmaction - INFO - Epoch [83][400/940] lr: 4.000e-02, eta: 15:52:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7516, loss_cls: 2.0343, loss: 2.0343, grad_norm: 2.9611 2021-03-09 16:57:47,901 - mmaction - INFO - Epoch [83][420/940] lr: 4.000e-02, eta: 15:52:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7629, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.8624 2021-03-09 16:58:05,419 - mmaction - INFO - Epoch [83][440/940] lr: 4.000e-02, eta: 15:51:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7844, loss_cls: 1.9234, loss: 1.9234, grad_norm: 2.8959 2021-03-09 16:58:22,937 - mmaction - INFO - Epoch [83][460/940] lr: 4.000e-02, eta: 15:51:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7738, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8672 2021-03-09 16:58:40,435 - mmaction - INFO - Epoch [83][480/940] lr: 4.000e-02, eta: 15:51:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7646, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.8562 2021-03-09 16:58:57,934 - mmaction - INFO - Epoch [83][500/940] lr: 4.000e-02, eta: 15:50:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7713, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.8873 2021-03-09 16:59:15,448 - mmaction - INFO - Epoch [83][520/940] lr: 4.000e-02, eta: 15:50:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7674, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.9543 2021-03-09 16:59:32,969 - mmaction - INFO - Epoch [83][540/940] lr: 4.000e-02, eta: 15:50:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7713, loss_cls: 1.9509, loss: 1.9509, grad_norm: 2.8645 2021-03-09 16:59:50,474 - mmaction - INFO - Epoch [83][560/940] lr: 4.000e-02, eta: 15:49:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7582, loss_cls: 2.0422, loss: 2.0422, grad_norm: 2.9786 2021-03-09 17:00:07,990 - mmaction - INFO - Epoch [83][580/940] lr: 4.000e-02, eta: 15:49:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7670, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.8361 2021-03-09 17:00:25,488 - mmaction - INFO - Epoch [83][600/940] lr: 4.000e-02, eta: 15:49:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7744, loss_cls: 1.9632, loss: 1.9632, grad_norm: 2.9916 2021-03-09 17:00:43,002 - mmaction - INFO - Epoch [83][620/940] lr: 4.000e-02, eta: 15:49:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7705, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.8717 2021-03-09 17:01:00,515 - mmaction - INFO - Epoch [83][640/940] lr: 4.000e-02, eta: 15:48:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7684, loss_cls: 1.9497, loss: 1.9497, grad_norm: 2.8243 2021-03-09 17:01:18,025 - mmaction - INFO - Epoch [83][660/940] lr: 4.000e-02, eta: 15:48:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7711, loss_cls: 1.9792, loss: 1.9792, grad_norm: 2.9228 2021-03-09 17:01:35,533 - mmaction - INFO - Epoch [83][680/940] lr: 4.000e-02, eta: 15:48:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7701, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.8638 2021-03-09 17:01:53,057 - mmaction - INFO - Epoch [83][700/940] lr: 4.000e-02, eta: 15:47:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7707, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.9168 2021-03-09 17:02:10,558 - mmaction - INFO - Epoch [83][720/940] lr: 4.000e-02, eta: 15:47:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7734, loss_cls: 1.9564, loss: 1.9564, grad_norm: 2.9582 2021-03-09 17:02:28,059 - mmaction - INFO - Epoch [83][740/940] lr: 4.000e-02, eta: 15:47:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7717, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.8936 2021-03-09 17:02:45,564 - mmaction - INFO - Epoch [83][760/940] lr: 4.000e-02, eta: 15:46:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5383, top5_acc: 0.7723, loss_cls: 1.9979, loss: 1.9979, grad_norm: 2.9352 2021-03-09 17:03:03,083 - mmaction - INFO - Epoch [83][780/940] lr: 4.000e-02, eta: 15:46:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5332, top5_acc: 0.7697, loss_cls: 1.9979, loss: 1.9979, grad_norm: 2.8718 2021-03-09 17:03:20,589 - mmaction - INFO - Epoch [83][800/940] lr: 4.000e-02, eta: 15:46:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7650, loss_cls: 1.9958, loss: 1.9958, grad_norm: 2.9088 2021-03-09 17:03:38,100 - mmaction - INFO - Epoch [83][820/940] lr: 4.000e-02, eta: 15:45:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7750, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.8907 2021-03-09 17:03:55,624 - mmaction - INFO - Epoch [83][840/940] lr: 4.000e-02, eta: 15:45:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7652, loss_cls: 1.9567, loss: 1.9567, grad_norm: 2.8556 2021-03-09 17:04:13,143 - mmaction - INFO - Epoch [83][860/940] lr: 4.000e-02, eta: 15:45:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7721, loss_cls: 1.9254, loss: 1.9254, grad_norm: 2.8957 2021-03-09 17:04:30,645 - mmaction - INFO - Epoch [83][880/940] lr: 4.000e-02, eta: 15:45:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7639, loss_cls: 2.0009, loss: 2.0009, grad_norm: 2.8902 2021-03-09 17:04:48,146 - mmaction - INFO - Epoch [83][900/940] lr: 4.000e-02, eta: 15:44:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7621, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.9051 2021-03-09 17:05:05,656 - mmaction - INFO - Epoch [83][920/940] lr: 4.000e-02, eta: 15:44:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5553, top5_acc: 0.7721, loss_cls: 1.9562, loss: 1.9562, grad_norm: 2.9757 2021-03-09 17:05:22,615 - mmaction - INFO - Epoch [83][940/940] lr: 4.000e-02, eta: 15:44:09, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5485, top5_acc: 0.7764, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.8382 2021-03-09 17:05:23,419 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-03-09 17:05:59,474 - mmaction - INFO - Epoch [84][20/940] lr: 4.000e-02, eta: 15:44:04, time: 1.748, data_time: 0.852, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7760, loss_cls: 1.9364, loss: 1.9364, grad_norm: 2.8856 2021-03-09 17:06:17,030 - mmaction - INFO - Epoch [84][40/940] lr: 4.000e-02, eta: 15:43:46, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5600, top5_acc: 0.7836, loss_cls: 1.8993, loss: 1.8993, grad_norm: 2.8873 2021-03-09 17:06:34,553 - mmaction - INFO - Epoch [84][60/940] lr: 4.000e-02, eta: 15:43:27, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5594, top5_acc: 0.7787, loss_cls: 1.9041, loss: 1.9041, grad_norm: 2.8772 2021-03-09 17:06:52,051 - mmaction - INFO - Epoch [84][80/940] lr: 4.000e-02, eta: 15:43:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7629, loss_cls: 1.9842, loss: 1.9842, grad_norm: 2.9061 2021-03-09 17:07:09,558 - mmaction - INFO - Epoch [84][100/940] lr: 4.000e-02, eta: 15:42:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5412, top5_acc: 0.7553, loss_cls: 1.9993, loss: 1.9993, grad_norm: 2.9290 2021-03-09 17:07:27,071 - mmaction - INFO - Epoch [84][120/940] lr: 4.000e-02, eta: 15:42:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7680, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.9256 2021-03-09 17:07:44,581 - mmaction - INFO - Epoch [84][140/940] lr: 4.000e-02, eta: 15:42:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7738, loss_cls: 1.9278, loss: 1.9278, grad_norm: 2.8295 2021-03-09 17:08:02,090 - mmaction - INFO - Epoch [84][160/940] lr: 4.000e-02, eta: 15:41:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7777, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.8829 2021-03-09 17:08:19,602 - mmaction - INFO - Epoch [84][180/940] lr: 4.000e-02, eta: 15:41:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7742, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.9050 2021-03-09 17:08:37,101 - mmaction - INFO - Epoch [84][200/940] lr: 4.000e-02, eta: 15:41:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5408, top5_acc: 0.7648, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.9077 2021-03-09 17:08:54,612 - mmaction - INFO - Epoch [84][220/940] lr: 4.000e-02, eta: 15:41:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7668, loss_cls: 1.9697, loss: 1.9697, grad_norm: 2.8803 2021-03-09 17:09:12,115 - mmaction - INFO - Epoch [84][240/940] lr: 4.000e-02, eta: 15:40:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7672, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.8951 2021-03-09 17:09:29,625 - mmaction - INFO - Epoch [84][260/940] lr: 4.000e-02, eta: 15:40:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7723, loss_cls: 1.9636, loss: 1.9636, grad_norm: 2.8824 2021-03-09 17:09:47,121 - mmaction - INFO - Epoch [84][280/940] lr: 4.000e-02, eta: 15:40:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7654, loss_cls: 1.9901, loss: 1.9901, grad_norm: 2.8763 2021-03-09 17:10:04,628 - mmaction - INFO - Epoch [84][300/940] lr: 4.000e-02, eta: 15:39:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7807, loss_cls: 1.9339, loss: 1.9339, grad_norm: 2.8739 2021-03-09 17:10:22,133 - mmaction - INFO - Epoch [84][320/940] lr: 4.000e-02, eta: 15:39:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7699, loss_cls: 1.9485, loss: 1.9485, grad_norm: 2.8853 2021-03-09 17:10:39,635 - mmaction - INFO - Epoch [84][340/940] lr: 4.000e-02, eta: 15:39:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7650, loss_cls: 1.9956, loss: 1.9956, grad_norm: 2.9716 2021-03-09 17:10:57,132 - mmaction - INFO - Epoch [84][360/940] lr: 4.000e-02, eta: 15:38:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7695, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.8305 2021-03-09 17:11:14,623 - mmaction - INFO - Epoch [84][380/940] lr: 4.000e-02, eta: 15:38:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7732, loss_cls: 1.9269, loss: 1.9269, grad_norm: 2.8927 2021-03-09 17:11:32,120 - mmaction - INFO - Epoch [84][400/940] lr: 4.000e-02, eta: 15:38:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7730, loss_cls: 1.9423, loss: 1.9423, grad_norm: 2.8956 2021-03-09 17:11:49,621 - mmaction - INFO - Epoch [84][420/940] lr: 4.000e-02, eta: 15:37:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7793, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.8757 2021-03-09 17:12:07,126 - mmaction - INFO - Epoch [84][440/940] lr: 4.000e-02, eta: 15:37:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5643, top5_acc: 0.7873, loss_cls: 1.8825, loss: 1.8825, grad_norm: 2.8854 2021-03-09 17:12:24,624 - mmaction - INFO - Epoch [84][460/940] lr: 4.000e-02, eta: 15:37:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7771, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.8501 2021-03-09 17:12:42,115 - mmaction - INFO - Epoch [84][480/940] lr: 4.000e-02, eta: 15:37:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7633, loss_cls: 1.9758, loss: 1.9758, grad_norm: 2.8819 2021-03-09 17:12:59,621 - mmaction - INFO - Epoch [84][500/940] lr: 4.000e-02, eta: 15:36:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5527, top5_acc: 0.7713, loss_cls: 1.9599, loss: 1.9599, grad_norm: 2.8737 2021-03-09 17:13:17,124 - mmaction - INFO - Epoch [84][520/940] lr: 4.000e-02, eta: 15:36:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7740, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.8676 2021-03-09 17:13:34,626 - mmaction - INFO - Epoch [84][540/940] lr: 4.000e-02, eta: 15:36:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7658, loss_cls: 1.9724, loss: 1.9724, grad_norm: 2.8113 2021-03-09 17:13:52,139 - mmaction - INFO - Epoch [84][560/940] lr: 4.000e-02, eta: 15:35:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7742, loss_cls: 1.9324, loss: 1.9324, grad_norm: 2.9066 2021-03-09 17:14:09,629 - mmaction - INFO - Epoch [84][580/940] lr: 4.000e-02, eta: 15:35:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5402, top5_acc: 0.7707, loss_cls: 1.9538, loss: 1.9538, grad_norm: 2.9076 2021-03-09 17:14:27,133 - mmaction - INFO - Epoch [84][600/940] lr: 4.000e-02, eta: 15:35:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7713, loss_cls: 1.9339, loss: 1.9339, grad_norm: 2.8958 2021-03-09 17:14:44,631 - mmaction - INFO - Epoch [84][620/940] lr: 4.000e-02, eta: 15:34:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7627, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.9492 2021-03-09 17:15:02,137 - mmaction - INFO - Epoch [84][640/940] lr: 4.000e-02, eta: 15:34:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5348, top5_acc: 0.7639, loss_cls: 1.9909, loss: 1.9909, grad_norm: 2.8646 2021-03-09 17:15:19,637 - mmaction - INFO - Epoch [84][660/940] lr: 4.000e-02, eta: 15:34:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5529, top5_acc: 0.7619, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.9130 2021-03-09 17:15:37,137 - mmaction - INFO - Epoch [84][680/940] lr: 4.000e-02, eta: 15:33:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7654, loss_cls: 1.9680, loss: 1.9680, grad_norm: 2.8477 2021-03-09 17:15:54,621 - mmaction - INFO - Epoch [84][700/940] lr: 4.000e-02, eta: 15:33:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7760, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.9380 2021-03-09 17:16:12,124 - mmaction - INFO - Epoch [84][720/940] lr: 4.000e-02, eta: 15:33:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7613, loss_cls: 2.0152, loss: 2.0152, grad_norm: 2.9378 2021-03-09 17:16:29,616 - mmaction - INFO - Epoch [84][740/940] lr: 4.000e-02, eta: 15:33:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7633, loss_cls: 1.9630, loss: 1.9630, grad_norm: 2.8397 2021-03-09 17:16:47,105 - mmaction - INFO - Epoch [84][760/940] lr: 4.000e-02, eta: 15:32:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5346, top5_acc: 0.7666, loss_cls: 1.9850, loss: 1.9850, grad_norm: 2.8707 2021-03-09 17:17:04,595 - mmaction - INFO - Epoch [84][780/940] lr: 4.000e-02, eta: 15:32:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5379, top5_acc: 0.7670, loss_cls: 1.9982, loss: 1.9982, grad_norm: 2.8807 2021-03-09 17:17:22,087 - mmaction - INFO - Epoch [84][800/940] lr: 4.000e-02, eta: 15:32:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7635, loss_cls: 1.9822, loss: 1.9822, grad_norm: 2.8111 2021-03-09 17:17:39,574 - mmaction - INFO - Epoch [84][820/940] lr: 4.000e-02, eta: 15:31:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9287, loss: 1.9287, grad_norm: 2.8523 2021-03-09 17:17:57,077 - mmaction - INFO - Epoch [84][840/940] lr: 4.000e-02, eta: 15:31:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7756, loss_cls: 1.9233, loss: 1.9233, grad_norm: 2.8832 2021-03-09 17:18:14,585 - mmaction - INFO - Epoch [84][860/940] lr: 4.000e-02, eta: 15:31:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7650, loss_cls: 1.9886, loss: 1.9886, grad_norm: 2.9282 2021-03-09 17:18:32,077 - mmaction - INFO - Epoch [84][880/940] lr: 4.000e-02, eta: 15:30:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5424, top5_acc: 0.7701, loss_cls: 1.9783, loss: 1.9783, grad_norm: 2.8835 2021-03-09 17:18:49,580 - mmaction - INFO - Epoch [84][900/940] lr: 4.000e-02, eta: 15:30:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7631, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.9324 2021-03-09 17:19:07,085 - mmaction - INFO - Epoch [84][920/940] lr: 4.000e-02, eta: 15:30:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7738, loss_cls: 1.9677, loss: 1.9677, grad_norm: 2.8874 2021-03-09 17:19:24,059 - mmaction - INFO - Epoch [84][940/940] lr: 4.000e-02, eta: 15:29:58, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.5580, top5_acc: 0.7721, loss_cls: 1.9295, loss: 1.9295, grad_norm: 2.8997 2021-03-09 17:19:24,753 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-03-09 17:20:03,245 - mmaction - INFO - Epoch [85][20/940] lr: 4.000e-02, eta: 15:29:56, time: 1.890, data_time: 0.997, memory: 8896, top1_acc: 0.5629, top5_acc: 0.7721, loss_cls: 1.9085, loss: 1.9085, grad_norm: 2.8620 2021-03-09 17:20:20,780 - mmaction - INFO - Epoch [85][40/940] lr: 4.000e-02, eta: 15:29:38, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5547, top5_acc: 0.7797, loss_cls: 1.8855, loss: 1.8855, grad_norm: 2.8571 2021-03-09 17:20:38,289 - mmaction - INFO - Epoch [85][60/940] lr: 4.000e-02, eta: 15:29:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7686, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.9697 2021-03-09 17:20:55,785 - mmaction - INFO - Epoch [85][80/940] lr: 4.000e-02, eta: 15:29:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7779, loss_cls: 1.9216, loss: 1.9216, grad_norm: 2.8552 2021-03-09 17:21:13,282 - mmaction - INFO - Epoch [85][100/940] lr: 4.000e-02, eta: 15:28:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5590, top5_acc: 0.7797, loss_cls: 1.9282, loss: 1.9282, grad_norm: 2.8887 2021-03-09 17:21:30,792 - mmaction - INFO - Epoch [85][120/940] lr: 4.000e-02, eta: 15:28:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7641, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.8629 2021-03-09 17:21:48,300 - mmaction - INFO - Epoch [85][140/940] lr: 4.000e-02, eta: 15:28:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7783, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.8704 2021-03-09 17:22:05,796 - mmaction - INFO - Epoch [85][160/940] lr: 4.000e-02, eta: 15:27:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7648, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.8897 2021-03-09 17:22:23,298 - mmaction - INFO - Epoch [85][180/940] lr: 4.000e-02, eta: 15:27:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7705, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.9274 2021-03-09 17:22:40,791 - mmaction - INFO - Epoch [85][200/940] lr: 4.000e-02, eta: 15:27:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7672, loss_cls: 1.9566, loss: 1.9566, grad_norm: 2.9428 2021-03-09 17:22:58,288 - mmaction - INFO - Epoch [85][220/940] lr: 4.000e-02, eta: 15:26:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5590, top5_acc: 0.7713, loss_cls: 1.9397, loss: 1.9397, grad_norm: 2.8905 2021-03-09 17:23:15,799 - mmaction - INFO - Epoch [85][240/940] lr: 4.000e-02, eta: 15:26:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5480, top5_acc: 0.7668, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.9247 2021-03-09 17:23:33,287 - mmaction - INFO - Epoch [85][260/940] lr: 4.000e-02, eta: 15:26:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7693, loss_cls: 1.9641, loss: 1.9641, grad_norm: 2.8424 2021-03-09 17:23:50,792 - mmaction - INFO - Epoch [85][280/940] lr: 4.000e-02, eta: 15:25:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7732, loss_cls: 1.9227, loss: 1.9227, grad_norm: 2.8753 2021-03-09 17:24:08,282 - mmaction - INFO - Epoch [85][300/940] lr: 4.000e-02, eta: 15:25:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7721, loss_cls: 1.9393, loss: 1.9393, grad_norm: 2.8997 2021-03-09 17:24:25,773 - mmaction - INFO - Epoch [85][320/940] lr: 4.000e-02, eta: 15:25:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7756, loss_cls: 1.9349, loss: 1.9349, grad_norm: 2.9090 2021-03-09 17:24:43,271 - mmaction - INFO - Epoch [85][340/940] lr: 4.000e-02, eta: 15:25:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5605, top5_acc: 0.7758, loss_cls: 1.9013, loss: 1.9013, grad_norm: 2.8805 2021-03-09 17:25:00,757 - mmaction - INFO - Epoch [85][360/940] lr: 4.000e-02, eta: 15:24:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7650, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.9091 2021-03-09 17:25:18,273 - mmaction - INFO - Epoch [85][380/940] lr: 4.000e-02, eta: 15:24:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7596, loss_cls: 2.0091, loss: 2.0091, grad_norm: 2.8500 2021-03-09 17:25:35,770 - mmaction - INFO - Epoch [85][400/940] lr: 4.000e-02, eta: 15:24:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5582, top5_acc: 0.7715, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.8854 2021-03-09 17:25:53,267 - mmaction - INFO - Epoch [85][420/940] lr: 4.000e-02, eta: 15:23:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5594, top5_acc: 0.7701, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.8598 2021-03-09 17:26:10,755 - mmaction - INFO - Epoch [85][440/940] lr: 4.000e-02, eta: 15:23:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7713, loss_cls: 1.9540, loss: 1.9540, grad_norm: 2.9048 2021-03-09 17:26:28,247 - mmaction - INFO - Epoch [85][460/940] lr: 4.000e-02, eta: 15:23:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5357, top5_acc: 0.7650, loss_cls: 1.9730, loss: 1.9730, grad_norm: 2.9526 2021-03-09 17:26:45,738 - mmaction - INFO - Epoch [85][480/940] lr: 4.000e-02, eta: 15:22:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7760, loss_cls: 1.9300, loss: 1.9300, grad_norm: 2.9346 2021-03-09 17:27:03,243 - mmaction - INFO - Epoch [85][500/940] lr: 4.000e-02, eta: 15:22:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5617, top5_acc: 0.7857, loss_cls: 1.8899, loss: 1.8899, grad_norm: 2.8650 2021-03-09 17:27:20,719 - mmaction - INFO - Epoch [85][520/940] lr: 4.000e-02, eta: 15:22:16, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7693, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.9281 2021-03-09 17:27:38,209 - mmaction - INFO - Epoch [85][540/940] lr: 4.000e-02, eta: 15:21:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7674, loss_cls: 1.9665, loss: 1.9665, grad_norm: 2.8980 2021-03-09 17:27:55,693 - mmaction - INFO - Epoch [85][560/940] lr: 4.000e-02, eta: 15:21:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7693, loss_cls: 1.9808, loss: 1.9808, grad_norm: 2.8875 2021-03-09 17:28:13,192 - mmaction - INFO - Epoch [85][580/940] lr: 4.000e-02, eta: 15:21:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7650, loss_cls: 1.9737, loss: 1.9737, grad_norm: 2.8721 2021-03-09 17:28:30,678 - mmaction - INFO - Epoch [85][600/940] lr: 4.000e-02, eta: 15:21:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5559, top5_acc: 0.7660, loss_cls: 1.9682, loss: 1.9682, grad_norm: 2.8253 2021-03-09 17:28:48,176 - mmaction - INFO - Epoch [85][620/940] lr: 4.000e-02, eta: 15:20:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7756, loss_cls: 1.9628, loss: 1.9628, grad_norm: 2.9332 2021-03-09 17:29:05,673 - mmaction - INFO - Epoch [85][640/940] lr: 4.000e-02, eta: 15:20:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7719, loss_cls: 1.9486, loss: 1.9486, grad_norm: 2.8512 2021-03-09 17:29:23,175 - mmaction - INFO - Epoch [85][660/940] lr: 4.000e-02, eta: 15:20:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7783, loss_cls: 1.9619, loss: 1.9619, grad_norm: 2.9485 2021-03-09 17:29:40,668 - mmaction - INFO - Epoch [85][680/940] lr: 4.000e-02, eta: 15:19:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7682, loss_cls: 1.9724, loss: 1.9724, grad_norm: 2.8905 2021-03-09 17:29:58,166 - mmaction - INFO - Epoch [85][700/940] lr: 4.000e-02, eta: 15:19:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7629, loss_cls: 1.9626, loss: 1.9626, grad_norm: 2.8416 2021-03-09 17:30:15,656 - mmaction - INFO - Epoch [85][720/940] lr: 4.000e-02, eta: 15:19:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7709, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.8516 2021-03-09 17:30:33,143 - mmaction - INFO - Epoch [85][740/940] lr: 4.000e-02, eta: 15:18:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5605, top5_acc: 0.7715, loss_cls: 1.9245, loss: 1.9245, grad_norm: 2.8674 2021-03-09 17:30:50,648 - mmaction - INFO - Epoch [85][760/940] lr: 4.000e-02, eta: 15:18:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7707, loss_cls: 1.9778, loss: 1.9778, grad_norm: 2.8479 2021-03-09 17:31:08,146 - mmaction - INFO - Epoch [85][780/940] lr: 4.000e-02, eta: 15:18:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7703, loss_cls: 1.9434, loss: 1.9434, grad_norm: 2.8406 2021-03-09 17:31:25,642 - mmaction - INFO - Epoch [85][800/940] lr: 4.000e-02, eta: 15:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7688, loss_cls: 1.9573, loss: 1.9573, grad_norm: 2.9225 2021-03-09 17:31:43,146 - mmaction - INFO - Epoch [85][820/940] lr: 4.000e-02, eta: 15:17:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5508, top5_acc: 0.7738, loss_cls: 1.9426, loss: 1.9426, grad_norm: 2.8692 2021-03-09 17:32:00,636 - mmaction - INFO - Epoch [85][840/940] lr: 4.000e-02, eta: 15:17:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7686, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.9190 2021-03-09 17:32:18,136 - mmaction - INFO - Epoch [85][860/940] lr: 4.000e-02, eta: 15:17:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5516, top5_acc: 0.7754, loss_cls: 1.9715, loss: 1.9715, grad_norm: 2.8761 2021-03-09 17:32:35,631 - mmaction - INFO - Epoch [85][880/940] lr: 4.000e-02, eta: 15:16:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7723, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.9117 2021-03-09 17:32:53,125 - mmaction - INFO - Epoch [85][900/940] lr: 4.000e-02, eta: 15:16:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7725, loss_cls: 1.9269, loss: 1.9269, grad_norm: 2.8875 2021-03-09 17:33:10,614 - mmaction - INFO - Epoch [85][920/940] lr: 4.000e-02, eta: 15:16:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7582, loss_cls: 2.0109, loss: 2.0109, grad_norm: 2.9191 2021-03-09 17:33:27,564 - mmaction - INFO - Epoch [85][940/940] lr: 4.000e-02, eta: 15:15:50, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.5493, top5_acc: 0.7746, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.8269 2021-03-09 17:33:28,175 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-03-09 17:34:03,348 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 17:34:04,024 - mmaction - INFO - top1_acc 0.5903 top5_acc 0.8177 2021-03-09 17:34:04,024 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 17:34:04,052 - mmaction - INFO - mean_acc 0.5902 2021-03-09 17:34:04,059 - mmaction - INFO - Epoch(val) [85][940] top1_acc: 0.5903, top5_acc: 0.8177, mean_class_accuracy: 0.5902 2021-03-09 17:34:50,712 - mmaction - INFO - Epoch [86][20/940] lr: 4.000e-02, eta: 15:15:54, time: 2.332, data_time: 1.439, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7631, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.8923 2021-03-09 17:35:08,243 - mmaction - INFO - Epoch [86][40/940] lr: 4.000e-02, eta: 15:15:36, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7824, loss_cls: 1.9076, loss: 1.9076, grad_norm: 2.8589 2021-03-09 17:35:25,740 - mmaction - INFO - Epoch [86][60/940] lr: 4.000e-02, eta: 15:15:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5447, top5_acc: 0.7668, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.8688 2021-03-09 17:35:43,249 - mmaction - INFO - Epoch [86][80/940] lr: 4.000e-02, eta: 15:14:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5531, top5_acc: 0.7754, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.9297 2021-03-09 17:36:00,749 - mmaction - INFO - Epoch [86][100/940] lr: 4.000e-02, eta: 15:14:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5334, top5_acc: 0.7664, loss_cls: 1.9952, loss: 1.9952, grad_norm: 3.0146 2021-03-09 17:36:18,260 - mmaction - INFO - Epoch [86][120/940] lr: 4.000e-02, eta: 15:14:22, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7721, loss_cls: 1.9419, loss: 1.9419, grad_norm: 2.8853 2021-03-09 17:36:35,756 - mmaction - INFO - Epoch [86][140/940] lr: 4.000e-02, eta: 15:14:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5594, top5_acc: 0.7756, loss_cls: 1.9049, loss: 1.9049, grad_norm: 2.8297 2021-03-09 17:36:53,258 - mmaction - INFO - Epoch [86][160/940] lr: 4.000e-02, eta: 15:13:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7771, loss_cls: 1.9220, loss: 1.9220, grad_norm: 2.9128 2021-03-09 17:37:10,747 - mmaction - INFO - Epoch [86][180/940] lr: 4.000e-02, eta: 15:13:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7734, loss_cls: 1.9148, loss: 1.9148, grad_norm: 2.9033 2021-03-09 17:37:28,252 - mmaction - INFO - Epoch [86][200/940] lr: 4.000e-02, eta: 15:13:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7611, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.9204 2021-03-09 17:37:45,752 - mmaction - INFO - Epoch [86][220/940] lr: 4.000e-02, eta: 15:12:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7760, loss_cls: 1.9149, loss: 1.9149, grad_norm: 2.8099 2021-03-09 17:38:03,266 - mmaction - INFO - Epoch [86][240/940] lr: 4.000e-02, eta: 15:12:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7619, loss_cls: 1.9651, loss: 1.9651, grad_norm: 2.8705 2021-03-09 17:38:20,777 - mmaction - INFO - Epoch [86][260/940] lr: 4.000e-02, eta: 15:12:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7809, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.9061 2021-03-09 17:38:38,267 - mmaction - INFO - Epoch [86][280/940] lr: 4.000e-02, eta: 15:11:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5432, top5_acc: 0.7732, loss_cls: 1.9534, loss: 1.9534, grad_norm: 2.9271 2021-03-09 17:38:55,775 - mmaction - INFO - Epoch [86][300/940] lr: 4.000e-02, eta: 15:11:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5436, top5_acc: 0.7752, loss_cls: 1.9465, loss: 1.9465, grad_norm: 2.8944 2021-03-09 17:39:13,305 - mmaction - INFO - Epoch [86][320/940] lr: 4.000e-02, eta: 15:11:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7748, loss_cls: 1.9282, loss: 1.9282, grad_norm: 2.8890 2021-03-09 17:39:30,799 - mmaction - INFO - Epoch [86][340/940] lr: 4.000e-02, eta: 15:11:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7697, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.8400 2021-03-09 17:39:48,286 - mmaction - INFO - Epoch [86][360/940] lr: 4.000e-02, eta: 15:10:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7840, loss_cls: 1.9366, loss: 1.9366, grad_norm: 2.9336 2021-03-09 17:40:05,779 - mmaction - INFO - Epoch [86][380/940] lr: 4.000e-02, eta: 15:10:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5604, top5_acc: 0.7742, loss_cls: 1.9214, loss: 1.9214, grad_norm: 2.8544 2021-03-09 17:40:23,291 - mmaction - INFO - Epoch [86][400/940] lr: 4.000e-02, eta: 15:10:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7676, loss_cls: 1.9756, loss: 1.9756, grad_norm: 2.8871 2021-03-09 17:40:40,778 - mmaction - INFO - Epoch [86][420/940] lr: 4.000e-02, eta: 15:09:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5381, top5_acc: 0.7627, loss_cls: 1.9849, loss: 1.9849, grad_norm: 2.9463 2021-03-09 17:40:58,290 - mmaction - INFO - Epoch [86][440/940] lr: 4.000e-02, eta: 15:09:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5615, top5_acc: 0.7799, loss_cls: 1.9158, loss: 1.9158, grad_norm: 2.8844 2021-03-09 17:41:15,799 - mmaction - INFO - Epoch [86][460/940] lr: 4.000e-02, eta: 15:09:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5604, top5_acc: 0.7783, loss_cls: 1.9095, loss: 1.9095, grad_norm: 2.8381 2021-03-09 17:41:33,302 - mmaction - INFO - Epoch [86][480/940] lr: 4.000e-02, eta: 15:08:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7676, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.8666 2021-03-09 17:41:50,814 - mmaction - INFO - Epoch [86][500/940] lr: 4.000e-02, eta: 15:08:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7740, loss_cls: 1.9316, loss: 1.9316, grad_norm: 2.8822 2021-03-09 17:42:08,312 - mmaction - INFO - Epoch [86][520/940] lr: 4.000e-02, eta: 15:08:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7717, loss_cls: 1.9647, loss: 1.9647, grad_norm: 2.8969 2021-03-09 17:42:25,821 - mmaction - INFO - Epoch [86][540/940] lr: 4.000e-02, eta: 15:07:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7732, loss_cls: 1.9388, loss: 1.9388, grad_norm: 2.8904 2021-03-09 17:42:43,334 - mmaction - INFO - Epoch [86][560/940] lr: 4.000e-02, eta: 15:07:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7701, loss_cls: 1.9545, loss: 1.9545, grad_norm: 2.9209 2021-03-09 17:43:00,836 - mmaction - INFO - Epoch [86][580/940] lr: 4.000e-02, eta: 15:07:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7645, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.9006 2021-03-09 17:43:18,348 - mmaction - INFO - Epoch [86][600/940] lr: 4.000e-02, eta: 15:07:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7764, loss_cls: 1.9388, loss: 1.9388, grad_norm: 2.9431 2021-03-09 17:43:35,864 - mmaction - INFO - Epoch [86][620/940] lr: 4.000e-02, eta: 15:06:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7598, loss_cls: 1.9932, loss: 1.9932, grad_norm: 2.8514 2021-03-09 17:43:53,368 - mmaction - INFO - Epoch [86][640/940] lr: 4.000e-02, eta: 15:06:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7701, loss_cls: 1.9541, loss: 1.9541, grad_norm: 2.9178 2021-03-09 17:44:10,859 - mmaction - INFO - Epoch [86][660/940] lr: 4.000e-02, eta: 15:06:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7668, loss_cls: 1.9771, loss: 1.9771, grad_norm: 2.9517 2021-03-09 17:44:28,372 - mmaction - INFO - Epoch [86][680/940] lr: 4.000e-02, eta: 15:05:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5324, top5_acc: 0.7594, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.9683 2021-03-09 17:44:45,868 - mmaction - INFO - Epoch [86][700/940] lr: 4.000e-02, eta: 15:05:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7754, loss_cls: 1.9381, loss: 1.9381, grad_norm: 2.8998 2021-03-09 17:45:03,377 - mmaction - INFO - Epoch [86][720/940] lr: 4.000e-02, eta: 15:05:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7645, loss_cls: 2.0003, loss: 2.0003, grad_norm: 2.9010 2021-03-09 17:45:20,894 - mmaction - INFO - Epoch [86][740/940] lr: 4.000e-02, eta: 15:04:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5377, top5_acc: 0.7699, loss_cls: 1.9731, loss: 1.9731, grad_norm: 2.8737 2021-03-09 17:45:38,400 - mmaction - INFO - Epoch [86][760/940] lr: 4.000e-02, eta: 15:04:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5373, top5_acc: 0.7602, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.9137 2021-03-09 17:45:55,909 - mmaction - INFO - Epoch [86][780/940] lr: 4.000e-02, eta: 15:04:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5406, top5_acc: 0.7664, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.9131 2021-03-09 17:46:13,403 - mmaction - INFO - Epoch [86][800/940] lr: 4.000e-02, eta: 15:03:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5400, top5_acc: 0.7695, loss_cls: 2.0063, loss: 2.0063, grad_norm: 2.9363 2021-03-09 17:46:30,907 - mmaction - INFO - Epoch [86][820/940] lr: 4.000e-02, eta: 15:03:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7684, loss_cls: 1.9634, loss: 1.9634, grad_norm: 2.8546 2021-03-09 17:46:48,424 - mmaction - INFO - Epoch [86][840/940] lr: 4.000e-02, eta: 15:03:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7762, loss_cls: 1.9525, loss: 1.9525, grad_norm: 2.8960 2021-03-09 17:47:05,926 - mmaction - INFO - Epoch [86][860/940] lr: 4.000e-02, eta: 15:03:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7686, loss_cls: 1.9591, loss: 1.9591, grad_norm: 2.8685 2021-03-09 17:47:23,440 - mmaction - INFO - Epoch [86][880/940] lr: 4.000e-02, eta: 15:02:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7695, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.8697 2021-03-09 17:47:40,944 - mmaction - INFO - Epoch [86][900/940] lr: 4.000e-02, eta: 15:02:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7672, loss_cls: 1.9529, loss: 1.9529, grad_norm: 2.8663 2021-03-09 17:47:58,464 - mmaction - INFO - Epoch [86][920/940] lr: 4.000e-02, eta: 15:02:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5521, top5_acc: 0.7648, loss_cls: 1.9536, loss: 1.9536, grad_norm: 2.9362 2021-03-09 17:48:15,452 - mmaction - INFO - Epoch [86][940/940] lr: 4.000e-02, eta: 15:01:49, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5485, top5_acc: 0.7733, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.8410 2021-03-09 17:48:16,570 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-03-09 17:48:54,327 - mmaction - INFO - Epoch [87][20/940] lr: 4.000e-02, eta: 15:01:46, time: 1.850, data_time: 0.953, memory: 8896, top1_acc: 0.5600, top5_acc: 0.7773, loss_cls: 1.9135, loss: 1.9135, grad_norm: 2.9198 2021-03-09 17:49:11,869 - mmaction - INFO - Epoch [87][40/940] lr: 4.000e-02, eta: 15:01:27, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7664, loss_cls: 1.9450, loss: 1.9450, grad_norm: 2.9179 2021-03-09 17:49:29,386 - mmaction - INFO - Epoch [87][60/940] lr: 4.000e-02, eta: 15:01:09, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5395, top5_acc: 0.7701, loss_cls: 1.9819, loss: 1.9819, grad_norm: 2.9105 2021-03-09 17:49:46,893 - mmaction - INFO - Epoch [87][80/940] lr: 4.000e-02, eta: 15:00:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7723, loss_cls: 1.9439, loss: 1.9439, grad_norm: 2.8574 2021-03-09 17:50:04,410 - mmaction - INFO - Epoch [87][100/940] lr: 4.000e-02, eta: 15:00:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7803, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.9135 2021-03-09 17:50:21,914 - mmaction - INFO - Epoch [87][120/940] lr: 4.000e-02, eta: 15:00:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7674, loss_cls: 1.9547, loss: 1.9547, grad_norm: 2.8928 2021-03-09 17:50:39,421 - mmaction - INFO - Epoch [87][140/940] lr: 4.000e-02, eta: 14:59:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7750, loss_cls: 1.9473, loss: 1.9473, grad_norm: 2.9933 2021-03-09 17:50:56,927 - mmaction - INFO - Epoch [87][160/940] lr: 4.000e-02, eta: 14:59:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7693, loss_cls: 1.9482, loss: 1.9482, grad_norm: 2.9687 2021-03-09 17:51:14,436 - mmaction - INFO - Epoch [87][180/940] lr: 4.000e-02, eta: 14:59:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5506, top5_acc: 0.7615, loss_cls: 1.9929, loss: 1.9929, grad_norm: 2.8941 2021-03-09 17:51:31,942 - mmaction - INFO - Epoch [87][200/940] lr: 4.000e-02, eta: 14:59:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7645, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.8910 2021-03-09 17:51:49,454 - mmaction - INFO - Epoch [87][220/940] lr: 4.000e-02, eta: 14:58:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7766, loss_cls: 1.9541, loss: 1.9541, grad_norm: 2.9101 2021-03-09 17:52:06,949 - mmaction - INFO - Epoch [87][240/940] lr: 4.000e-02, eta: 14:58:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5598, top5_acc: 0.7730, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.8880 2021-03-09 17:52:24,464 - mmaction - INFO - Epoch [87][260/940] lr: 4.000e-02, eta: 14:58:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5600, top5_acc: 0.7736, loss_cls: 1.8984, loss: 1.8984, grad_norm: 2.8585 2021-03-09 17:52:41,974 - mmaction - INFO - Epoch [87][280/940] lr: 4.000e-02, eta: 14:57:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7795, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.9759 2021-03-09 17:52:59,482 - mmaction - INFO - Epoch [87][300/940] lr: 4.000e-02, eta: 14:57:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5666, top5_acc: 0.7838, loss_cls: 1.8748, loss: 1.8748, grad_norm: 2.8481 2021-03-09 17:53:17,012 - mmaction - INFO - Epoch [87][320/940] lr: 4.000e-02, eta: 14:57:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7760, loss_cls: 1.9428, loss: 1.9428, grad_norm: 2.9484 2021-03-09 17:53:34,517 - mmaction - INFO - Epoch [87][340/940] lr: 4.000e-02, eta: 14:56:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5549, top5_acc: 0.7662, loss_cls: 1.9454, loss: 1.9454, grad_norm: 2.8503 2021-03-09 17:53:52,014 - mmaction - INFO - Epoch [87][360/940] lr: 4.000e-02, eta: 14:56:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7645, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.8844 2021-03-09 17:54:09,510 - mmaction - INFO - Epoch [87][380/940] lr: 4.000e-02, eta: 14:56:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7660, loss_cls: 1.9942, loss: 1.9942, grad_norm: 2.9566 2021-03-09 17:54:27,012 - mmaction - INFO - Epoch [87][400/940] lr: 4.000e-02, eta: 14:55:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5547, top5_acc: 0.7693, loss_cls: 1.9526, loss: 1.9526, grad_norm: 2.9341 2021-03-09 17:54:44,516 - mmaction - INFO - Epoch [87][420/940] lr: 4.000e-02, eta: 14:55:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5561, top5_acc: 0.7766, loss_cls: 1.9288, loss: 1.9288, grad_norm: 2.7994 2021-03-09 17:55:02,013 - mmaction - INFO - Epoch [87][440/940] lr: 4.000e-02, eta: 14:55:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7818, loss_cls: 1.9236, loss: 1.9236, grad_norm: 2.8456 2021-03-09 17:55:19,533 - mmaction - INFO - Epoch [87][460/940] lr: 4.000e-02, eta: 14:55:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7750, loss_cls: 1.9484, loss: 1.9484, grad_norm: 2.8355 2021-03-09 17:55:37,020 - mmaction - INFO - Epoch [87][480/940] lr: 4.000e-02, eta: 14:54:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7639, loss_cls: 2.0024, loss: 2.0024, grad_norm: 2.9023 2021-03-09 17:55:54,516 - mmaction - INFO - Epoch [87][500/940] lr: 4.000e-02, eta: 14:54:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5590, top5_acc: 0.7773, loss_cls: 1.9034, loss: 1.9034, grad_norm: 2.9116 2021-03-09 17:56:12,027 - mmaction - INFO - Epoch [87][520/940] lr: 4.000e-02, eta: 14:54:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7713, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.9178 2021-03-09 17:56:29,523 - mmaction - INFO - Epoch [87][540/940] lr: 4.000e-02, eta: 14:53:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5365, top5_acc: 0.7693, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.9822 2021-03-09 17:56:47,023 - mmaction - INFO - Epoch [87][560/940] lr: 4.000e-02, eta: 14:53:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5363, top5_acc: 0.7584, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.8649 2021-03-09 17:57:04,533 - mmaction - INFO - Epoch [87][580/940] lr: 4.000e-02, eta: 14:53:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7627, loss_cls: 2.0014, loss: 2.0014, grad_norm: 2.8494 2021-03-09 17:57:22,022 - mmaction - INFO - Epoch [87][600/940] lr: 4.000e-02, eta: 14:52:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5566, top5_acc: 0.7717, loss_cls: 1.9318, loss: 1.9318, grad_norm: 2.9211 2021-03-09 17:57:39,524 - mmaction - INFO - Epoch [87][620/940] lr: 4.000e-02, eta: 14:52:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7754, loss_cls: 1.9710, loss: 1.9710, grad_norm: 2.9474 2021-03-09 17:57:57,031 - mmaction - INFO - Epoch [87][640/940] lr: 4.000e-02, eta: 14:52:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5445, top5_acc: 0.7641, loss_cls: 1.9849, loss: 1.9849, grad_norm: 2.8853 2021-03-09 17:58:14,544 - mmaction - INFO - Epoch [87][660/940] lr: 4.000e-02, eta: 14:51:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7705, loss_cls: 1.9750, loss: 1.9750, grad_norm: 2.9118 2021-03-09 17:58:32,045 - mmaction - INFO - Epoch [87][680/940] lr: 4.000e-02, eta: 14:51:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7670, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.8914 2021-03-09 17:58:49,552 - mmaction - INFO - Epoch [87][700/940] lr: 4.000e-02, eta: 14:51:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5615, top5_acc: 0.7758, loss_cls: 1.9102, loss: 1.9102, grad_norm: 2.8608 2021-03-09 17:59:07,043 - mmaction - INFO - Epoch [87][720/940] lr: 4.000e-02, eta: 14:51:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5494, top5_acc: 0.7773, loss_cls: 1.9345, loss: 1.9345, grad_norm: 2.8891 2021-03-09 17:59:24,534 - mmaction - INFO - Epoch [87][740/940] lr: 4.000e-02, eta: 14:50:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5672, top5_acc: 0.7807, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.8622 2021-03-09 17:59:42,044 - mmaction - INFO - Epoch [87][760/940] lr: 4.000e-02, eta: 14:50:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7652, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.9206 2021-03-09 17:59:59,540 - mmaction - INFO - Epoch [87][780/940] lr: 4.000e-02, eta: 14:50:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5451, top5_acc: 0.7717, loss_cls: 1.9582, loss: 1.9582, grad_norm: 2.9200 2021-03-09 18:00:21,053 - mmaction - INFO - Epoch [87][800/940] lr: 4.000e-02, eta: 14:49:53, time: 1.070, data_time: 0.002, memory: 8896, top1_acc: 0.5492, top5_acc: 0.7680, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.9014 2021-03-09 18:00:38,546 - mmaction - INFO - Epoch [87][820/940] lr: 4.000e-02, eta: 14:49:35, time: 0.881, data_time: 0.008, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7738, loss_cls: 1.9385, loss: 1.9385, grad_norm: 2.8764 2021-03-09 18:00:56,042 - mmaction - INFO - Epoch [87][840/940] lr: 4.000e-02, eta: 14:49:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5455, top5_acc: 0.7617, loss_cls: 1.9866, loss: 1.9866, grad_norm: 2.9159 2021-03-09 18:01:13,558 - mmaction - INFO - Epoch [87][860/940] lr: 4.000e-02, eta: 14:48:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7668, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.8670 2021-03-09 18:01:31,074 - mmaction - INFO - Epoch [87][880/940] lr: 4.000e-02, eta: 14:48:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5584, top5_acc: 0.7713, loss_cls: 1.9457, loss: 1.9457, grad_norm: 2.9216 2021-03-09 18:01:48,574 - mmaction - INFO - Epoch [87][900/940] lr: 4.000e-02, eta: 14:48:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5490, top5_acc: 0.7695, loss_cls: 1.9625, loss: 1.9625, grad_norm: 2.8896 2021-03-09 18:02:06,086 - mmaction - INFO - Epoch [87][920/940] lr: 4.000e-02, eta: 14:48:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7777, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.8490 2021-03-09 18:02:23,066 - mmaction - INFO - Epoch [87][940/940] lr: 4.000e-02, eta: 14:47:44, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.5463, top5_acc: 0.7664, loss_cls: 1.9936, loss: 1.9936, grad_norm: 2.9657 2021-03-09 18:02:38,461 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-03-09 18:04:07,486 - mmaction - INFO - Epoch [88][20/940] lr: 4.000e-02, eta: 14:48:16, time: 4.373, data_time: 3.471, memory: 8896, top1_acc: 0.5391, top5_acc: 0.7738, loss_cls: 1.9447, loss: 1.9447, grad_norm: 2.8921 2021-03-09 18:04:25,033 - mmaction - INFO - Epoch [88][40/940] lr: 4.000e-02, eta: 14:47:58, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7676, loss_cls: 1.9846, loss: 1.9846, grad_norm: 2.9132 2021-03-09 18:04:42,558 - mmaction - INFO - Epoch [88][60/940] lr: 4.000e-02, eta: 14:47:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7734, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.9301 2021-03-09 18:05:00,073 - mmaction - INFO - Epoch [88][80/940] lr: 4.000e-02, eta: 14:47:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7672, loss_cls: 1.9486, loss: 1.9486, grad_norm: 2.9170 2021-03-09 18:05:17,567 - mmaction - INFO - Epoch [88][100/940] lr: 4.000e-02, eta: 14:47:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5531, top5_acc: 0.7773, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.8963 2021-03-09 18:05:35,068 - mmaction - INFO - Epoch [88][120/940] lr: 4.000e-02, eta: 14:46:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7697, loss_cls: 1.9639, loss: 1.9639, grad_norm: 2.9326 2021-03-09 18:05:52,581 - mmaction - INFO - Epoch [88][140/940] lr: 4.000e-02, eta: 14:46:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7643, loss_cls: 1.9717, loss: 1.9717, grad_norm: 2.8668 2021-03-09 18:06:10,075 - mmaction - INFO - Epoch [88][160/940] lr: 4.000e-02, eta: 14:46:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7709, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.8954 2021-03-09 18:06:27,571 - mmaction - INFO - Epoch [88][180/940] lr: 4.000e-02, eta: 14:45:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5607, top5_acc: 0.7787, loss_cls: 1.8900, loss: 1.8900, grad_norm: 2.8578 2021-03-09 18:06:45,069 - mmaction - INFO - Epoch [88][200/940] lr: 4.000e-02, eta: 14:45:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5535, top5_acc: 0.7770, loss_cls: 1.9138, loss: 1.9138, grad_norm: 2.8686 2021-03-09 18:07:02,567 - mmaction - INFO - Epoch [88][220/940] lr: 4.000e-02, eta: 14:45:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7641, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.8623 2021-03-09 18:07:20,080 - mmaction - INFO - Epoch [88][240/940] lr: 4.000e-02, eta: 14:44:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7656, loss_cls: 1.9738, loss: 1.9738, grad_norm: 2.9136 2021-03-09 18:07:37,582 - mmaction - INFO - Epoch [88][260/940] lr: 4.000e-02, eta: 14:44:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5559, top5_acc: 0.7820, loss_cls: 1.8971, loss: 1.8971, grad_norm: 2.9225 2021-03-09 18:07:55,078 - mmaction - INFO - Epoch [88][280/940] lr: 4.000e-02, eta: 14:44:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7605, loss_cls: 1.9874, loss: 1.9874, grad_norm: 2.9484 2021-03-09 18:08:12,594 - mmaction - INFO - Epoch [88][300/940] lr: 4.000e-02, eta: 14:43:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7609, loss_cls: 1.9812, loss: 1.9812, grad_norm: 2.9165 2021-03-09 18:08:30,089 - mmaction - INFO - Epoch [88][320/940] lr: 4.000e-02, eta: 14:43:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7705, loss_cls: 1.9535, loss: 1.9535, grad_norm: 2.9264 2021-03-09 18:08:47,577 - mmaction - INFO - Epoch [88][340/940] lr: 4.000e-02, eta: 14:43:23, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5510, top5_acc: 0.7775, loss_cls: 1.9230, loss: 1.9230, grad_norm: 2.8786 2021-03-09 18:09:05,081 - mmaction - INFO - Epoch [88][360/940] lr: 4.000e-02, eta: 14:43:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7682, loss_cls: 1.9739, loss: 1.9739, grad_norm: 2.9379 2021-03-09 18:09:22,589 - mmaction - INFO - Epoch [88][380/940] lr: 4.000e-02, eta: 14:42:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5594, top5_acc: 0.7773, loss_cls: 1.9199, loss: 1.9199, grad_norm: 2.9398 2021-03-09 18:09:40,095 - mmaction - INFO - Epoch [88][400/940] lr: 4.000e-02, eta: 14:42:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5568, top5_acc: 0.7787, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.9305 2021-03-09 18:09:57,597 - mmaction - INFO - Epoch [88][420/940] lr: 4.000e-02, eta: 14:42:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5422, top5_acc: 0.7646, loss_cls: 2.0059, loss: 2.0059, grad_norm: 2.9273 2021-03-09 18:10:15,130 - mmaction - INFO - Epoch [88][440/940] lr: 4.000e-02, eta: 14:41:51, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5469, top5_acc: 0.7727, loss_cls: 1.9498, loss: 1.9498, grad_norm: 2.8370 2021-03-09 18:10:32,636 - mmaction - INFO - Epoch [88][460/940] lr: 4.000e-02, eta: 14:41:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5434, top5_acc: 0.7576, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.8815 2021-03-09 18:10:50,138 - mmaction - INFO - Epoch [88][480/940] lr: 4.000e-02, eta: 14:41:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7713, loss_cls: 1.9247, loss: 1.9247, grad_norm: 2.8398 2021-03-09 18:11:07,772 - mmaction - INFO - Epoch [88][500/940] lr: 4.000e-02, eta: 14:40:56, time: 0.882, data_time: 0.009, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7752, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.8703 2021-03-09 18:11:25,282 - mmaction - INFO - Epoch [88][520/940] lr: 4.000e-02, eta: 14:40:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5568, top5_acc: 0.7730, loss_cls: 1.9376, loss: 1.9376, grad_norm: 2.9182 2021-03-09 18:11:42,779 - mmaction - INFO - Epoch [88][540/940] lr: 4.000e-02, eta: 14:40:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5543, top5_acc: 0.7803, loss_cls: 1.9040, loss: 1.9040, grad_norm: 2.9398 2021-03-09 18:12:00,257 - mmaction - INFO - Epoch [88][560/940] lr: 4.000e-02, eta: 14:40:01, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5398, top5_acc: 0.7652, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.9633 2021-03-09 18:12:17,771 - mmaction - INFO - Epoch [88][580/940] lr: 4.000e-02, eta: 14:39:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7707, loss_cls: 1.9608, loss: 1.9608, grad_norm: 2.9377 2021-03-09 18:12:35,271 - mmaction - INFO - Epoch [88][600/940] lr: 4.000e-02, eta: 14:39:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7717, loss_cls: 1.9519, loss: 1.9519, grad_norm: 2.9308 2021-03-09 18:12:52,766 - mmaction - INFO - Epoch [88][620/940] lr: 4.000e-02, eta: 14:39:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5512, top5_acc: 0.7680, loss_cls: 1.9484, loss: 1.9484, grad_norm: 2.9042 2021-03-09 18:13:10,269 - mmaction - INFO - Epoch [88][640/940] lr: 4.000e-02, eta: 14:38:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5287, top5_acc: 0.7557, loss_cls: 2.0605, loss: 2.0605, grad_norm: 2.9240 2021-03-09 18:13:27,766 - mmaction - INFO - Epoch [88][660/940] lr: 4.000e-02, eta: 14:38:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5443, top5_acc: 0.7648, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.8834 2021-03-09 18:13:45,256 - mmaction - INFO - Epoch [88][680/940] lr: 4.000e-02, eta: 14:38:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7688, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.8893 2021-03-09 18:14:02,753 - mmaction - INFO - Epoch [88][700/940] lr: 4.000e-02, eta: 14:37:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7678, loss_cls: 1.9517, loss: 1.9517, grad_norm: 2.8129 2021-03-09 18:14:20,249 - mmaction - INFO - Epoch [88][720/940] lr: 4.000e-02, eta: 14:37:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7703, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.9335 2021-03-09 18:14:37,759 - mmaction - INFO - Epoch [88][740/940] lr: 4.000e-02, eta: 14:37:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5541, top5_acc: 0.7730, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.9187 2021-03-09 18:14:55,269 - mmaction - INFO - Epoch [88][760/940] lr: 4.000e-02, eta: 14:36:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5461, top5_acc: 0.7668, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.9313 2021-03-09 18:15:12,785 - mmaction - INFO - Epoch [88][780/940] lr: 4.000e-02, eta: 14:36:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5559, top5_acc: 0.7828, loss_cls: 1.9172, loss: 1.9172, grad_norm: 2.8724 2021-03-09 18:15:30,298 - mmaction - INFO - Epoch [88][800/940] lr: 4.000e-02, eta: 14:36:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7758, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.9723 2021-03-09 18:15:47,817 - mmaction - INFO - Epoch [88][820/940] lr: 4.000e-02, eta: 14:36:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5557, top5_acc: 0.7646, loss_cls: 1.9665, loss: 1.9665, grad_norm: 2.8533 2021-03-09 18:16:05,336 - mmaction - INFO - Epoch [88][840/940] lr: 4.000e-02, eta: 14:35:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5514, top5_acc: 0.7764, loss_cls: 1.9493, loss: 1.9493, grad_norm: 2.9356 2021-03-09 18:16:22,814 - mmaction - INFO - Epoch [88][860/940] lr: 4.000e-02, eta: 14:35:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7672, loss_cls: 1.9496, loss: 1.9496, grad_norm: 2.9425 2021-03-09 18:16:40,322 - mmaction - INFO - Epoch [88][880/940] lr: 4.000e-02, eta: 14:35:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7664, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.9188 2021-03-09 18:16:57,813 - mmaction - INFO - Epoch [88][900/940] lr: 4.000e-02, eta: 14:34:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7713, loss_cls: 1.9598, loss: 1.9598, grad_norm: 2.8951 2021-03-09 18:17:15,307 - mmaction - INFO - Epoch [88][920/940] lr: 4.000e-02, eta: 14:34:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7697, loss_cls: 1.9764, loss: 1.9764, grad_norm: 2.8887 2021-03-09 18:17:32,263 - mmaction - INFO - Epoch [88][940/940] lr: 4.000e-02, eta: 14:34:12, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5404, top5_acc: 0.7670, loss_cls: 1.9604, loss: 1.9604, grad_norm: 2.9482 2021-03-09 18:17:32,946 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-03-09 18:18:09,466 - mmaction - INFO - Epoch [89][20/940] lr: 4.000e-02, eta: 14:34:06, time: 1.795, data_time: 0.879, memory: 8896, top1_acc: 0.5428, top5_acc: 0.7734, loss_cls: 1.9476, loss: 1.9476, grad_norm: 2.9143 2021-03-09 18:18:26,989 - mmaction - INFO - Epoch [89][40/940] lr: 4.000e-02, eta: 14:33:48, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.5582, top5_acc: 0.7723, loss_cls: 1.9215, loss: 1.9215, grad_norm: 2.8519 2021-03-09 18:18:44,521 - mmaction - INFO - Epoch [89][60/940] lr: 4.000e-02, eta: 14:33:30, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5500, top5_acc: 0.7625, loss_cls: 1.9394, loss: 1.9394, grad_norm: 2.9238 2021-03-09 18:19:02,029 - mmaction - INFO - Epoch [89][80/940] lr: 4.000e-02, eta: 14:33:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7803, loss_cls: 1.9231, loss: 1.9231, grad_norm: 2.9306 2021-03-09 18:19:19,543 - mmaction - INFO - Epoch [89][100/940] lr: 4.000e-02, eta: 14:32:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7689, loss_cls: 1.9715, loss: 1.9715, grad_norm: 2.9440 2021-03-09 18:19:37,047 - mmaction - INFO - Epoch [89][120/940] lr: 4.000e-02, eta: 14:32:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5545, top5_acc: 0.7812, loss_cls: 1.9301, loss: 1.9301, grad_norm: 2.9029 2021-03-09 18:19:54,587 - mmaction - INFO - Epoch [89][140/940] lr: 4.000e-02, eta: 14:32:16, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5387, top5_acc: 0.7674, loss_cls: 1.9689, loss: 1.9689, grad_norm: 2.9135 2021-03-09 18:20:12,082 - mmaction - INFO - Epoch [89][160/940] lr: 4.000e-02, eta: 14:31:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5502, top5_acc: 0.7713, loss_cls: 1.9236, loss: 1.9236, grad_norm: 2.8501 2021-03-09 18:20:29,571 - mmaction - INFO - Epoch [89][180/940] lr: 4.000e-02, eta: 14:31:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5627, top5_acc: 0.7725, loss_cls: 1.8950, loss: 1.8950, grad_norm: 2.8371 2021-03-09 18:20:47,071 - mmaction - INFO - Epoch [89][200/940] lr: 4.000e-02, eta: 14:31:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5625, top5_acc: 0.7744, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.9279 2021-03-09 18:21:04,558 - mmaction - INFO - Epoch [89][220/940] lr: 4.000e-02, eta: 14:31:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5371, top5_acc: 0.7566, loss_cls: 2.0241, loss: 2.0241, grad_norm: 2.9488 2021-03-09 18:21:22,051 - mmaction - INFO - Epoch [89][240/940] lr: 4.000e-02, eta: 14:30:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5564, top5_acc: 0.7766, loss_cls: 1.9055, loss: 1.9055, grad_norm: 2.8786 2021-03-09 18:21:39,540 - mmaction - INFO - Epoch [89][260/940] lr: 4.000e-02, eta: 14:30:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7658, loss_cls: 1.9978, loss: 1.9978, grad_norm: 2.8873 2021-03-09 18:21:57,037 - mmaction - INFO - Epoch [89][280/940] lr: 4.000e-02, eta: 14:30:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5516, top5_acc: 0.7766, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.8912 2021-03-09 18:22:14,540 - mmaction - INFO - Epoch [89][300/940] lr: 4.000e-02, eta: 14:29:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7656, loss_cls: 1.9863, loss: 1.9863, grad_norm: 2.8931 2021-03-09 18:22:32,035 - mmaction - INFO - Epoch [89][320/940] lr: 4.000e-02, eta: 14:29:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5586, top5_acc: 0.7811, loss_cls: 1.9161, loss: 1.9161, grad_norm: 2.9072 2021-03-09 18:22:49,526 - mmaction - INFO - Epoch [89][340/940] lr: 4.000e-02, eta: 14:29:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7707, loss_cls: 1.9468, loss: 1.9468, grad_norm: 2.9264 2021-03-09 18:23:07,018 - mmaction - INFO - Epoch [89][360/940] lr: 4.000e-02, eta: 14:28:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5563, top5_acc: 0.7838, loss_cls: 1.9046, loss: 1.9046, grad_norm: 2.9360 2021-03-09 18:23:24,515 - mmaction - INFO - Epoch [89][380/940] lr: 4.000e-02, eta: 14:28:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5459, top5_acc: 0.7686, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.8953 2021-03-09 18:23:42,027 - mmaction - INFO - Epoch [89][400/940] lr: 4.000e-02, eta: 14:28:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7643, loss_cls: 1.9755, loss: 1.9755, grad_norm: 2.9496 2021-03-09 18:23:59,534 - mmaction - INFO - Epoch [89][420/940] lr: 4.000e-02, eta: 14:27:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5516, top5_acc: 0.7766, loss_cls: 1.9320, loss: 1.9320, grad_norm: 2.9140 2021-03-09 18:24:17,027 - mmaction - INFO - Epoch [89][440/940] lr: 4.000e-02, eta: 14:27:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5414, top5_acc: 0.7639, loss_cls: 1.9943, loss: 1.9943, grad_norm: 2.8724 2021-03-09 18:24:34,521 - mmaction - INFO - Epoch [89][460/940] lr: 4.000e-02, eta: 14:27:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7768, loss_cls: 1.9292, loss: 1.9292, grad_norm: 2.8805 2021-03-09 18:24:52,005 - mmaction - INFO - Epoch [89][480/940] lr: 4.000e-02, eta: 14:27:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7621, loss_cls: 1.9987, loss: 1.9987, grad_norm: 2.9810 2021-03-09 18:25:09,500 - mmaction - INFO - Epoch [89][500/940] lr: 4.000e-02, eta: 14:26:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5473, top5_acc: 0.7664, loss_cls: 1.9830, loss: 1.9830, grad_norm: 2.8941 2021-03-09 18:25:26,999 - mmaction - INFO - Epoch [89][520/940] lr: 4.000e-02, eta: 14:26:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5504, top5_acc: 0.7719, loss_cls: 1.9506, loss: 1.9506, grad_norm: 2.9100 2021-03-09 18:25:44,508 - mmaction - INFO - Epoch [89][540/940] lr: 4.000e-02, eta: 14:26:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5576, top5_acc: 0.7697, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.9480 2021-03-09 18:26:02,021 - mmaction - INFO - Epoch [89][560/940] lr: 4.000e-02, eta: 14:25:51, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5600, top5_acc: 0.7770, loss_cls: 1.8923, loss: 1.8923, grad_norm: 2.8763 2021-03-09 18:26:19,546 - mmaction - INFO - Epoch [89][580/940] lr: 4.000e-02, eta: 14:25:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7752, loss_cls: 1.9543, loss: 1.9543, grad_norm: 2.9749 2021-03-09 18:26:37,046 - mmaction - INFO - Epoch [89][600/940] lr: 4.000e-02, eta: 14:25:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5354, top5_acc: 0.7645, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.9410 2021-03-09 18:26:54,568 - mmaction - INFO - Epoch [89][620/940] lr: 4.000e-02, eta: 14:24:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7699, loss_cls: 1.9885, loss: 1.9885, grad_norm: 2.9466 2021-03-09 18:27:12,070 - mmaction - INFO - Epoch [89][640/940] lr: 4.000e-02, eta: 14:24:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7775, loss_cls: 1.9273, loss: 1.9273, grad_norm: 2.9287 2021-03-09 18:27:29,577 - mmaction - INFO - Epoch [89][660/940] lr: 4.000e-02, eta: 14:24:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7629, loss_cls: 1.9967, loss: 1.9967, grad_norm: 2.9635 2021-03-09 18:27:47,090 - mmaction - INFO - Epoch [89][680/940] lr: 4.000e-02, eta: 14:24:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7660, loss_cls: 1.9742, loss: 1.9742, grad_norm: 2.9109 2021-03-09 18:28:04,619 - mmaction - INFO - Epoch [89][700/940] lr: 4.000e-02, eta: 14:23:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5602, top5_acc: 0.7762, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.8452 2021-03-09 18:28:22,134 - mmaction - INFO - Epoch [89][720/940] lr: 4.000e-02, eta: 14:23:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7621, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.9344 2021-03-09 18:28:39,636 - mmaction - INFO - Epoch [89][740/940] lr: 4.000e-02, eta: 14:23:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5482, top5_acc: 0.7773, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.8532 2021-03-09 18:28:57,134 - mmaction - INFO - Epoch [89][760/940] lr: 4.000e-02, eta: 14:22:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5607, top5_acc: 0.7764, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.8670 2021-03-09 18:29:14,632 - mmaction - INFO - Epoch [89][780/940] lr: 4.000e-02, eta: 14:22:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5527, top5_acc: 0.7752, loss_cls: 1.9269, loss: 1.9269, grad_norm: 3.0068 2021-03-09 18:29:32,127 - mmaction - INFO - Epoch [89][800/940] lr: 4.000e-02, eta: 14:22:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5518, top5_acc: 0.7736, loss_cls: 1.9157, loss: 1.9157, grad_norm: 2.8775 2021-03-09 18:29:49,634 - mmaction - INFO - Epoch [89][820/940] lr: 4.000e-02, eta: 14:21:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5551, top5_acc: 0.7762, loss_cls: 1.9048, loss: 1.9048, grad_norm: 2.9623 2021-03-09 18:30:07,150 - mmaction - INFO - Epoch [89][840/940] lr: 4.000e-02, eta: 14:21:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7723, loss_cls: 1.9458, loss: 1.9458, grad_norm: 2.8921 2021-03-09 18:30:24,642 - mmaction - INFO - Epoch [89][860/940] lr: 4.000e-02, eta: 14:21:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5496, top5_acc: 0.7746, loss_cls: 1.9189, loss: 1.9189, grad_norm: 2.9412 2021-03-09 18:30:42,133 - mmaction - INFO - Epoch [89][880/940] lr: 4.000e-02, eta: 14:20:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5543, top5_acc: 0.7746, loss_cls: 1.9502, loss: 1.9502, grad_norm: 2.9692 2021-03-09 18:30:59,637 - mmaction - INFO - Epoch [89][900/940] lr: 4.000e-02, eta: 14:20:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7693, loss_cls: 1.9890, loss: 1.9890, grad_norm: 2.9986 2021-03-09 18:31:17,157 - mmaction - INFO - Epoch [89][920/940] lr: 4.000e-02, eta: 14:20:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5664, top5_acc: 0.7809, loss_cls: 1.9122, loss: 1.9122, grad_norm: 2.8225 2021-03-09 18:31:34,109 - mmaction - INFO - Epoch [89][940/940] lr: 4.000e-02, eta: 14:20:02, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7626, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.9551 2021-03-09 18:31:34,746 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-03-09 18:32:11,545 - mmaction - INFO - Epoch [90][20/940] lr: 4.000e-02, eta: 14:19:56, time: 1.799, data_time: 0.846, memory: 8896, top1_acc: 0.5580, top5_acc: 0.7770, loss_cls: 1.9220, loss: 1.9220, grad_norm: 2.8909 2021-03-09 18:32:29,107 - mmaction - INFO - Epoch [90][40/940] lr: 4.000e-02, eta: 14:19:38, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5449, top5_acc: 0.7693, loss_cls: 1.9704, loss: 1.9704, grad_norm: 2.9523 2021-03-09 18:32:46,625 - mmaction - INFO - Epoch [90][60/940] lr: 4.000e-02, eta: 14:19:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7754, loss_cls: 1.9443, loss: 1.9443, grad_norm: 2.9132 2021-03-09 18:33:04,140 - mmaction - INFO - Epoch [90][80/940] lr: 4.000e-02, eta: 14:19:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5555, top5_acc: 0.7785, loss_cls: 1.9099, loss: 1.9099, grad_norm: 2.9110 2021-03-09 18:33:21,643 - mmaction - INFO - Epoch [90][100/940] lr: 4.000e-02, eta: 14:18:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5418, top5_acc: 0.7662, loss_cls: 1.9578, loss: 1.9578, grad_norm: 2.9555 2021-03-09 18:33:39,143 - mmaction - INFO - Epoch [90][120/940] lr: 4.000e-02, eta: 14:18:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7656, loss_cls: 1.9788, loss: 1.9788, grad_norm: 2.9321 2021-03-09 18:33:56,676 - mmaction - INFO - Epoch [90][140/940] lr: 4.000e-02, eta: 14:18:06, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.5430, top5_acc: 0.7684, loss_cls: 1.9762, loss: 1.9762, grad_norm: 2.9649 2021-03-09 18:34:14,174 - mmaction - INFO - Epoch [90][160/940] lr: 4.000e-02, eta: 14:17:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7750, loss_cls: 1.9741, loss: 1.9741, grad_norm: 2.8924 2021-03-09 18:34:31,692 - mmaction - INFO - Epoch [90][180/940] lr: 4.000e-02, eta: 14:17:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.5479, top5_acc: 0.7721, loss_cls: 1.9450, loss: 1.9450, grad_norm: 2.8609 2021-03-09 18:34:49,197 - mmaction - INFO - Epoch [90][200/940] lr: 4.000e-02, eta: 14:17:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5475, top5_acc: 0.7793, loss_cls: 1.9318, loss: 1.9318, grad_norm: 2.8746 2021-03-09 18:35:06,698 - mmaction - INFO - Epoch [90][220/940] lr: 4.000e-02, eta: 14:16:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5631, top5_acc: 0.7863, loss_cls: 1.8757, loss: 1.8757, grad_norm: 2.8812 2021-03-09 18:35:24,201 - mmaction - INFO - Epoch [90][240/940] lr: 4.000e-02, eta: 14:16:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7725, loss_cls: 1.9469, loss: 1.9469, grad_norm: 2.9460 2021-03-09 18:35:41,694 - mmaction - INFO - Epoch [90][260/940] lr: 4.000e-02, eta: 14:16:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7750, loss_cls: 1.9322, loss: 1.9322, grad_norm: 2.8871 2021-03-09 18:35:59,190 - mmaction - INFO - Epoch [90][280/940] lr: 4.000e-02, eta: 14:15:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5611, top5_acc: 0.7746, loss_cls: 1.9235, loss: 1.9235, grad_norm: 2.8926 2021-03-09 18:36:16,698 - mmaction - INFO - Epoch [90][300/940] lr: 4.000e-02, eta: 14:15:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5598, top5_acc: 0.7707, loss_cls: 1.9318, loss: 1.9318, grad_norm: 2.8643 2021-03-09 18:36:34,192 - mmaction - INFO - Epoch [90][320/940] lr: 4.000e-02, eta: 14:15:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5607, top5_acc: 0.7766, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.8662 2021-03-09 18:36:51,683 - mmaction - INFO - Epoch [90][340/940] lr: 4.000e-02, eta: 14:15:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5635, top5_acc: 0.7752, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.9132 2021-03-09 18:37:09,179 - mmaction - INFO - Epoch [90][360/940] lr: 4.000e-02, eta: 14:14:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5570, top5_acc: 0.7764, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8634 2021-03-09 18:37:26,675 - mmaction - INFO - Epoch [90][380/940] lr: 4.000e-02, eta: 14:14:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5439, top5_acc: 0.7705, loss_cls: 1.9782, loss: 1.9782, grad_norm: 2.9451 2021-03-09 18:37:44,180 - mmaction - INFO - Epoch [90][400/940] lr: 4.000e-02, eta: 14:14:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5529, top5_acc: 0.7742, loss_cls: 1.9191, loss: 1.9191, grad_norm: 2.8504 2021-03-09 18:38:01,672 - mmaction - INFO - Epoch [90][420/940] lr: 4.000e-02, eta: 14:13:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7803, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.9817 2021-03-09 18:38:19,197 - mmaction - INFO - Epoch [90][440/940] lr: 4.000e-02, eta: 14:13:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.5453, top5_acc: 0.7691, loss_cls: 1.9487, loss: 1.9487, grad_norm: 2.9076 2021-03-09 18:38:36,692 - mmaction - INFO - Epoch [90][460/940] lr: 4.000e-02, eta: 14:13:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7688, loss_cls: 1.9502, loss: 1.9502, grad_norm: 2.9576 2021-03-09 18:38:54,185 - mmaction - INFO - Epoch [90][480/940] lr: 4.000e-02, eta: 14:12:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5598, top5_acc: 0.7783, loss_cls: 1.9002, loss: 1.9002, grad_norm: 2.8491 2021-03-09 18:39:11,683 - mmaction - INFO - Epoch [90][500/940] lr: 4.000e-02, eta: 14:12:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5574, top5_acc: 0.7758, loss_cls: 1.9273, loss: 1.9273, grad_norm: 2.9473 2021-03-09 18:39:29,170 - mmaction - INFO - Epoch [90][520/940] lr: 4.000e-02, eta: 14:12:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7631, loss_cls: 1.9928, loss: 1.9928, grad_norm: 2.9286 2021-03-09 18:39:46,667 - mmaction - INFO - Epoch [90][540/940] lr: 4.000e-02, eta: 14:11:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5393, top5_acc: 0.7648, loss_cls: 1.9969, loss: 1.9969, grad_norm: 2.8830 2021-03-09 18:40:04,145 - mmaction - INFO - Epoch [90][560/940] lr: 4.000e-02, eta: 14:11:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7705, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.8824 2021-03-09 18:40:21,631 - mmaction - INFO - Epoch [90][580/940] lr: 4.000e-02, eta: 14:11:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5484, top5_acc: 0.7701, loss_cls: 1.9271, loss: 1.9271, grad_norm: 2.8876 2021-03-09 18:40:39,118 - mmaction - INFO - Epoch [90][600/940] lr: 4.000e-02, eta: 14:11:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5477, top5_acc: 0.7664, loss_cls: 1.9836, loss: 1.9836, grad_norm: 2.9045 2021-03-09 18:40:56,611 - mmaction - INFO - Epoch [90][620/940] lr: 4.000e-02, eta: 14:10:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5359, top5_acc: 0.7586, loss_cls: 1.9873, loss: 1.9873, grad_norm: 2.9076 2021-03-09 18:41:14,100 - mmaction - INFO - Epoch [90][640/940] lr: 4.000e-02, eta: 14:10:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5537, top5_acc: 0.7740, loss_cls: 1.9447, loss: 1.9447, grad_norm: 2.9143 2021-03-09 18:41:31,589 - mmaction - INFO - Epoch [90][660/940] lr: 4.000e-02, eta: 14:10:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5465, top5_acc: 0.7645, loss_cls: 1.9706, loss: 1.9706, grad_norm: 2.9165 2021-03-09 18:41:49,082 - mmaction - INFO - Epoch [90][680/940] lr: 4.000e-02, eta: 14:09:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5457, top5_acc: 0.7572, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.9376 2021-03-09 18:42:06,576 - mmaction - INFO - Epoch [90][700/940] lr: 4.000e-02, eta: 14:09:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5525, top5_acc: 0.7664, loss_cls: 1.9563, loss: 1.9563, grad_norm: 2.9149 2021-03-09 18:42:24,053 - mmaction - INFO - Epoch [90][720/940] lr: 4.000e-02, eta: 14:09:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5486, top5_acc: 0.7777, loss_cls: 1.9157, loss: 1.9157, grad_norm: 2.9080 2021-03-09 18:42:41,545 - mmaction - INFO - Epoch [90][740/940] lr: 4.000e-02, eta: 14:08:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5498, top5_acc: 0.7680, loss_cls: 1.9806, loss: 1.9806, grad_norm: 2.9368 2021-03-09 18:42:59,013 - mmaction - INFO - Epoch [90][760/940] lr: 4.000e-02, eta: 14:08:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.5533, top5_acc: 0.7697, loss_cls: 1.9253, loss: 1.9253, grad_norm: 2.8977 2021-03-09 18:43:16,501 - mmaction - INFO - Epoch [90][780/940] lr: 4.000e-02, eta: 14:08:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5437, top5_acc: 0.7660, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.8501 2021-03-09 18:43:33,987 - mmaction - INFO - Epoch [90][800/940] lr: 4.000e-02, eta: 14:08:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5471, top5_acc: 0.7652, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.9579 2021-03-09 18:43:51,484 - mmaction - INFO - Epoch [90][820/940] lr: 4.000e-02, eta: 14:07:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5572, top5_acc: 0.7781, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.9682 2021-03-09 18:44:08,982 - mmaction - INFO - Epoch [90][840/940] lr: 4.000e-02, eta: 14:07:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5396, top5_acc: 0.7686, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.9459 2021-03-09 18:44:26,462 - mmaction - INFO - Epoch [90][860/940] lr: 4.000e-02, eta: 14:07:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5523, top5_acc: 0.7787, loss_cls: 1.9295, loss: 1.9295, grad_norm: 2.8368 2021-03-09 18:44:43,954 - mmaction - INFO - Epoch [90][880/940] lr: 4.000e-02, eta: 14:06:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5539, top5_acc: 0.7734, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.8605 2021-03-09 18:45:01,439 - mmaction - INFO - Epoch [90][900/940] lr: 4.000e-02, eta: 14:06:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5467, top5_acc: 0.7738, loss_cls: 1.9323, loss: 1.9323, grad_norm: 2.8957 2021-03-09 18:45:18,926 - mmaction - INFO - Epoch [90][920/940] lr: 4.000e-02, eta: 14:06:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5520, top5_acc: 0.7764, loss_cls: 1.9368, loss: 1.9368, grad_norm: 2.8895 2021-03-09 18:45:35,862 - mmaction - INFO - Epoch [90][940/940] lr: 4.000e-02, eta: 14:05:52, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.5426, top5_acc: 0.7697, loss_cls: 1.9578, loss: 1.9578, grad_norm: 2.9478 2021-03-09 18:45:36,518 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-03-09 18:46:10,219 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 18:46:11,117 - mmaction - INFO - top1_acc 0.5881 top5_acc 0.8178 2021-03-09 18:46:11,117 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 18:46:11,169 - mmaction - INFO - mean_acc 0.5880 2021-03-09 18:46:11,187 - mmaction - INFO - Epoch(val) [90][940] top1_acc: 0.5881, top5_acc: 0.8178, mean_class_accuracy: 0.5880 2021-03-09 18:46:50,039 - mmaction - INFO - Epoch [91][20/940] lr: 4.000e-03, eta: 14:05:48, time: 1.941, data_time: 1.064, memory: 8896, top1_acc: 0.5645, top5_acc: 0.7758, loss_cls: 1.8774, loss: 1.8774, grad_norm: 2.7619 2021-03-09 18:47:07,601 - mmaction - INFO - Epoch [91][40/940] lr: 4.000e-03, eta: 14:05:30, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.5734, top5_acc: 0.7898, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.7618 2021-03-09 18:47:25,115 - mmaction - INFO - Epoch [91][60/940] lr: 4.000e-03, eta: 14:05:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6045, top5_acc: 0.8010, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.6742 2021-03-09 18:47:42,618 - mmaction - INFO - Epoch [91][80/940] lr: 4.000e-03, eta: 14:04:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.5916, top5_acc: 0.7994, loss_cls: 1.7540, loss: 1.7540, grad_norm: 2.7162 2021-03-09 18:48:00,105 - mmaction - INFO - Epoch [91][100/940] lr: 4.000e-03, eta: 14:04:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6045, top5_acc: 0.8020, loss_cls: 1.7202, loss: 1.7202, grad_norm: 2.7181 2021-03-09 18:48:17,595 - mmaction - INFO - Epoch [91][120/940] lr: 4.000e-03, eta: 14:04:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6025, top5_acc: 0.8010, loss_cls: 1.7208, loss: 1.7208, grad_norm: 2.6794 2021-03-09 18:48:35,093 - mmaction - INFO - Epoch [91][140/940] lr: 4.000e-03, eta: 14:03:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6010, top5_acc: 0.8041, loss_cls: 1.7243, loss: 1.7243, grad_norm: 2.7337 2021-03-09 18:48:52,592 - mmaction - INFO - Epoch [91][160/940] lr: 4.000e-03, eta: 14:03:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.5990, top5_acc: 0.8113, loss_cls: 1.6924, loss: 1.6924, grad_norm: 2.7783 2021-03-09 18:49:10,093 - mmaction - INFO - Epoch [91][180/940] lr: 4.000e-03, eta: 14:03:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6004, top5_acc: 0.8063, loss_cls: 1.7186, loss: 1.7186, grad_norm: 2.7338 2021-03-09 18:49:27,580 - mmaction - INFO - Epoch [91][200/940] lr: 4.000e-03, eta: 14:03:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.5822, top5_acc: 0.7918, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.7995 2021-03-09 18:49:45,070 - mmaction - INFO - Epoch [91][220/940] lr: 4.000e-03, eta: 14:02:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6059, top5_acc: 0.8074, loss_cls: 1.6825, loss: 1.6825, grad_norm: 2.7742 2021-03-09 18:50:02,563 - mmaction - INFO - Epoch [91][240/940] lr: 4.000e-03, eta: 14:02:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6090, top5_acc: 0.8082, loss_cls: 1.6578, loss: 1.6578, grad_norm: 2.7527 2021-03-09 18:50:20,057 - mmaction - INFO - Epoch [91][260/940] lr: 4.000e-03, eta: 14:02:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6002, top5_acc: 0.8129, loss_cls: 1.7143, loss: 1.7143, grad_norm: 2.7617 2021-03-09 18:50:37,550 - mmaction - INFO - Epoch [91][280/940] lr: 4.000e-03, eta: 14:01:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6043, top5_acc: 0.8154, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.8162 2021-03-09 18:50:55,042 - mmaction - INFO - Epoch [91][300/940] lr: 4.000e-03, eta: 14:01:31, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6201, top5_acc: 0.8133, loss_cls: 1.6310, loss: 1.6310, grad_norm: 2.7728 2021-03-09 18:51:12,542 - mmaction - INFO - Epoch [91][320/940] lr: 4.000e-03, eta: 14:01:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6059, top5_acc: 0.8119, loss_cls: 1.6833, loss: 1.6833, grad_norm: 2.8405 2021-03-09 18:51:30,031 - mmaction - INFO - Epoch [91][340/940] lr: 4.000e-03, eta: 14:00:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6053, top5_acc: 0.8072, loss_cls: 1.6982, loss: 1.6982, grad_norm: 2.8166 2021-03-09 18:51:47,517 - mmaction - INFO - Epoch [91][360/940] lr: 4.000e-03, eta: 14:00:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6127, top5_acc: 0.8150, loss_cls: 1.6448, loss: 1.6448, grad_norm: 2.7401 2021-03-09 18:52:05,011 - mmaction - INFO - Epoch [91][380/940] lr: 4.000e-03, eta: 14:00:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6086, top5_acc: 0.8141, loss_cls: 1.6720, loss: 1.6720, grad_norm: 2.8299 2021-03-09 18:52:22,502 - mmaction - INFO - Epoch [91][400/940] lr: 4.000e-03, eta: 14:00:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6107, top5_acc: 0.8066, loss_cls: 1.6677, loss: 1.6677, grad_norm: 2.7902 2021-03-09 18:52:39,999 - mmaction - INFO - Epoch [91][420/940] lr: 4.000e-03, eta: 13:59:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6080, top5_acc: 0.8051, loss_cls: 1.6854, loss: 1.6854, grad_norm: 2.7976 2021-03-09 18:52:57,482 - mmaction - INFO - Epoch [91][440/940] lr: 4.000e-03, eta: 13:59:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6107, top5_acc: 0.8225, loss_cls: 1.6328, loss: 1.6328, grad_norm: 2.8129 2021-03-09 18:53:14,981 - mmaction - INFO - Epoch [91][460/940] lr: 4.000e-03, eta: 13:59:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6201, top5_acc: 0.8180, loss_cls: 1.6229, loss: 1.6229, grad_norm: 2.7364 2021-03-09 18:53:32,468 - mmaction - INFO - Epoch [91][480/940] lr: 4.000e-03, eta: 13:58:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6270, top5_acc: 0.8293, loss_cls: 1.5803, loss: 1.5803, grad_norm: 2.7585 2021-03-09 18:53:49,966 - mmaction - INFO - Epoch [91][500/940] lr: 4.000e-03, eta: 13:58:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6068, top5_acc: 0.8127, loss_cls: 1.6664, loss: 1.6664, grad_norm: 2.7700 2021-03-09 18:54:07,456 - mmaction - INFO - Epoch [91][520/940] lr: 4.000e-03, eta: 13:58:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6053, top5_acc: 0.8006, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.8689 2021-03-09 18:54:24,943 - mmaction - INFO - Epoch [91][540/940] lr: 4.000e-03, eta: 13:57:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6143, top5_acc: 0.8143, loss_cls: 1.6553, loss: 1.6553, grad_norm: 2.8113 2021-03-09 18:54:42,436 - mmaction - INFO - Epoch [91][560/940] lr: 4.000e-03, eta: 13:57:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6273, top5_acc: 0.8230, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.8003 2021-03-09 18:54:59,917 - mmaction - INFO - Epoch [91][580/940] lr: 4.000e-03, eta: 13:57:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6154, top5_acc: 0.8166, loss_cls: 1.6446, loss: 1.6446, grad_norm: 2.8494 2021-03-09 18:55:17,400 - mmaction - INFO - Epoch [91][600/940] lr: 4.000e-03, eta: 13:56:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6238, top5_acc: 0.8242, loss_cls: 1.6012, loss: 1.6012, grad_norm: 2.8029 2021-03-09 18:55:34,910 - mmaction - INFO - Epoch [91][620/940] lr: 4.000e-03, eta: 13:56:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6172, top5_acc: 0.8170, loss_cls: 1.6294, loss: 1.6294, grad_norm: 2.8205 2021-03-09 18:55:52,406 - mmaction - INFO - Epoch [91][640/940] lr: 4.000e-03, eta: 13:56:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6133, top5_acc: 0.8211, loss_cls: 1.6477, loss: 1.6477, grad_norm: 2.8518 2021-03-09 18:56:09,894 - mmaction - INFO - Epoch [91][660/940] lr: 4.000e-03, eta: 13:56:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6084, top5_acc: 0.8143, loss_cls: 1.6459, loss: 1.6459, grad_norm: 2.8175 2021-03-09 18:56:27,395 - mmaction - INFO - Epoch [91][680/940] lr: 4.000e-03, eta: 13:55:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6133, top5_acc: 0.8207, loss_cls: 1.6267, loss: 1.6267, grad_norm: 2.8977 2021-03-09 18:56:44,907 - mmaction - INFO - Epoch [91][700/940] lr: 4.000e-03, eta: 13:55:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6279, top5_acc: 0.8283, loss_cls: 1.5702, loss: 1.5702, grad_norm: 2.8270 2021-03-09 18:57:02,398 - mmaction - INFO - Epoch [91][720/940] lr: 4.000e-03, eta: 13:55:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6205, top5_acc: 0.8109, loss_cls: 1.6395, loss: 1.6395, grad_norm: 2.8519 2021-03-09 18:57:19,891 - mmaction - INFO - Epoch [91][740/940] lr: 4.000e-03, eta: 13:54:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6133, top5_acc: 0.8096, loss_cls: 1.6674, loss: 1.6674, grad_norm: 2.8757 2021-03-09 18:57:37,385 - mmaction - INFO - Epoch [91][760/940] lr: 4.000e-03, eta: 13:54:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6088, top5_acc: 0.8145, loss_cls: 1.6511, loss: 1.6511, grad_norm: 2.8530 2021-03-09 18:57:54,870 - mmaction - INFO - Epoch [91][780/940] lr: 4.000e-03, eta: 13:54:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6191, top5_acc: 0.8223, loss_cls: 1.6112, loss: 1.6112, grad_norm: 2.8609 2021-03-09 18:58:12,359 - mmaction - INFO - Epoch [91][800/940] lr: 4.000e-03, eta: 13:53:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6227, top5_acc: 0.8115, loss_cls: 1.6252, loss: 1.6252, grad_norm: 2.8320 2021-03-09 18:58:29,852 - mmaction - INFO - Epoch [91][820/940] lr: 4.000e-03, eta: 13:53:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6236, top5_acc: 0.8154, loss_cls: 1.6236, loss: 1.6236, grad_norm: 2.8325 2021-03-09 18:58:47,347 - mmaction - INFO - Epoch [91][840/940] lr: 4.000e-03, eta: 13:53:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6311, top5_acc: 0.8246, loss_cls: 1.5721, loss: 1.5721, grad_norm: 2.7960 2021-03-09 18:59:04,852 - mmaction - INFO - Epoch [91][860/940] lr: 4.000e-03, eta: 13:52:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6330, top5_acc: 0.8268, loss_cls: 1.5540, loss: 1.5540, grad_norm: 2.8127 2021-03-09 18:59:22,361 - mmaction - INFO - Epoch [91][880/940] lr: 4.000e-03, eta: 13:52:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6062, top5_acc: 0.8117, loss_cls: 1.6407, loss: 1.6407, grad_norm: 2.8881 2021-03-09 18:59:39,851 - mmaction - INFO - Epoch [91][900/940] lr: 4.000e-03, eta: 13:52:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6170, top5_acc: 0.8221, loss_cls: 1.6170, loss: 1.6170, grad_norm: 2.8899 2021-03-09 18:59:57,368 - mmaction - INFO - Epoch [91][920/940] lr: 4.000e-03, eta: 13:52:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6115, top5_acc: 0.8162, loss_cls: 1.6440, loss: 1.6440, grad_norm: 2.9210 2021-03-09 19:00:14,335 - mmaction - INFO - Epoch [91][940/940] lr: 4.000e-03, eta: 13:51:44, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.6272, top5_acc: 0.8184, loss_cls: 1.5970, loss: 1.5970, grad_norm: 2.8802 2021-03-09 19:00:15,066 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-03-09 19:00:51,960 - mmaction - INFO - Epoch [92][20/940] lr: 4.000e-03, eta: 13:51:38, time: 1.787, data_time: 0.853, memory: 8896, top1_acc: 0.6309, top5_acc: 0.8187, loss_cls: 1.5950, loss: 1.5950, grad_norm: 2.8164 2021-03-09 19:01:09,509 - mmaction - INFO - Epoch [92][40/940] lr: 4.000e-03, eta: 13:51:20, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.6312, top5_acc: 0.8213, loss_cls: 1.5946, loss: 1.5946, grad_norm: 2.8378 2021-03-09 19:01:27,020 - mmaction - INFO - Epoch [92][60/940] lr: 4.000e-03, eta: 13:51:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6258, top5_acc: 0.8230, loss_cls: 1.5907, loss: 1.5907, grad_norm: 2.8294 2021-03-09 19:01:44,522 - mmaction - INFO - Epoch [92][80/940] lr: 4.000e-03, eta: 13:50:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6289, top5_acc: 0.8307, loss_cls: 1.5555, loss: 1.5555, grad_norm: 2.8336 2021-03-09 19:02:02,037 - mmaction - INFO - Epoch [92][100/940] lr: 4.000e-03, eta: 13:50:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6311, top5_acc: 0.8223, loss_cls: 1.5737, loss: 1.5737, grad_norm: 2.8383 2021-03-09 19:02:19,540 - mmaction - INFO - Epoch [92][120/940] lr: 4.000e-03, eta: 13:50:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6355, top5_acc: 0.8277, loss_cls: 1.5528, loss: 1.5528, grad_norm: 2.8380 2021-03-09 19:02:37,036 - mmaction - INFO - Epoch [92][140/940] lr: 4.000e-03, eta: 13:49:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6240, top5_acc: 0.8207, loss_cls: 1.6147, loss: 1.6147, grad_norm: 2.8716 2021-03-09 19:02:54,532 - mmaction - INFO - Epoch [92][160/940] lr: 4.000e-03, eta: 13:49:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6232, top5_acc: 0.8244, loss_cls: 1.5952, loss: 1.5952, grad_norm: 2.8788 2021-03-09 19:03:12,031 - mmaction - INFO - Epoch [92][180/940] lr: 4.000e-03, eta: 13:49:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6434, top5_acc: 0.8299, loss_cls: 1.5185, loss: 1.5185, grad_norm: 2.8304 2021-03-09 19:03:29,540 - mmaction - INFO - Epoch [92][200/940] lr: 4.000e-03, eta: 13:48:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6303, top5_acc: 0.8309, loss_cls: 1.5574, loss: 1.5574, grad_norm: 2.9440 2021-03-09 19:03:47,046 - mmaction - INFO - Epoch [92][220/940] lr: 4.000e-03, eta: 13:48:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6260, top5_acc: 0.8236, loss_cls: 1.5952, loss: 1.5952, grad_norm: 2.9141 2021-03-09 19:04:04,551 - mmaction - INFO - Epoch [92][240/940] lr: 4.000e-03, eta: 13:48:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6301, top5_acc: 0.8262, loss_cls: 1.5761, loss: 1.5761, grad_norm: 2.9025 2021-03-09 19:04:22,041 - mmaction - INFO - Epoch [92][260/940] lr: 4.000e-03, eta: 13:47:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6242, top5_acc: 0.8166, loss_cls: 1.5964, loss: 1.5964, grad_norm: 2.8819 2021-03-09 19:04:39,537 - mmaction - INFO - Epoch [92][280/940] lr: 4.000e-03, eta: 13:47:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6180, top5_acc: 0.8227, loss_cls: 1.6066, loss: 1.6066, grad_norm: 2.8991 2021-03-09 19:04:57,024 - mmaction - INFO - Epoch [92][300/940] lr: 4.000e-03, eta: 13:47:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6283, top5_acc: 0.8223, loss_cls: 1.5859, loss: 1.5859, grad_norm: 2.8732 2021-03-09 19:05:14,519 - mmaction - INFO - Epoch [92][320/940] lr: 4.000e-03, eta: 13:47:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6359, top5_acc: 0.8242, loss_cls: 1.5547, loss: 1.5547, grad_norm: 2.8696 2021-03-09 19:05:31,997 - mmaction - INFO - Epoch [92][340/940] lr: 4.000e-03, eta: 13:46:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6318, top5_acc: 0.8313, loss_cls: 1.5580, loss: 1.5580, grad_norm: 2.9115 2021-03-09 19:05:49,504 - mmaction - INFO - Epoch [92][360/940] lr: 4.000e-03, eta: 13:46:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6355, top5_acc: 0.8232, loss_cls: 1.5663, loss: 1.5663, grad_norm: 2.8525 2021-03-09 19:06:07,012 - mmaction - INFO - Epoch [92][380/940] lr: 4.000e-03, eta: 13:46:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6225, top5_acc: 0.8199, loss_cls: 1.5832, loss: 1.5832, grad_norm: 2.9097 2021-03-09 19:06:24,509 - mmaction - INFO - Epoch [92][400/940] lr: 4.000e-03, eta: 13:45:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6314, top5_acc: 0.8266, loss_cls: 1.5526, loss: 1.5526, grad_norm: 2.9033 2021-03-09 19:06:42,024 - mmaction - INFO - Epoch [92][420/940] lr: 4.000e-03, eta: 13:45:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6254, top5_acc: 0.8227, loss_cls: 1.5959, loss: 1.5959, grad_norm: 2.9355 2021-03-09 19:06:59,529 - mmaction - INFO - Epoch [92][440/940] lr: 4.000e-03, eta: 13:45:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6389, top5_acc: 0.8283, loss_cls: 1.5326, loss: 1.5326, grad_norm: 2.8944 2021-03-09 19:07:17,018 - mmaction - INFO - Epoch [92][460/940] lr: 4.000e-03, eta: 13:44:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6211, top5_acc: 0.8266, loss_cls: 1.5857, loss: 1.5857, grad_norm: 2.9454 2021-03-09 19:07:34,510 - mmaction - INFO - Epoch [92][480/940] lr: 4.000e-03, eta: 13:44:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8371, loss_cls: 1.5212, loss: 1.5212, grad_norm: 2.8854 2021-03-09 19:07:52,023 - mmaction - INFO - Epoch [92][500/940] lr: 4.000e-03, eta: 13:44:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6389, top5_acc: 0.8289, loss_cls: 1.5169, loss: 1.5169, grad_norm: 2.8388 2021-03-09 19:08:09,518 - mmaction - INFO - Epoch [92][520/940] lr: 4.000e-03, eta: 13:44:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6311, top5_acc: 0.8328, loss_cls: 1.5437, loss: 1.5437, grad_norm: 2.8966 2021-03-09 19:08:27,013 - mmaction - INFO - Epoch [92][540/940] lr: 4.000e-03, eta: 13:43:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6379, top5_acc: 0.8266, loss_cls: 1.5550, loss: 1.5550, grad_norm: 2.9107 2021-03-09 19:08:44,522 - mmaction - INFO - Epoch [92][560/940] lr: 4.000e-03, eta: 13:43:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6354, top5_acc: 0.8230, loss_cls: 1.5698, loss: 1.5698, grad_norm: 2.8590 2021-03-09 19:09:02,015 - mmaction - INFO - Epoch [92][580/940] lr: 4.000e-03, eta: 13:43:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6324, top5_acc: 0.8305, loss_cls: 1.5534, loss: 1.5534, grad_norm: 2.9055 2021-03-09 19:09:19,517 - mmaction - INFO - Epoch [92][600/940] lr: 4.000e-03, eta: 13:42:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6283, top5_acc: 0.8270, loss_cls: 1.5474, loss: 1.5474, grad_norm: 2.9161 2021-03-09 19:09:37,025 - mmaction - INFO - Epoch [92][620/940] lr: 4.000e-03, eta: 13:42:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6320, top5_acc: 0.8254, loss_cls: 1.5659, loss: 1.5659, grad_norm: 2.9122 2021-03-09 19:09:54,519 - mmaction - INFO - Epoch [92][640/940] lr: 4.000e-03, eta: 13:42:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6320, top5_acc: 0.8307, loss_cls: 1.5383, loss: 1.5383, grad_norm: 2.9388 2021-03-09 19:10:12,047 - mmaction - INFO - Epoch [92][660/940] lr: 4.000e-03, eta: 13:41:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6336, top5_acc: 0.8242, loss_cls: 1.5480, loss: 1.5480, grad_norm: 2.9243 2021-03-09 19:10:29,557 - mmaction - INFO - Epoch [92][680/940] lr: 4.000e-03, eta: 13:41:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6348, top5_acc: 0.8250, loss_cls: 1.5433, loss: 1.5433, grad_norm: 2.8945 2021-03-09 19:10:47,079 - mmaction - INFO - Epoch [92][700/940] lr: 4.000e-03, eta: 13:41:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6332, top5_acc: 0.8297, loss_cls: 1.5463, loss: 1.5463, grad_norm: 2.9432 2021-03-09 19:11:04,618 - mmaction - INFO - Epoch [92][720/940] lr: 4.000e-03, eta: 13:40:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6256, top5_acc: 0.8232, loss_cls: 1.5899, loss: 1.5899, grad_norm: 2.9869 2021-03-09 19:11:22,129 - mmaction - INFO - Epoch [92][740/940] lr: 4.000e-03, eta: 13:40:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6367, top5_acc: 0.8359, loss_cls: 1.5172, loss: 1.5172, grad_norm: 2.8834 2021-03-09 19:11:39,613 - mmaction - INFO - Epoch [92][760/940] lr: 4.000e-03, eta: 13:40:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6279, top5_acc: 0.8291, loss_cls: 1.5482, loss: 1.5482, grad_norm: 2.9719 2021-03-09 19:11:57,122 - mmaction - INFO - Epoch [92][780/940] lr: 4.000e-03, eta: 13:40:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6336, top5_acc: 0.8320, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.9411 2021-03-09 19:12:14,625 - mmaction - INFO - Epoch [92][800/940] lr: 4.000e-03, eta: 13:39:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6332, top5_acc: 0.8273, loss_cls: 1.5776, loss: 1.5776, grad_norm: 2.9601 2021-03-09 19:12:32,248 - mmaction - INFO - Epoch [92][820/940] lr: 4.000e-03, eta: 13:39:25, time: 0.881, data_time: 0.007, memory: 8896, top1_acc: 0.6246, top5_acc: 0.8158, loss_cls: 1.6053, loss: 1.6053, grad_norm: 2.9458 2021-03-09 19:12:49,743 - mmaction - INFO - Epoch [92][840/940] lr: 4.000e-03, eta: 13:39:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6338, top5_acc: 0.8328, loss_cls: 1.5451, loss: 1.5451, grad_norm: 2.9250 2021-03-09 19:13:07,243 - mmaction - INFO - Epoch [92][860/940] lr: 4.000e-03, eta: 13:38:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6289, top5_acc: 0.8242, loss_cls: 1.5609, loss: 1.5609, grad_norm: 2.8866 2021-03-09 19:13:24,759 - mmaction - INFO - Epoch [92][880/940] lr: 4.000e-03, eta: 13:38:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6326, top5_acc: 0.8318, loss_cls: 1.5392, loss: 1.5392, grad_norm: 2.9398 2021-03-09 19:13:42,256 - mmaction - INFO - Epoch [92][900/940] lr: 4.000e-03, eta: 13:38:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6365, top5_acc: 0.8357, loss_cls: 1.5163, loss: 1.5163, grad_norm: 2.9402 2021-03-09 19:13:59,752 - mmaction - INFO - Epoch [92][920/940] lr: 4.000e-03, eta: 13:37:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6393, top5_acc: 0.8348, loss_cls: 1.5315, loss: 1.5315, grad_norm: 2.9317 2021-03-09 19:14:16,699 - mmaction - INFO - Epoch [92][940/940] lr: 4.000e-03, eta: 13:37:35, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6226, top5_acc: 0.8131, loss_cls: 1.6256, loss: 1.6256, grad_norm: 2.9558 2021-03-09 19:14:17,410 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-03-09 19:14:53,297 - mmaction - INFO - Epoch [93][20/940] lr: 4.000e-03, eta: 13:37:28, time: 1.770, data_time: 0.884, memory: 8896, top1_acc: 0.6312, top5_acc: 0.8262, loss_cls: 1.5694, loss: 1.5694, grad_norm: 2.9816 2021-03-09 19:15:10,829 - mmaction - INFO - Epoch [93][40/940] lr: 4.000e-03, eta: 13:37:10, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6217, top5_acc: 0.8240, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.9987 2021-03-09 19:15:28,343 - mmaction - INFO - Epoch [93][60/940] lr: 4.000e-03, eta: 13:36:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6395, top5_acc: 0.8293, loss_cls: 1.5183, loss: 1.5183, grad_norm: 2.8911 2021-03-09 19:15:45,884 - mmaction - INFO - Epoch [93][80/940] lr: 4.000e-03, eta: 13:36:33, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6570, top5_acc: 0.8393, loss_cls: 1.4809, loss: 1.4809, grad_norm: 2.8995 2021-03-09 19:16:03,388 - mmaction - INFO - Epoch [93][100/940] lr: 4.000e-03, eta: 13:36:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6352, top5_acc: 0.8256, loss_cls: 1.5371, loss: 1.5371, grad_norm: 2.9005 2021-03-09 19:16:20,892 - mmaction - INFO - Epoch [93][120/940] lr: 4.000e-03, eta: 13:35:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6348, top5_acc: 0.8361, loss_cls: 1.5032, loss: 1.5032, grad_norm: 2.8719 2021-03-09 19:16:38,409 - mmaction - INFO - Epoch [93][140/940] lr: 4.000e-03, eta: 13:35:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6357, top5_acc: 0.8281, loss_cls: 1.5602, loss: 1.5602, grad_norm: 3.0015 2021-03-09 19:16:55,911 - mmaction - INFO - Epoch [93][160/940] lr: 4.000e-03, eta: 13:35:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6428, top5_acc: 0.8377, loss_cls: 1.5090, loss: 1.5090, grad_norm: 2.8643 2021-03-09 19:17:13,420 - mmaction - INFO - Epoch [93][180/940] lr: 4.000e-03, eta: 13:35:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6451, top5_acc: 0.8266, loss_cls: 1.5397, loss: 1.5397, grad_norm: 2.9291 2021-03-09 19:17:30,922 - mmaction - INFO - Epoch [93][200/940] lr: 4.000e-03, eta: 13:34:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6143, top5_acc: 0.8117, loss_cls: 1.6259, loss: 1.6259, grad_norm: 2.9870 2021-03-09 19:17:48,419 - mmaction - INFO - Epoch [93][220/940] lr: 4.000e-03, eta: 13:34:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6406, top5_acc: 0.8412, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.9408 2021-03-09 19:18:05,928 - mmaction - INFO - Epoch [93][240/940] lr: 4.000e-03, eta: 13:34:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6393, top5_acc: 0.8314, loss_cls: 1.5428, loss: 1.5428, grad_norm: 2.9934 2021-03-09 19:18:23,425 - mmaction - INFO - Epoch [93][260/940] lr: 4.000e-03, eta: 13:33:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6379, top5_acc: 0.8219, loss_cls: 1.5557, loss: 1.5557, grad_norm: 2.9779 2021-03-09 19:18:40,944 - mmaction - INFO - Epoch [93][280/940] lr: 4.000e-03, eta: 13:33:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6410, top5_acc: 0.8289, loss_cls: 1.5250, loss: 1.5250, grad_norm: 2.9642 2021-03-09 19:18:58,457 - mmaction - INFO - Epoch [93][300/940] lr: 4.000e-03, eta: 13:33:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6430, top5_acc: 0.8342, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.9530 2021-03-09 19:19:15,964 - mmaction - INFO - Epoch [93][320/940] lr: 4.000e-03, eta: 13:32:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6340, top5_acc: 0.8314, loss_cls: 1.5295, loss: 1.5295, grad_norm: 2.9336 2021-03-09 19:19:33,463 - mmaction - INFO - Epoch [93][340/940] lr: 4.000e-03, eta: 13:32:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6299, top5_acc: 0.8264, loss_cls: 1.5800, loss: 1.5800, grad_norm: 2.9581 2021-03-09 19:19:50,958 - mmaction - INFO - Epoch [93][360/940] lr: 4.000e-03, eta: 13:32:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6441, top5_acc: 0.8311, loss_cls: 1.5191, loss: 1.5191, grad_norm: 2.9863 2021-03-09 19:20:08,463 - mmaction - INFO - Epoch [93][380/940] lr: 4.000e-03, eta: 13:31:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6393, top5_acc: 0.8289, loss_cls: 1.5283, loss: 1.5283, grad_norm: 2.9033 2021-03-09 19:20:25,968 - mmaction - INFO - Epoch [93][400/940] lr: 4.000e-03, eta: 13:31:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6412, top5_acc: 0.8342, loss_cls: 1.5135, loss: 1.5135, grad_norm: 2.9579 2021-03-09 19:20:43,475 - mmaction - INFO - Epoch [93][420/940] lr: 4.000e-03, eta: 13:31:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6375, top5_acc: 0.8354, loss_cls: 1.5418, loss: 1.5418, grad_norm: 3.0109 2021-03-09 19:21:00,978 - mmaction - INFO - Epoch [93][440/940] lr: 4.000e-03, eta: 13:31:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6328, top5_acc: 0.8357, loss_cls: 1.5337, loss: 1.5337, grad_norm: 2.9508 2021-03-09 19:21:18,481 - mmaction - INFO - Epoch [93][460/940] lr: 4.000e-03, eta: 13:30:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6301, top5_acc: 0.8223, loss_cls: 1.5844, loss: 1.5844, grad_norm: 3.0181 2021-03-09 19:21:35,978 - mmaction - INFO - Epoch [93][480/940] lr: 4.000e-03, eta: 13:30:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6428, top5_acc: 0.8330, loss_cls: 1.5141, loss: 1.5141, grad_norm: 2.9532 2021-03-09 19:21:53,493 - mmaction - INFO - Epoch [93][500/940] lr: 4.000e-03, eta: 13:30:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8314, loss_cls: 1.5330, loss: 1.5330, grad_norm: 3.0356 2021-03-09 19:22:10,994 - mmaction - INFO - Epoch [93][520/940] lr: 4.000e-03, eta: 13:29:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6301, top5_acc: 0.8344, loss_cls: 1.5495, loss: 1.5495, grad_norm: 3.0045 2021-03-09 19:22:28,519 - mmaction - INFO - Epoch [93][540/940] lr: 4.000e-03, eta: 13:29:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6246, top5_acc: 0.8320, loss_cls: 1.5593, loss: 1.5593, grad_norm: 3.0485 2021-03-09 19:22:46,025 - mmaction - INFO - Epoch [93][560/940] lr: 4.000e-03, eta: 13:29:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6371, top5_acc: 0.8350, loss_cls: 1.5147, loss: 1.5147, grad_norm: 2.9828 2021-03-09 19:23:03,522 - mmaction - INFO - Epoch [93][580/940] lr: 4.000e-03, eta: 13:28:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6383, top5_acc: 0.8279, loss_cls: 1.5503, loss: 1.5503, grad_norm: 2.9969 2021-03-09 19:23:21,031 - mmaction - INFO - Epoch [93][600/940] lr: 4.000e-03, eta: 13:28:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6330, top5_acc: 0.8281, loss_cls: 1.5511, loss: 1.5511, grad_norm: 3.0075 2021-03-09 19:23:38,544 - mmaction - INFO - Epoch [93][620/940] lr: 4.000e-03, eta: 13:28:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6324, top5_acc: 0.8238, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.9972 2021-03-09 19:23:56,066 - mmaction - INFO - Epoch [93][640/940] lr: 4.000e-03, eta: 13:28:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6436, top5_acc: 0.8346, loss_cls: 1.5006, loss: 1.5006, grad_norm: 2.9678 2021-03-09 19:24:13,563 - mmaction - INFO - Epoch [93][660/940] lr: 4.000e-03, eta: 13:27:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6379, top5_acc: 0.8279, loss_cls: 1.5468, loss: 1.5468, grad_norm: 2.9955 2021-03-09 19:24:31,064 - mmaction - INFO - Epoch [93][680/940] lr: 4.000e-03, eta: 13:27:24, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.6418, top5_acc: 0.8371, loss_cls: 1.4947, loss: 1.4947, grad_norm: 2.9673 2021-03-09 19:24:48,564 - mmaction - INFO - Epoch [93][700/940] lr: 4.000e-03, eta: 13:27:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6416, top5_acc: 0.8369, loss_cls: 1.5034, loss: 1.5034, grad_norm: 2.9872 2021-03-09 19:25:06,057 - mmaction - INFO - Epoch [93][720/940] lr: 4.000e-03, eta: 13:26:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6520, top5_acc: 0.8416, loss_cls: 1.4687, loss: 1.4687, grad_norm: 2.9329 2021-03-09 19:25:23,567 - mmaction - INFO - Epoch [93][740/940] lr: 4.000e-03, eta: 13:26:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6361, top5_acc: 0.8338, loss_cls: 1.5290, loss: 1.5290, grad_norm: 3.0555 2021-03-09 19:25:41,090 - mmaction - INFO - Epoch [93][760/940] lr: 4.000e-03, eta: 13:26:11, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.6275, top5_acc: 0.8240, loss_cls: 1.5795, loss: 1.5795, grad_norm: 3.0823 2021-03-09 19:25:58,612 - mmaction - INFO - Epoch [93][780/940] lr: 4.000e-03, eta: 13:25:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6316, top5_acc: 0.8291, loss_cls: 1.5412, loss: 1.5412, grad_norm: 3.0184 2021-03-09 19:26:16,124 - mmaction - INFO - Epoch [93][800/940] lr: 4.000e-03, eta: 13:25:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8326, loss_cls: 1.5160, loss: 1.5160, grad_norm: 2.9537 2021-03-09 19:26:33,631 - mmaction - INFO - Epoch [93][820/940] lr: 4.000e-03, eta: 13:25:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6316, top5_acc: 0.8316, loss_cls: 1.5242, loss: 1.5242, grad_norm: 2.9838 2021-03-09 19:26:51,134 - mmaction - INFO - Epoch [93][840/940] lr: 4.000e-03, eta: 13:24:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6361, top5_acc: 0.8314, loss_cls: 1.5427, loss: 1.5427, grad_norm: 3.0075 2021-03-09 19:27:08,653 - mmaction - INFO - Epoch [93][860/940] lr: 4.000e-03, eta: 13:24:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6346, top5_acc: 0.8316, loss_cls: 1.5431, loss: 1.5431, grad_norm: 3.0170 2021-03-09 19:27:26,168 - mmaction - INFO - Epoch [93][880/940] lr: 4.000e-03, eta: 13:24:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6428, top5_acc: 0.8365, loss_cls: 1.5267, loss: 1.5267, grad_norm: 2.9633 2021-03-09 19:27:43,672 - mmaction - INFO - Epoch [93][900/940] lr: 4.000e-03, eta: 13:24:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6361, top5_acc: 0.8287, loss_cls: 1.5018, loss: 1.5018, grad_norm: 3.0213 2021-03-09 19:28:01,160 - mmaction - INFO - Epoch [93][920/940] lr: 4.000e-03, eta: 13:23:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6389, top5_acc: 0.8324, loss_cls: 1.5315, loss: 1.5315, grad_norm: 3.0077 2021-03-09 19:28:18,113 - mmaction - INFO - Epoch [93][940/940] lr: 4.000e-03, eta: 13:23:26, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6406, top5_acc: 0.8320, loss_cls: 1.5252, loss: 1.5252, grad_norm: 3.0081 2021-03-09 19:28:18,916 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-03-09 19:29:01,082 - mmaction - INFO - Epoch [94][20/940] lr: 4.000e-03, eta: 13:23:22, time: 2.069, data_time: 1.192, memory: 8896, top1_acc: 0.6377, top5_acc: 0.8326, loss_cls: 1.5145, loss: 1.5145, grad_norm: 2.9685 2021-03-09 19:29:18,647 - mmaction - INFO - Epoch [94][40/940] lr: 4.000e-03, eta: 13:23:04, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8418, loss_cls: 1.4812, loss: 1.4812, grad_norm: 2.9795 2021-03-09 19:29:36,174 - mmaction - INFO - Epoch [94][60/940] lr: 4.000e-03, eta: 13:22:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6469, top5_acc: 0.8389, loss_cls: 1.4878, loss: 1.4878, grad_norm: 2.9953 2021-03-09 19:29:53,679 - mmaction - INFO - Epoch [94][80/940] lr: 4.000e-03, eta: 13:22:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8281, loss_cls: 1.5042, loss: 1.5042, grad_norm: 3.0238 2021-03-09 19:30:11,193 - mmaction - INFO - Epoch [94][100/940] lr: 4.000e-03, eta: 13:22:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6496, top5_acc: 0.8354, loss_cls: 1.4921, loss: 1.4921, grad_norm: 2.9981 2021-03-09 19:30:28,700 - mmaction - INFO - Epoch [94][120/940] lr: 4.000e-03, eta: 13:21:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6324, top5_acc: 0.8320, loss_cls: 1.5147, loss: 1.5147, grad_norm: 3.0399 2021-03-09 19:30:46,187 - mmaction - INFO - Epoch [94][140/940] lr: 4.000e-03, eta: 13:21:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8363, loss_cls: 1.4812, loss: 1.4812, grad_norm: 2.9770 2021-03-09 19:31:03,710 - mmaction - INFO - Epoch [94][160/940] lr: 4.000e-03, eta: 13:21:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6342, top5_acc: 0.8279, loss_cls: 1.5360, loss: 1.5360, grad_norm: 3.0245 2021-03-09 19:31:21,211 - mmaction - INFO - Epoch [94][180/940] lr: 4.000e-03, eta: 13:20:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6422, top5_acc: 0.8348, loss_cls: 1.5342, loss: 1.5342, grad_norm: 3.0220 2021-03-09 19:31:38,732 - mmaction - INFO - Epoch [94][200/940] lr: 4.000e-03, eta: 13:20:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6266, top5_acc: 0.8207, loss_cls: 1.5771, loss: 1.5771, grad_norm: 3.0429 2021-03-09 19:31:56,237 - mmaction - INFO - Epoch [94][220/940] lr: 4.000e-03, eta: 13:20:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6434, top5_acc: 0.8291, loss_cls: 1.5281, loss: 1.5281, grad_norm: 3.0252 2021-03-09 19:32:13,748 - mmaction - INFO - Epoch [94][240/940] lr: 4.000e-03, eta: 13:20:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6471, top5_acc: 0.8354, loss_cls: 1.5055, loss: 1.5055, grad_norm: 3.0403 2021-03-09 19:32:31,246 - mmaction - INFO - Epoch [94][260/940] lr: 4.000e-03, eta: 13:19:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6410, top5_acc: 0.8268, loss_cls: 1.5370, loss: 1.5370, grad_norm: 3.0130 2021-03-09 19:32:48,761 - mmaction - INFO - Epoch [94][280/940] lr: 4.000e-03, eta: 13:19:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6354, top5_acc: 0.8258, loss_cls: 1.5547, loss: 1.5547, grad_norm: 3.0131 2021-03-09 19:33:06,263 - mmaction - INFO - Epoch [94][300/940] lr: 4.000e-03, eta: 13:19:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6496, top5_acc: 0.8424, loss_cls: 1.4678, loss: 1.4678, grad_norm: 2.9401 2021-03-09 19:33:23,797 - mmaction - INFO - Epoch [94][320/940] lr: 4.000e-03, eta: 13:18:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8295, loss_cls: 1.5245, loss: 1.5245, grad_norm: 3.0183 2021-03-09 19:33:41,299 - mmaction - INFO - Epoch [94][340/940] lr: 4.000e-03, eta: 13:18:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6416, top5_acc: 0.8281, loss_cls: 1.5184, loss: 1.5184, grad_norm: 3.0250 2021-03-09 19:33:58,805 - mmaction - INFO - Epoch [94][360/940] lr: 4.000e-03, eta: 13:18:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6529, top5_acc: 0.8490, loss_cls: 1.4388, loss: 1.4388, grad_norm: 2.9439 2021-03-09 19:34:16,304 - mmaction - INFO - Epoch [94][380/940] lr: 4.000e-03, eta: 13:17:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6357, top5_acc: 0.8303, loss_cls: 1.5367, loss: 1.5367, grad_norm: 3.0263 2021-03-09 19:34:33,812 - mmaction - INFO - Epoch [94][400/940] lr: 4.000e-03, eta: 13:17:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6328, top5_acc: 0.8320, loss_cls: 1.5384, loss: 1.5384, grad_norm: 3.0267 2021-03-09 19:34:51,300 - mmaction - INFO - Epoch [94][420/940] lr: 4.000e-03, eta: 13:17:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6502, top5_acc: 0.8348, loss_cls: 1.5126, loss: 1.5126, grad_norm: 3.0469 2021-03-09 19:35:08,808 - mmaction - INFO - Epoch [94][440/940] lr: 4.000e-03, eta: 13:16:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6482, top5_acc: 0.8246, loss_cls: 1.5239, loss: 1.5239, grad_norm: 3.0082 2021-03-09 19:35:26,323 - mmaction - INFO - Epoch [94][460/940] lr: 4.000e-03, eta: 13:16:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6488, top5_acc: 0.8348, loss_cls: 1.5092, loss: 1.5092, grad_norm: 2.9714 2021-03-09 19:35:43,831 - mmaction - INFO - Epoch [94][480/940] lr: 4.000e-03, eta: 13:16:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6357, top5_acc: 0.8248, loss_cls: 1.5574, loss: 1.5574, grad_norm: 3.1001 2021-03-09 19:36:01,345 - mmaction - INFO - Epoch [94][500/940] lr: 4.000e-03, eta: 13:16:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6584, top5_acc: 0.8426, loss_cls: 1.4507, loss: 1.4507, grad_norm: 2.9947 2021-03-09 19:36:18,843 - mmaction - INFO - Epoch [94][520/940] lr: 4.000e-03, eta: 13:15:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6377, top5_acc: 0.8256, loss_cls: 1.5385, loss: 1.5385, grad_norm: 3.0813 2021-03-09 19:36:36,352 - mmaction - INFO - Epoch [94][540/940] lr: 4.000e-03, eta: 13:15:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8352, loss_cls: 1.5069, loss: 1.5069, grad_norm: 3.0299 2021-03-09 19:36:53,876 - mmaction - INFO - Epoch [94][560/940] lr: 4.000e-03, eta: 13:15:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6352, top5_acc: 0.8299, loss_cls: 1.5413, loss: 1.5413, grad_norm: 3.1076 2021-03-09 19:37:11,379 - mmaction - INFO - Epoch [94][580/940] lr: 4.000e-03, eta: 13:14:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6410, top5_acc: 0.8393, loss_cls: 1.5084, loss: 1.5084, grad_norm: 3.1148 2021-03-09 19:37:28,887 - mmaction - INFO - Epoch [94][600/940] lr: 4.000e-03, eta: 13:14:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6387, top5_acc: 0.8322, loss_cls: 1.5066, loss: 1.5066, grad_norm: 3.0551 2021-03-09 19:37:46,396 - mmaction - INFO - Epoch [94][620/940] lr: 4.000e-03, eta: 13:14:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6357, top5_acc: 0.8266, loss_cls: 1.5460, loss: 1.5460, grad_norm: 3.0517 2021-03-09 19:38:03,889 - mmaction - INFO - Epoch [94][640/940] lr: 4.000e-03, eta: 13:13:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8369, loss_cls: 1.5099, loss: 1.5099, grad_norm: 2.9800 2021-03-09 19:38:21,400 - mmaction - INFO - Epoch [94][660/940] lr: 4.000e-03, eta: 13:13:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6307, top5_acc: 0.8230, loss_cls: 1.5434, loss: 1.5434, grad_norm: 3.0537 2021-03-09 19:38:38,899 - mmaction - INFO - Epoch [94][680/940] lr: 4.000e-03, eta: 13:13:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6498, top5_acc: 0.8420, loss_cls: 1.4817, loss: 1.4817, grad_norm: 3.0438 2021-03-09 19:38:56,391 - mmaction - INFO - Epoch [94][700/940] lr: 4.000e-03, eta: 13:13:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8418, loss_cls: 1.4713, loss: 1.4713, grad_norm: 3.0239 2021-03-09 19:39:13,890 - mmaction - INFO - Epoch [94][720/940] lr: 4.000e-03, eta: 13:12:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6262, top5_acc: 0.8209, loss_cls: 1.5791, loss: 1.5791, grad_norm: 3.1190 2021-03-09 19:39:31,398 - mmaction - INFO - Epoch [94][740/940] lr: 4.000e-03, eta: 13:12:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6361, top5_acc: 0.8334, loss_cls: 1.5260, loss: 1.5260, grad_norm: 3.1198 2021-03-09 19:39:48,910 - mmaction - INFO - Epoch [94][760/940] lr: 4.000e-03, eta: 13:12:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6402, top5_acc: 0.8316, loss_cls: 1.5256, loss: 1.5256, grad_norm: 3.0296 2021-03-09 19:40:06,426 - mmaction - INFO - Epoch [94][780/940] lr: 4.000e-03, eta: 13:11:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6529, top5_acc: 0.8434, loss_cls: 1.4649, loss: 1.4649, grad_norm: 2.9804 2021-03-09 19:40:23,922 - mmaction - INFO - Epoch [94][800/940] lr: 4.000e-03, eta: 13:11:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6449, top5_acc: 0.8410, loss_cls: 1.4819, loss: 1.4819, grad_norm: 3.0200 2021-03-09 19:40:41,420 - mmaction - INFO - Epoch [94][820/940] lr: 4.000e-03, eta: 13:11:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6510, top5_acc: 0.8492, loss_cls: 1.4500, loss: 1.4500, grad_norm: 3.0508 2021-03-09 19:40:58,926 - mmaction - INFO - Epoch [94][840/940] lr: 4.000e-03, eta: 13:10:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6436, top5_acc: 0.8299, loss_cls: 1.5196, loss: 1.5196, grad_norm: 3.0867 2021-03-09 19:41:16,450 - mmaction - INFO - Epoch [94][860/940] lr: 4.000e-03, eta: 13:10:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6471, top5_acc: 0.8389, loss_cls: 1.4719, loss: 1.4719, grad_norm: 3.0365 2021-03-09 19:41:33,952 - mmaction - INFO - Epoch [94][880/940] lr: 4.000e-03, eta: 13:10:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6334, top5_acc: 0.8301, loss_cls: 1.5213, loss: 1.5213, grad_norm: 3.0897 2021-03-09 19:41:51,446 - mmaction - INFO - Epoch [94][900/940] lr: 4.000e-03, eta: 13:09:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6426, top5_acc: 0.8330, loss_cls: 1.5031, loss: 1.5031, grad_norm: 3.0534 2021-03-09 19:42:08,949 - mmaction - INFO - Epoch [94][920/940] lr: 4.000e-03, eta: 13:09:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6461, top5_acc: 0.8436, loss_cls: 1.4803, loss: 1.4803, grad_norm: 3.0185 2021-03-09 19:42:25,901 - mmaction - INFO - Epoch [94][940/940] lr: 4.000e-03, eta: 13:09:21, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6420, top5_acc: 0.8399, loss_cls: 1.5000, loss: 1.5000, grad_norm: 3.0978 2021-03-09 19:42:26,657 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-03-09 19:43:05,618 - mmaction - INFO - Epoch [95][20/940] lr: 4.000e-03, eta: 13:09:14, time: 1.885, data_time: 0.955, memory: 8896, top1_acc: 0.6447, top5_acc: 0.8320, loss_cls: 1.5049, loss: 1.5049, grad_norm: 3.0547 2021-03-09 19:43:23,163 - mmaction - INFO - Epoch [95][40/940] lr: 4.000e-03, eta: 13:08:56, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.6457, top5_acc: 0.8369, loss_cls: 1.4965, loss: 1.4965, grad_norm: 3.0073 2021-03-09 19:43:40,685 - mmaction - INFO - Epoch [95][60/940] lr: 4.000e-03, eta: 13:08:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6439, top5_acc: 0.8381, loss_cls: 1.5146, loss: 1.5146, grad_norm: 3.0871 2021-03-09 19:43:58,217 - mmaction - INFO - Epoch [95][80/940] lr: 4.000e-03, eta: 13:08:19, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6498, top5_acc: 0.8453, loss_cls: 1.4679, loss: 1.4679, grad_norm: 3.0833 2021-03-09 19:44:15,737 - mmaction - INFO - Epoch [95][100/940] lr: 4.000e-03, eta: 13:08:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6463, top5_acc: 0.8381, loss_cls: 1.4865, loss: 1.4865, grad_norm: 3.0549 2021-03-09 19:44:33,243 - mmaction - INFO - Epoch [95][120/940] lr: 4.000e-03, eta: 13:07:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6529, top5_acc: 0.8379, loss_cls: 1.4596, loss: 1.4596, grad_norm: 3.0146 2021-03-09 19:44:50,755 - mmaction - INFO - Epoch [95][140/940] lr: 4.000e-03, eta: 13:07:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6377, top5_acc: 0.8301, loss_cls: 1.5208, loss: 1.5208, grad_norm: 3.0734 2021-03-09 19:45:08,275 - mmaction - INFO - Epoch [95][160/940] lr: 4.000e-03, eta: 13:07:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8352, loss_cls: 1.4780, loss: 1.4780, grad_norm: 3.0995 2021-03-09 19:45:25,800 - mmaction - INFO - Epoch [95][180/940] lr: 4.000e-03, eta: 13:06:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6434, top5_acc: 0.8383, loss_cls: 1.4922, loss: 1.4922, grad_norm: 3.1284 2021-03-09 19:45:43,313 - mmaction - INFO - Epoch [95][200/940] lr: 4.000e-03, eta: 13:06:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6418, top5_acc: 0.8350, loss_cls: 1.5039, loss: 1.5039, grad_norm: 3.1378 2021-03-09 19:46:00,825 - mmaction - INFO - Epoch [95][220/940] lr: 4.000e-03, eta: 13:06:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6352, top5_acc: 0.8365, loss_cls: 1.5233, loss: 1.5233, grad_norm: 3.0844 2021-03-09 19:46:18,326 - mmaction - INFO - Epoch [95][240/940] lr: 4.000e-03, eta: 13:05:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6457, top5_acc: 0.8359, loss_cls: 1.4741, loss: 1.4741, grad_norm: 3.0774 2021-03-09 19:46:35,829 - mmaction - INFO - Epoch [95][260/940] lr: 4.000e-03, eta: 13:05:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6379, top5_acc: 0.8316, loss_cls: 1.5271, loss: 1.5271, grad_norm: 3.0925 2021-03-09 19:46:53,339 - mmaction - INFO - Epoch [95][280/940] lr: 4.000e-03, eta: 13:05:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6504, top5_acc: 0.8322, loss_cls: 1.5080, loss: 1.5080, grad_norm: 3.0878 2021-03-09 19:47:10,864 - mmaction - INFO - Epoch [95][300/940] lr: 4.000e-03, eta: 13:04:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6488, top5_acc: 0.8396, loss_cls: 1.4546, loss: 1.4546, grad_norm: 3.0284 2021-03-09 19:47:28,373 - mmaction - INFO - Epoch [95][320/940] lr: 4.000e-03, eta: 13:04:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6553, top5_acc: 0.8424, loss_cls: 1.4646, loss: 1.4646, grad_norm: 3.0797 2021-03-09 19:47:45,899 - mmaction - INFO - Epoch [95][340/940] lr: 4.000e-03, eta: 13:04:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8377, loss_cls: 1.4737, loss: 1.4737, grad_norm: 3.0633 2021-03-09 19:48:03,411 - mmaction - INFO - Epoch [95][360/940] lr: 4.000e-03, eta: 13:04:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6514, top5_acc: 0.8387, loss_cls: 1.4827, loss: 1.4827, grad_norm: 3.0440 2021-03-09 19:48:20,921 - mmaction - INFO - Epoch [95][380/940] lr: 4.000e-03, eta: 13:03:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6451, top5_acc: 0.8342, loss_cls: 1.4961, loss: 1.4961, grad_norm: 3.1134 2021-03-09 19:48:38,429 - mmaction - INFO - Epoch [95][400/940] lr: 4.000e-03, eta: 13:03:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8402, loss_cls: 1.4825, loss: 1.4825, grad_norm: 3.1163 2021-03-09 19:48:55,947 - mmaction - INFO - Epoch [95][420/940] lr: 4.000e-03, eta: 13:03:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6408, top5_acc: 0.8324, loss_cls: 1.5191, loss: 1.5191, grad_norm: 3.0931 2021-03-09 19:49:13,447 - mmaction - INFO - Epoch [95][440/940] lr: 4.000e-03, eta: 13:02:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6430, top5_acc: 0.8377, loss_cls: 1.4913, loss: 1.4913, grad_norm: 3.0372 2021-03-09 19:49:30,951 - mmaction - INFO - Epoch [95][460/940] lr: 4.000e-03, eta: 13:02:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6455, top5_acc: 0.8377, loss_cls: 1.5056, loss: 1.5056, grad_norm: 3.0974 2021-03-09 19:49:48,476 - mmaction - INFO - Epoch [95][480/940] lr: 4.000e-03, eta: 13:02:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6490, top5_acc: 0.8369, loss_cls: 1.4871, loss: 1.4871, grad_norm: 3.0317 2021-03-09 19:50:05,999 - mmaction - INFO - Epoch [95][500/940] lr: 4.000e-03, eta: 13:01:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8383, loss_cls: 1.4646, loss: 1.4646, grad_norm: 3.0594 2021-03-09 19:50:23,508 - mmaction - INFO - Epoch [95][520/940] lr: 4.000e-03, eta: 13:01:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6516, top5_acc: 0.8322, loss_cls: 1.4947, loss: 1.4947, grad_norm: 3.0826 2021-03-09 19:50:41,023 - mmaction - INFO - Epoch [95][540/940] lr: 4.000e-03, eta: 13:01:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8359, loss_cls: 1.4824, loss: 1.4824, grad_norm: 3.0599 2021-03-09 19:50:58,539 - mmaction - INFO - Epoch [95][560/940] lr: 4.000e-03, eta: 13:01:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6475, top5_acc: 0.8398, loss_cls: 1.4826, loss: 1.4826, grad_norm: 3.0890 2021-03-09 19:51:16,054 - mmaction - INFO - Epoch [95][580/940] lr: 4.000e-03, eta: 13:00:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6424, top5_acc: 0.8313, loss_cls: 1.4875, loss: 1.4875, grad_norm: 3.1050 2021-03-09 19:51:33,558 - mmaction - INFO - Epoch [95][600/940] lr: 4.000e-03, eta: 13:00:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6432, top5_acc: 0.8326, loss_cls: 1.4932, loss: 1.4932, grad_norm: 3.1065 2021-03-09 19:51:51,074 - mmaction - INFO - Epoch [95][620/940] lr: 4.000e-03, eta: 13:00:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6359, top5_acc: 0.8242, loss_cls: 1.5406, loss: 1.5406, grad_norm: 3.1055 2021-03-09 19:52:08,596 - mmaction - INFO - Epoch [95][640/940] lr: 4.000e-03, eta: 12:59:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6471, top5_acc: 0.8387, loss_cls: 1.4930, loss: 1.4930, grad_norm: 3.0550 2021-03-09 19:52:26,138 - mmaction - INFO - Epoch [95][660/940] lr: 4.000e-03, eta: 12:59:29, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.6461, top5_acc: 0.8354, loss_cls: 1.5058, loss: 1.5058, grad_norm: 3.1310 2021-03-09 19:52:43,660 - mmaction - INFO - Epoch [95][680/940] lr: 4.000e-03, eta: 12:59:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8412, loss_cls: 1.4812, loss: 1.4812, grad_norm: 3.0782 2021-03-09 19:53:01,164 - mmaction - INFO - Epoch [95][700/940] lr: 4.000e-03, eta: 12:58:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8402, loss_cls: 1.4707, loss: 1.4707, grad_norm: 3.0689 2021-03-09 19:53:18,670 - mmaction - INFO - Epoch [95][720/940] lr: 4.000e-03, eta: 12:58:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6389, top5_acc: 0.8283, loss_cls: 1.5226, loss: 1.5226, grad_norm: 3.1013 2021-03-09 19:53:36,181 - mmaction - INFO - Epoch [95][740/940] lr: 4.000e-03, eta: 12:58:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6561, top5_acc: 0.8406, loss_cls: 1.4655, loss: 1.4655, grad_norm: 3.1133 2021-03-09 19:53:53,695 - mmaction - INFO - Epoch [95][760/940] lr: 4.000e-03, eta: 12:57:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6389, top5_acc: 0.8260, loss_cls: 1.5540, loss: 1.5540, grad_norm: 3.1310 2021-03-09 19:54:11,200 - mmaction - INFO - Epoch [95][780/940] lr: 4.000e-03, eta: 12:57:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6363, top5_acc: 0.8313, loss_cls: 1.5521, loss: 1.5521, grad_norm: 3.0932 2021-03-09 19:54:28,714 - mmaction - INFO - Epoch [95][800/940] lr: 4.000e-03, eta: 12:57:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8383, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.9907 2021-03-09 19:54:46,225 - mmaction - INFO - Epoch [95][820/940] lr: 4.000e-03, eta: 12:57:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6467, top5_acc: 0.8424, loss_cls: 1.4658, loss: 1.4658, grad_norm: 3.0967 2021-03-09 19:55:03,745 - mmaction - INFO - Epoch [95][840/940] lr: 4.000e-03, eta: 12:56:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8479, loss_cls: 1.4431, loss: 1.4431, grad_norm: 3.0679 2021-03-09 19:55:21,254 - mmaction - INFO - Epoch [95][860/940] lr: 4.000e-03, eta: 12:56:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6365, top5_acc: 0.8391, loss_cls: 1.5007, loss: 1.5007, grad_norm: 3.1472 2021-03-09 19:55:38,764 - mmaction - INFO - Epoch [95][880/940] lr: 4.000e-03, eta: 12:56:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6367, top5_acc: 0.8318, loss_cls: 1.5185, loss: 1.5185, grad_norm: 3.1729 2021-03-09 19:55:56,267 - mmaction - INFO - Epoch [95][900/940] lr: 4.000e-03, eta: 12:55:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6475, top5_acc: 0.8387, loss_cls: 1.4938, loss: 1.4938, grad_norm: 3.1141 2021-03-09 19:56:13,765 - mmaction - INFO - Epoch [95][920/940] lr: 4.000e-03, eta: 12:55:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8344, loss_cls: 1.4845, loss: 1.4845, grad_norm: 3.0684 2021-03-09 19:56:30,727 - mmaction - INFO - Epoch [95][940/940] lr: 4.000e-03, eta: 12:55:13, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6420, top5_acc: 0.8342, loss_cls: 1.5246, loss: 1.5246, grad_norm: 3.2186 2021-03-09 19:56:31,503 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-03-09 19:57:06,963 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 19:57:07,639 - mmaction - INFO - top1_acc 0.6713 top5_acc 0.8714 2021-03-09 19:57:07,639 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 19:57:07,666 - mmaction - INFO - mean_acc 0.6712 2021-03-09 19:57:09,049 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. 2021-03-09 19:57:09,049 - mmaction - INFO - Best top1_acc is 0.6713 at 95 epoch. 2021-03-09 19:57:09,063 - mmaction - INFO - Epoch(val) [95][940] top1_acc: 0.6713, top5_acc: 0.8714, mean_class_accuracy: 0.6712 2021-03-09 19:57:54,317 - mmaction - INFO - Epoch [96][20/940] lr: 4.000e-03, eta: 12:55:11, time: 2.261, data_time: 1.385, memory: 8896, top1_acc: 0.6428, top5_acc: 0.8357, loss_cls: 1.4957, loss: 1.4957, grad_norm: 3.0972 2021-03-09 19:58:11,864 - mmaction - INFO - Epoch [96][40/940] lr: 4.000e-03, eta: 12:54:53, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8453, loss_cls: 1.4515, loss: 1.4515, grad_norm: 3.0770 2021-03-09 19:58:29,365 - mmaction - INFO - Epoch [96][60/940] lr: 4.000e-03, eta: 12:54:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6434, top5_acc: 0.8307, loss_cls: 1.5063, loss: 1.5063, grad_norm: 3.1147 2021-03-09 19:58:46,867 - mmaction - INFO - Epoch [96][80/940] lr: 4.000e-03, eta: 12:54:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6473, top5_acc: 0.8340, loss_cls: 1.5009, loss: 1.5009, grad_norm: 3.0787 2021-03-09 19:59:04,390 - mmaction - INFO - Epoch [96][100/940] lr: 4.000e-03, eta: 12:53:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8385, loss_cls: 1.4640, loss: 1.4640, grad_norm: 3.0511 2021-03-09 19:59:21,898 - mmaction - INFO - Epoch [96][120/940] lr: 4.000e-03, eta: 12:53:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6477, top5_acc: 0.8342, loss_cls: 1.4823, loss: 1.4823, grad_norm: 3.0922 2021-03-09 19:59:39,430 - mmaction - INFO - Epoch [96][140/940] lr: 4.000e-03, eta: 12:53:21, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8402, loss_cls: 1.4663, loss: 1.4663, grad_norm: 3.0681 2021-03-09 19:59:56,947 - mmaction - INFO - Epoch [96][160/940] lr: 4.000e-03, eta: 12:53:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6521, top5_acc: 0.8379, loss_cls: 1.4808, loss: 1.4808, grad_norm: 3.1299 2021-03-09 20:00:14,456 - mmaction - INFO - Epoch [96][180/940] lr: 4.000e-03, eta: 12:52:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6424, top5_acc: 0.8416, loss_cls: 1.4953, loss: 1.4953, grad_norm: 3.1411 2021-03-09 20:00:31,952 - mmaction - INFO - Epoch [96][200/940] lr: 4.000e-03, eta: 12:52:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6391, top5_acc: 0.8375, loss_cls: 1.5028, loss: 1.5028, grad_norm: 3.1730 2021-03-09 20:00:49,460 - mmaction - INFO - Epoch [96][220/940] lr: 4.000e-03, eta: 12:52:08, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6471, top5_acc: 0.8348, loss_cls: 1.4979, loss: 1.4979, grad_norm: 3.1412 2021-03-09 20:01:06,957 - mmaction - INFO - Epoch [96][240/940] lr: 4.000e-03, eta: 12:51:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8436, loss_cls: 1.4713, loss: 1.4713, grad_norm: 3.1042 2021-03-09 20:01:24,474 - mmaction - INFO - Epoch [96][260/940] lr: 4.000e-03, eta: 12:51:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6412, top5_acc: 0.8371, loss_cls: 1.4982, loss: 1.4982, grad_norm: 3.1272 2021-03-09 20:01:41,987 - mmaction - INFO - Epoch [96][280/940] lr: 4.000e-03, eta: 12:51:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6418, top5_acc: 0.8328, loss_cls: 1.5014, loss: 1.5014, grad_norm: 3.1206 2021-03-09 20:01:59,488 - mmaction - INFO - Epoch [96][300/940] lr: 4.000e-03, eta: 12:50:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6510, top5_acc: 0.8393, loss_cls: 1.4792, loss: 1.4792, grad_norm: 3.0533 2021-03-09 20:02:17,001 - mmaction - INFO - Epoch [96][320/940] lr: 4.000e-03, eta: 12:50:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8393, loss_cls: 1.4949, loss: 1.4949, grad_norm: 3.1193 2021-03-09 20:02:34,537 - mmaction - INFO - Epoch [96][340/940] lr: 4.000e-03, eta: 12:50:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6416, top5_acc: 0.8322, loss_cls: 1.5009, loss: 1.5009, grad_norm: 3.1457 2021-03-09 20:02:52,063 - mmaction - INFO - Epoch [96][360/940] lr: 4.000e-03, eta: 12:50:00, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8363, loss_cls: 1.4717, loss: 1.4717, grad_norm: 3.0943 2021-03-09 20:03:09,571 - mmaction - INFO - Epoch [96][380/940] lr: 4.000e-03, eta: 12:49:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6475, top5_acc: 0.8344, loss_cls: 1.4889, loss: 1.4889, grad_norm: 3.1042 2021-03-09 20:03:27,068 - mmaction - INFO - Epoch [96][400/940] lr: 4.000e-03, eta: 12:49:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6443, top5_acc: 0.8369, loss_cls: 1.4865, loss: 1.4865, grad_norm: 3.1001 2021-03-09 20:03:44,578 - mmaction - INFO - Epoch [96][420/940] lr: 4.000e-03, eta: 12:49:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6471, top5_acc: 0.8398, loss_cls: 1.4905, loss: 1.4905, grad_norm: 3.1247 2021-03-09 20:04:02,105 - mmaction - INFO - Epoch [96][440/940] lr: 4.000e-03, eta: 12:48:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6334, top5_acc: 0.8301, loss_cls: 1.5295, loss: 1.5295, grad_norm: 3.1398 2021-03-09 20:04:19,623 - mmaction - INFO - Epoch [96][460/940] lr: 4.000e-03, eta: 12:48:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6496, top5_acc: 0.8404, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.1269 2021-03-09 20:04:37,146 - mmaction - INFO - Epoch [96][480/940] lr: 4.000e-03, eta: 12:48:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6502, top5_acc: 0.8412, loss_cls: 1.4615, loss: 1.4615, grad_norm: 3.1049 2021-03-09 20:04:54,651 - mmaction - INFO - Epoch [96][500/940] lr: 4.000e-03, eta: 12:47:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6521, top5_acc: 0.8344, loss_cls: 1.4783, loss: 1.4783, grad_norm: 3.1222 2021-03-09 20:05:12,152 - mmaction - INFO - Epoch [96][520/940] lr: 4.000e-03, eta: 12:47:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6447, top5_acc: 0.8309, loss_cls: 1.5164, loss: 1.5164, grad_norm: 3.1296 2021-03-09 20:05:29,654 - mmaction - INFO - Epoch [96][540/940] lr: 4.000e-03, eta: 12:47:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8340, loss_cls: 1.5047, loss: 1.5047, grad_norm: 3.0906 2021-03-09 20:05:47,171 - mmaction - INFO - Epoch [96][560/940] lr: 4.000e-03, eta: 12:46:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6469, top5_acc: 0.8338, loss_cls: 1.4838, loss: 1.4838, grad_norm: 3.1076 2021-03-09 20:06:04,669 - mmaction - INFO - Epoch [96][580/940] lr: 4.000e-03, eta: 12:46:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8428, loss_cls: 1.4670, loss: 1.4670, grad_norm: 3.1197 2021-03-09 20:06:22,177 - mmaction - INFO - Epoch [96][600/940] lr: 4.000e-03, eta: 12:46:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8400, loss_cls: 1.4866, loss: 1.4866, grad_norm: 3.0814 2021-03-09 20:06:39,674 - mmaction - INFO - Epoch [96][620/940] lr: 4.000e-03, eta: 12:46:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6477, top5_acc: 0.8299, loss_cls: 1.5090, loss: 1.5090, grad_norm: 3.1500 2021-03-09 20:06:57,178 - mmaction - INFO - Epoch [96][640/940] lr: 4.000e-03, eta: 12:45:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6527, top5_acc: 0.8330, loss_cls: 1.4829, loss: 1.4829, grad_norm: 3.1238 2021-03-09 20:07:14,690 - mmaction - INFO - Epoch [96][660/940] lr: 4.000e-03, eta: 12:45:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6551, top5_acc: 0.8408, loss_cls: 1.4713, loss: 1.4713, grad_norm: 3.1490 2021-03-09 20:07:32,201 - mmaction - INFO - Epoch [96][680/940] lr: 4.000e-03, eta: 12:45:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6451, top5_acc: 0.8350, loss_cls: 1.4786, loss: 1.4786, grad_norm: 3.1567 2021-03-09 20:07:49,725 - mmaction - INFO - Epoch [96][700/940] lr: 4.000e-03, eta: 12:44:50, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8508, loss_cls: 1.4287, loss: 1.4287, grad_norm: 3.1156 2021-03-09 20:08:07,235 - mmaction - INFO - Epoch [96][720/940] lr: 4.000e-03, eta: 12:44:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8424, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.1225 2021-03-09 20:08:24,739 - mmaction - INFO - Epoch [96][740/940] lr: 4.000e-03, eta: 12:44:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6518, top5_acc: 0.8414, loss_cls: 1.4602, loss: 1.4602, grad_norm: 3.1754 2021-03-09 20:08:42,254 - mmaction - INFO - Epoch [96][760/940] lr: 4.000e-03, eta: 12:43:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6508, top5_acc: 0.8361, loss_cls: 1.4835, loss: 1.4835, grad_norm: 3.1381 2021-03-09 20:08:59,754 - mmaction - INFO - Epoch [96][780/940] lr: 4.000e-03, eta: 12:43:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8389, loss_cls: 1.4715, loss: 1.4715, grad_norm: 3.0967 2021-03-09 20:09:17,256 - mmaction - INFO - Epoch [96][800/940] lr: 4.000e-03, eta: 12:43:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6541, top5_acc: 0.8389, loss_cls: 1.4795, loss: 1.4795, grad_norm: 3.1049 2021-03-09 20:09:34,762 - mmaction - INFO - Epoch [96][820/940] lr: 4.000e-03, eta: 12:43:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8359, loss_cls: 1.4947, loss: 1.4947, grad_norm: 3.1271 2021-03-09 20:09:52,271 - mmaction - INFO - Epoch [96][840/940] lr: 4.000e-03, eta: 12:42:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6561, top5_acc: 0.8359, loss_cls: 1.4854, loss: 1.4854, grad_norm: 3.0840 2021-03-09 20:10:09,760 - mmaction - INFO - Epoch [96][860/940] lr: 4.000e-03, eta: 12:42:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8373, loss_cls: 1.5080, loss: 1.5080, grad_norm: 3.1313 2021-03-09 20:10:27,274 - mmaction - INFO - Epoch [96][880/940] lr: 4.000e-03, eta: 12:42:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6627, top5_acc: 0.8506, loss_cls: 1.4414, loss: 1.4414, grad_norm: 3.0821 2021-03-09 20:10:44,783 - mmaction - INFO - Epoch [96][900/940] lr: 4.000e-03, eta: 12:41:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6455, top5_acc: 0.8455, loss_cls: 1.4765, loss: 1.4765, grad_norm: 3.1888 2021-03-09 20:11:02,309 - mmaction - INFO - Epoch [96][920/940] lr: 4.000e-03, eta: 12:41:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6488, top5_acc: 0.8426, loss_cls: 1.4504, loss: 1.4504, grad_norm: 3.1221 2021-03-09 20:11:19,281 - mmaction - INFO - Epoch [96][940/940] lr: 4.000e-03, eta: 12:41:10, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.6522, top5_acc: 0.8450, loss_cls: 1.4749, loss: 1.4749, grad_norm: 3.1273 2021-03-09 20:11:20,102 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-03-09 20:11:59,636 - mmaction - INFO - Epoch [97][20/940] lr: 4.000e-03, eta: 12:41:04, time: 1.952, data_time: 0.931, memory: 8896, top1_acc: 0.6521, top5_acc: 0.8459, loss_cls: 1.4293, loss: 1.4293, grad_norm: 3.1055 2021-03-09 20:12:17,179 - mmaction - INFO - Epoch [97][40/940] lr: 4.000e-03, eta: 12:40:46, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6412, top5_acc: 0.8332, loss_cls: 1.4934, loss: 1.4934, grad_norm: 3.1645 2021-03-09 20:12:34,679 - mmaction - INFO - Epoch [97][60/940] lr: 4.000e-03, eta: 12:40:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8416, loss_cls: 1.4500, loss: 1.4500, grad_norm: 3.0867 2021-03-09 20:12:52,191 - mmaction - INFO - Epoch [97][80/940] lr: 4.000e-03, eta: 12:40:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8434, loss_cls: 1.4227, loss: 1.4227, grad_norm: 3.0755 2021-03-09 20:13:09,713 - mmaction - INFO - Epoch [97][100/940] lr: 4.000e-03, eta: 12:39:51, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8438, loss_cls: 1.4892, loss: 1.4892, grad_norm: 3.2058 2021-03-09 20:13:27,217 - mmaction - INFO - Epoch [97][120/940] lr: 4.000e-03, eta: 12:39:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6605, top5_acc: 0.8547, loss_cls: 1.4314, loss: 1.4314, grad_norm: 3.1539 2021-03-09 20:13:44,730 - mmaction - INFO - Epoch [97][140/940] lr: 4.000e-03, eta: 12:39:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8389, loss_cls: 1.4724, loss: 1.4724, grad_norm: 3.1928 2021-03-09 20:14:02,235 - mmaction - INFO - Epoch [97][160/940] lr: 4.000e-03, eta: 12:38:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8475, loss_cls: 1.4505, loss: 1.4505, grad_norm: 3.1855 2021-03-09 20:14:19,743 - mmaction - INFO - Epoch [97][180/940] lr: 4.000e-03, eta: 12:38:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8424, loss_cls: 1.4715, loss: 1.4715, grad_norm: 3.2254 2021-03-09 20:14:37,231 - mmaction - INFO - Epoch [97][200/940] lr: 4.000e-03, eta: 12:38:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8393, loss_cls: 1.4470, loss: 1.4470, grad_norm: 3.1299 2021-03-09 20:14:54,730 - mmaction - INFO - Epoch [97][220/940] lr: 4.000e-03, eta: 12:38:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8438, loss_cls: 1.4432, loss: 1.4432, grad_norm: 3.1437 2021-03-09 20:15:12,231 - mmaction - INFO - Epoch [97][240/940] lr: 4.000e-03, eta: 12:37:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8475, loss_cls: 1.4398, loss: 1.4398, grad_norm: 3.1949 2021-03-09 20:15:29,729 - mmaction - INFO - Epoch [97][260/940] lr: 4.000e-03, eta: 12:37:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8418, loss_cls: 1.4606, loss: 1.4606, grad_norm: 3.1442 2021-03-09 20:15:47,218 - mmaction - INFO - Epoch [97][280/940] lr: 4.000e-03, eta: 12:37:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6396, top5_acc: 0.8268, loss_cls: 1.5447, loss: 1.5447, grad_norm: 3.1988 2021-03-09 20:16:04,708 - mmaction - INFO - Epoch [97][300/940] lr: 4.000e-03, eta: 12:36:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8422, loss_cls: 1.4379, loss: 1.4379, grad_norm: 3.1494 2021-03-09 20:16:22,202 - mmaction - INFO - Epoch [97][320/940] lr: 4.000e-03, eta: 12:36:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8367, loss_cls: 1.4745, loss: 1.4745, grad_norm: 3.1947 2021-03-09 20:16:39,716 - mmaction - INFO - Epoch [97][340/940] lr: 4.000e-03, eta: 12:36:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8371, loss_cls: 1.4642, loss: 1.4642, grad_norm: 3.1702 2021-03-09 20:16:57,204 - mmaction - INFO - Epoch [97][360/940] lr: 4.000e-03, eta: 12:35:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6609, top5_acc: 0.8463, loss_cls: 1.4332, loss: 1.4332, grad_norm: 3.1261 2021-03-09 20:17:14,696 - mmaction - INFO - Epoch [97][380/940] lr: 4.000e-03, eta: 12:35:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8434, loss_cls: 1.4544, loss: 1.4544, grad_norm: 3.1701 2021-03-09 20:17:32,199 - mmaction - INFO - Epoch [97][400/940] lr: 4.000e-03, eta: 12:35:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6539, top5_acc: 0.8365, loss_cls: 1.4536, loss: 1.4536, grad_norm: 3.1544 2021-03-09 20:17:49,701 - mmaction - INFO - Epoch [97][420/940] lr: 4.000e-03, eta: 12:34:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6402, top5_acc: 0.8344, loss_cls: 1.5015, loss: 1.5015, grad_norm: 3.2190 2021-03-09 20:18:07,194 - mmaction - INFO - Epoch [97][440/940] lr: 4.000e-03, eta: 12:34:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6539, top5_acc: 0.8521, loss_cls: 1.4334, loss: 1.4334, grad_norm: 3.1154 2021-03-09 20:18:24,692 - mmaction - INFO - Epoch [97][460/940] lr: 4.000e-03, eta: 12:34:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8371, loss_cls: 1.4672, loss: 1.4672, grad_norm: 3.1756 2021-03-09 20:18:42,186 - mmaction - INFO - Epoch [97][480/940] lr: 4.000e-03, eta: 12:34:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6412, top5_acc: 0.8375, loss_cls: 1.4947, loss: 1.4947, grad_norm: 3.1782 2021-03-09 20:18:59,682 - mmaction - INFO - Epoch [97][500/940] lr: 4.000e-03, eta: 12:33:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6525, top5_acc: 0.8449, loss_cls: 1.4461, loss: 1.4461, grad_norm: 3.2157 2021-03-09 20:19:17,168 - mmaction - INFO - Epoch [97][520/940] lr: 4.000e-03, eta: 12:33:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6508, top5_acc: 0.8385, loss_cls: 1.4621, loss: 1.4621, grad_norm: 3.1734 2021-03-09 20:19:34,678 - mmaction - INFO - Epoch [97][540/940] lr: 4.000e-03, eta: 12:33:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8406, loss_cls: 1.4769, loss: 1.4769, grad_norm: 3.1674 2021-03-09 20:19:52,183 - mmaction - INFO - Epoch [97][560/940] lr: 4.000e-03, eta: 12:32:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6527, top5_acc: 0.8389, loss_cls: 1.4656, loss: 1.4656, grad_norm: 3.1468 2021-03-09 20:20:09,687 - mmaction - INFO - Epoch [97][580/940] lr: 4.000e-03, eta: 12:32:32, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6414, top5_acc: 0.8295, loss_cls: 1.5087, loss: 1.5087, grad_norm: 3.1651 2021-03-09 20:20:27,194 - mmaction - INFO - Epoch [97][600/940] lr: 4.000e-03, eta: 12:32:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6510, top5_acc: 0.8404, loss_cls: 1.4599, loss: 1.4599, grad_norm: 3.1493 2021-03-09 20:20:44,684 - mmaction - INFO - Epoch [97][620/940] lr: 4.000e-03, eta: 12:31:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6469, top5_acc: 0.8354, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.2061 2021-03-09 20:21:02,189 - mmaction - INFO - Epoch [97][640/940] lr: 4.000e-03, eta: 12:31:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6525, top5_acc: 0.8387, loss_cls: 1.4795, loss: 1.4795, grad_norm: 3.1382 2021-03-09 20:21:19,672 - mmaction - INFO - Epoch [97][660/940] lr: 4.000e-03, eta: 12:31:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6539, top5_acc: 0.8449, loss_cls: 1.4583, loss: 1.4583, grad_norm: 3.2160 2021-03-09 20:21:37,169 - mmaction - INFO - Epoch [97][680/940] lr: 4.000e-03, eta: 12:31:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8367, loss_cls: 1.4610, loss: 1.4610, grad_norm: 3.1875 2021-03-09 20:21:54,684 - mmaction - INFO - Epoch [97][700/940] lr: 4.000e-03, eta: 12:30:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6555, top5_acc: 0.8336, loss_cls: 1.4693, loss: 1.4693, grad_norm: 3.1746 2021-03-09 20:22:12,188 - mmaction - INFO - Epoch [97][720/940] lr: 4.000e-03, eta: 12:30:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6506, top5_acc: 0.8498, loss_cls: 1.4332, loss: 1.4332, grad_norm: 3.1362 2021-03-09 20:22:29,705 - mmaction - INFO - Epoch [97][740/940] lr: 4.000e-03, eta: 12:30:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8350, loss_cls: 1.4795, loss: 1.4795, grad_norm: 3.1847 2021-03-09 20:22:47,209 - mmaction - INFO - Epoch [97][760/940] lr: 4.000e-03, eta: 12:29:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6404, top5_acc: 0.8389, loss_cls: 1.4929, loss: 1.4929, grad_norm: 3.2136 2021-03-09 20:23:04,706 - mmaction - INFO - Epoch [97][780/940] lr: 4.000e-03, eta: 12:29:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6438, top5_acc: 0.8414, loss_cls: 1.4677, loss: 1.4677, grad_norm: 3.2046 2021-03-09 20:23:22,211 - mmaction - INFO - Epoch [97][800/940] lr: 4.000e-03, eta: 12:29:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6486, top5_acc: 0.8391, loss_cls: 1.4592, loss: 1.4592, grad_norm: 3.1974 2021-03-09 20:23:39,715 - mmaction - INFO - Epoch [97][820/940] lr: 4.000e-03, eta: 12:28:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6555, top5_acc: 0.8420, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.0967 2021-03-09 20:23:57,222 - mmaction - INFO - Epoch [97][840/940] lr: 4.000e-03, eta: 12:28:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8406, loss_cls: 1.4524, loss: 1.4524, grad_norm: 3.1742 2021-03-09 20:24:14,735 - mmaction - INFO - Epoch [97][860/940] lr: 4.000e-03, eta: 12:28:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8418, loss_cls: 1.4575, loss: 1.4575, grad_norm: 3.1285 2021-03-09 20:24:32,228 - mmaction - INFO - Epoch [97][880/940] lr: 4.000e-03, eta: 12:27:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6611, top5_acc: 0.8422, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.1648 2021-03-09 20:24:49,729 - mmaction - INFO - Epoch [97][900/940] lr: 4.000e-03, eta: 12:27:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6465, top5_acc: 0.8398, loss_cls: 1.4864, loss: 1.4864, grad_norm: 3.1874 2021-03-09 20:25:07,218 - mmaction - INFO - Epoch [97][920/940] lr: 4.000e-03, eta: 12:27:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6488, top5_acc: 0.8406, loss_cls: 1.4622, loss: 1.4622, grad_norm: 3.2228 2021-03-09 20:25:24,179 - mmaction - INFO - Epoch [97][940/940] lr: 4.000e-03, eta: 12:27:03, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6451, top5_acc: 0.8342, loss_cls: 1.5168, loss: 1.5168, grad_norm: 3.2140 2021-03-09 20:25:24,990 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-03-09 20:26:04,273 - mmaction - INFO - Epoch [98][20/940] lr: 4.000e-03, eta: 12:26:56, time: 1.936, data_time: 1.061, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8418, loss_cls: 1.4368, loss: 1.4368, grad_norm: 3.1595 2021-03-09 20:26:21,830 - mmaction - INFO - Epoch [98][40/940] lr: 4.000e-03, eta: 12:26:38, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6473, top5_acc: 0.8416, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.2404 2021-03-09 20:26:39,335 - mmaction - INFO - Epoch [98][60/940] lr: 4.000e-03, eta: 12:26:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6576, top5_acc: 0.8469, loss_cls: 1.4190, loss: 1.4190, grad_norm: 3.0897 2021-03-09 20:26:56,856 - mmaction - INFO - Epoch [98][80/940] lr: 4.000e-03, eta: 12:26:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6553, top5_acc: 0.8379, loss_cls: 1.4627, loss: 1.4627, grad_norm: 3.2085 2021-03-09 20:27:14,351 - mmaction - INFO - Epoch [98][100/940] lr: 4.000e-03, eta: 12:25:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6619, top5_acc: 0.8461, loss_cls: 1.4349, loss: 1.4349, grad_norm: 3.1714 2021-03-09 20:27:31,854 - mmaction - INFO - Epoch [98][120/940] lr: 4.000e-03, eta: 12:25:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6508, top5_acc: 0.8404, loss_cls: 1.4616, loss: 1.4616, grad_norm: 3.0951 2021-03-09 20:27:49,340 - mmaction - INFO - Epoch [98][140/940] lr: 4.000e-03, eta: 12:25:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6547, top5_acc: 0.8340, loss_cls: 1.4740, loss: 1.4740, grad_norm: 3.2175 2021-03-09 20:28:06,838 - mmaction - INFO - Epoch [98][160/940] lr: 4.000e-03, eta: 12:24:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8377, loss_cls: 1.4612, loss: 1.4612, grad_norm: 3.1756 2021-03-09 20:28:24,338 - mmaction - INFO - Epoch [98][180/940] lr: 4.000e-03, eta: 12:24:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6596, top5_acc: 0.8420, loss_cls: 1.4550, loss: 1.4550, grad_norm: 3.1253 2021-03-09 20:28:41,833 - mmaction - INFO - Epoch [98][200/940] lr: 4.000e-03, eta: 12:24:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6512, top5_acc: 0.8369, loss_cls: 1.4897, loss: 1.4897, grad_norm: 3.2250 2021-03-09 20:28:59,329 - mmaction - INFO - Epoch [98][220/940] lr: 4.000e-03, eta: 12:23:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8389, loss_cls: 1.4499, loss: 1.4499, grad_norm: 3.1680 2021-03-09 20:29:16,831 - mmaction - INFO - Epoch [98][240/940] lr: 4.000e-03, eta: 12:23:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8439, loss_cls: 1.4801, loss: 1.4801, grad_norm: 3.2032 2021-03-09 20:29:34,333 - mmaction - INFO - Epoch [98][260/940] lr: 4.000e-03, eta: 12:23:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6395, top5_acc: 0.8311, loss_cls: 1.5209, loss: 1.5209, grad_norm: 3.2753 2021-03-09 20:29:51,832 - mmaction - INFO - Epoch [98][280/940] lr: 4.000e-03, eta: 12:22:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6521, top5_acc: 0.8398, loss_cls: 1.4729, loss: 1.4729, grad_norm: 3.2369 2021-03-09 20:30:09,564 - mmaction - INFO - Epoch [98][300/940] lr: 4.000e-03, eta: 12:22:41, time: 0.884, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8367, loss_cls: 1.4690, loss: 1.4690, grad_norm: 3.1955 2021-03-09 20:30:27,041 - mmaction - INFO - Epoch [98][320/940] lr: 4.000e-03, eta: 12:22:22, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.6539, top5_acc: 0.8396, loss_cls: 1.4476, loss: 1.4476, grad_norm: 3.1959 2021-03-09 20:30:44,560 - mmaction - INFO - Epoch [98][340/940] lr: 4.000e-03, eta: 12:22:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8449, loss_cls: 1.4204, loss: 1.4204, grad_norm: 3.2033 2021-03-09 20:31:02,051 - mmaction - INFO - Epoch [98][360/940] lr: 4.000e-03, eta: 12:21:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6553, top5_acc: 0.8369, loss_cls: 1.4561, loss: 1.4561, grad_norm: 3.1844 2021-03-09 20:31:19,550 - mmaction - INFO - Epoch [98][380/940] lr: 4.000e-03, eta: 12:21:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6461, top5_acc: 0.8430, loss_cls: 1.4773, loss: 1.4773, grad_norm: 3.2127 2021-03-09 20:31:37,043 - mmaction - INFO - Epoch [98][400/940] lr: 4.000e-03, eta: 12:21:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6551, top5_acc: 0.8418, loss_cls: 1.4671, loss: 1.4671, grad_norm: 3.1838 2021-03-09 20:31:54,547 - mmaction - INFO - Epoch [98][420/940] lr: 4.000e-03, eta: 12:20:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6467, top5_acc: 0.8438, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.2291 2021-03-09 20:32:12,054 - mmaction - INFO - Epoch [98][440/940] lr: 4.000e-03, eta: 12:20:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8436, loss_cls: 1.4669, loss: 1.4669, grad_norm: 3.2513 2021-03-09 20:32:29,566 - mmaction - INFO - Epoch [98][460/940] lr: 4.000e-03, eta: 12:20:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8484, loss_cls: 1.3947, loss: 1.3947, grad_norm: 3.1413 2021-03-09 20:32:47,049 - mmaction - INFO - Epoch [98][480/940] lr: 4.000e-03, eta: 12:19:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8457, loss_cls: 1.4231, loss: 1.4231, grad_norm: 3.1472 2021-03-09 20:33:04,537 - mmaction - INFO - Epoch [98][500/940] lr: 4.000e-03, eta: 12:19:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6518, top5_acc: 0.8414, loss_cls: 1.4485, loss: 1.4485, grad_norm: 3.1789 2021-03-09 20:33:22,052 - mmaction - INFO - Epoch [98][520/940] lr: 4.000e-03, eta: 12:19:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8391, loss_cls: 1.4631, loss: 1.4631, grad_norm: 3.2379 2021-03-09 20:33:39,566 - mmaction - INFO - Epoch [98][540/940] lr: 4.000e-03, eta: 12:19:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6609, top5_acc: 0.8441, loss_cls: 1.4508, loss: 1.4508, grad_norm: 3.1729 2021-03-09 20:33:57,060 - mmaction - INFO - Epoch [98][560/940] lr: 4.000e-03, eta: 12:18:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6430, top5_acc: 0.8418, loss_cls: 1.4833, loss: 1.4833, grad_norm: 3.2600 2021-03-09 20:34:14,551 - mmaction - INFO - Epoch [98][580/940] lr: 4.000e-03, eta: 12:18:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6508, top5_acc: 0.8309, loss_cls: 1.4831, loss: 1.4831, grad_norm: 3.1914 2021-03-09 20:34:32,074 - mmaction - INFO - Epoch [98][600/940] lr: 4.000e-03, eta: 12:18:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6617, top5_acc: 0.8451, loss_cls: 1.4155, loss: 1.4155, grad_norm: 3.2117 2021-03-09 20:34:49,570 - mmaction - INFO - Epoch [98][620/940] lr: 4.000e-03, eta: 12:17:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6557, top5_acc: 0.8420, loss_cls: 1.4584, loss: 1.4584, grad_norm: 3.2501 2021-03-09 20:35:07,076 - mmaction - INFO - Epoch [98][640/940] lr: 4.000e-03, eta: 12:17:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6482, top5_acc: 0.8342, loss_cls: 1.4889, loss: 1.4889, grad_norm: 3.1890 2021-03-09 20:35:24,573 - mmaction - INFO - Epoch [98][660/940] lr: 4.000e-03, eta: 12:17:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6492, top5_acc: 0.8342, loss_cls: 1.4895, loss: 1.4895, grad_norm: 3.2467 2021-03-09 20:35:42,053 - mmaction - INFO - Epoch [98][680/940] lr: 4.000e-03, eta: 12:16:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6557, top5_acc: 0.8402, loss_cls: 1.4767, loss: 1.4767, grad_norm: 3.1886 2021-03-09 20:35:59,550 - mmaction - INFO - Epoch [98][700/940] lr: 4.000e-03, eta: 12:16:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8443, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.1975 2021-03-09 20:36:17,046 - mmaction - INFO - Epoch [98][720/940] lr: 4.000e-03, eta: 12:16:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6541, top5_acc: 0.8391, loss_cls: 1.4692, loss: 1.4692, grad_norm: 3.2422 2021-03-09 20:36:34,552 - mmaction - INFO - Epoch [98][740/940] lr: 4.000e-03, eta: 12:15:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6420, top5_acc: 0.8350, loss_cls: 1.4796, loss: 1.4796, grad_norm: 3.2595 2021-03-09 20:36:52,054 - mmaction - INFO - Epoch [98][760/940] lr: 4.000e-03, eta: 12:15:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6531, top5_acc: 0.8447, loss_cls: 1.4372, loss: 1.4372, grad_norm: 3.2531 2021-03-09 20:37:09,549 - mmaction - INFO - Epoch [98][780/940] lr: 4.000e-03, eta: 12:15:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8328, loss_cls: 1.4902, loss: 1.4902, grad_norm: 3.2607 2021-03-09 20:37:27,056 - mmaction - INFO - Epoch [98][800/940] lr: 4.000e-03, eta: 12:15:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6580, top5_acc: 0.8410, loss_cls: 1.4601, loss: 1.4601, grad_norm: 3.2141 2021-03-09 20:37:44,558 - mmaction - INFO - Epoch [98][820/940] lr: 4.000e-03, eta: 12:14:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8436, loss_cls: 1.4409, loss: 1.4409, grad_norm: 3.2663 2021-03-09 20:38:02,058 - mmaction - INFO - Epoch [98][840/940] lr: 4.000e-03, eta: 12:14:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6408, top5_acc: 0.8342, loss_cls: 1.5078, loss: 1.5078, grad_norm: 3.2631 2021-03-09 20:38:19,550 - mmaction - INFO - Epoch [98][860/940] lr: 4.000e-03, eta: 12:14:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8490, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.2080 2021-03-09 20:38:37,035 - mmaction - INFO - Epoch [98][880/940] lr: 4.000e-03, eta: 12:13:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8516, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.1974 2021-03-09 20:38:54,531 - mmaction - INFO - Epoch [98][900/940] lr: 4.000e-03, eta: 12:13:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8480, loss_cls: 1.4104, loss: 1.4104, grad_norm: 3.2121 2021-03-09 20:39:12,011 - mmaction - INFO - Epoch [98][920/940] lr: 4.000e-03, eta: 12:13:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6590, top5_acc: 0.8434, loss_cls: 1.4423, loss: 1.4423, grad_norm: 3.2294 2021-03-09 20:39:28,988 - mmaction - INFO - Epoch [98][940/940] lr: 4.000e-03, eta: 12:12:56, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.6451, top5_acc: 0.8312, loss_cls: 1.5109, loss: 1.5109, grad_norm: 3.2910 2021-03-09 20:39:30,548 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-03-09 20:40:11,903 - mmaction - INFO - Epoch [99][20/940] lr: 4.000e-03, eta: 12:12:50, time: 2.037, data_time: 1.162, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8428, loss_cls: 1.4655, loss: 1.4655, grad_norm: 3.2447 2021-03-09 20:40:29,467 - mmaction - INFO - Epoch [99][40/940] lr: 4.000e-03, eta: 12:12:32, time: 0.878, data_time: 0.005, memory: 8896, top1_acc: 0.6434, top5_acc: 0.8383, loss_cls: 1.4804, loss: 1.4804, grad_norm: 3.2947 2021-03-09 20:40:46,985 - mmaction - INFO - Epoch [99][60/940] lr: 4.000e-03, eta: 12:12:14, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8488, loss_cls: 1.4201, loss: 1.4201, grad_norm: 3.2068 2021-03-09 20:41:04,482 - mmaction - INFO - Epoch [99][80/940] lr: 4.000e-03, eta: 12:11:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8426, loss_cls: 1.4377, loss: 1.4377, grad_norm: 3.2677 2021-03-09 20:41:21,978 - mmaction - INFO - Epoch [99][100/940] lr: 4.000e-03, eta: 12:11:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6484, top5_acc: 0.8359, loss_cls: 1.4749, loss: 1.4749, grad_norm: 3.2471 2021-03-09 20:41:39,464 - mmaction - INFO - Epoch [99][120/940] lr: 4.000e-03, eta: 12:11:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8381, loss_cls: 1.4654, loss: 1.4654, grad_norm: 3.2424 2021-03-09 20:41:56,967 - mmaction - INFO - Epoch [99][140/940] lr: 4.000e-03, eta: 12:11:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8482, loss_cls: 1.3999, loss: 1.3999, grad_norm: 3.2098 2021-03-09 20:42:14,475 - mmaction - INFO - Epoch [99][160/940] lr: 4.000e-03, eta: 12:10:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6574, top5_acc: 0.8459, loss_cls: 1.4249, loss: 1.4249, grad_norm: 3.2902 2021-03-09 20:42:31,969 - mmaction - INFO - Epoch [99][180/940] lr: 4.000e-03, eta: 12:10:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6547, top5_acc: 0.8377, loss_cls: 1.4574, loss: 1.4574, grad_norm: 3.1957 2021-03-09 20:42:49,478 - mmaction - INFO - Epoch [99][200/940] lr: 4.000e-03, eta: 12:10:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6516, top5_acc: 0.8393, loss_cls: 1.4664, loss: 1.4664, grad_norm: 3.2106 2021-03-09 20:43:06,959 - mmaction - INFO - Epoch [99][220/940] lr: 4.000e-03, eta: 12:09:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8408, loss_cls: 1.4534, loss: 1.4534, grad_norm: 3.2510 2021-03-09 20:43:24,465 - mmaction - INFO - Epoch [99][240/940] lr: 4.000e-03, eta: 12:09:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8287, loss_cls: 1.5026, loss: 1.5026, grad_norm: 3.2861 2021-03-09 20:43:41,961 - mmaction - INFO - Epoch [99][260/940] lr: 4.000e-03, eta: 12:09:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6496, top5_acc: 0.8500, loss_cls: 1.4509, loss: 1.4509, grad_norm: 3.2558 2021-03-09 20:43:59,446 - mmaction - INFO - Epoch [99][280/940] lr: 4.000e-03, eta: 12:08:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8461, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.2278 2021-03-09 20:44:16,952 - mmaction - INFO - Epoch [99][300/940] lr: 4.000e-03, eta: 12:08:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8527, loss_cls: 1.3990, loss: 1.3990, grad_norm: 3.1961 2021-03-09 20:44:34,456 - mmaction - INFO - Epoch [99][320/940] lr: 4.000e-03, eta: 12:08:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6453, top5_acc: 0.8336, loss_cls: 1.4942, loss: 1.4942, grad_norm: 3.2649 2021-03-09 20:44:51,953 - mmaction - INFO - Epoch [99][340/940] lr: 4.000e-03, eta: 12:07:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6547, top5_acc: 0.8416, loss_cls: 1.4467, loss: 1.4467, grad_norm: 3.2498 2021-03-09 20:45:09,449 - mmaction - INFO - Epoch [99][360/940] lr: 4.000e-03, eta: 12:07:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8443, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.2235 2021-03-09 20:45:26,934 - mmaction - INFO - Epoch [99][380/940] lr: 4.000e-03, eta: 12:07:21, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8434, loss_cls: 1.4455, loss: 1.4455, grad_norm: 3.2626 2021-03-09 20:45:44,435 - mmaction - INFO - Epoch [99][400/940] lr: 4.000e-03, eta: 12:07:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8387, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.2431 2021-03-09 20:46:01,932 - mmaction - INFO - Epoch [99][420/940] lr: 4.000e-03, eta: 12:06:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6584, top5_acc: 0.8449, loss_cls: 1.4338, loss: 1.4338, grad_norm: 3.1908 2021-03-09 20:46:19,431 - mmaction - INFO - Epoch [99][440/940] lr: 4.000e-03, eta: 12:06:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8430, loss_cls: 1.4278, loss: 1.4278, grad_norm: 3.1878 2021-03-09 20:46:36,926 - mmaction - INFO - Epoch [99][460/940] lr: 4.000e-03, eta: 12:06:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6578, top5_acc: 0.8412, loss_cls: 1.4228, loss: 1.4228, grad_norm: 3.2076 2021-03-09 20:46:54,421 - mmaction - INFO - Epoch [99][480/940] lr: 4.000e-03, eta: 12:05:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6479, top5_acc: 0.8340, loss_cls: 1.4929, loss: 1.4929, grad_norm: 3.2678 2021-03-09 20:47:11,951 - mmaction - INFO - Epoch [99][500/940] lr: 4.000e-03, eta: 12:05:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6564, top5_acc: 0.8469, loss_cls: 1.4245, loss: 1.4245, grad_norm: 3.2198 2021-03-09 20:47:29,447 - mmaction - INFO - Epoch [99][520/940] lr: 4.000e-03, eta: 12:05:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8459, loss_cls: 1.4264, loss: 1.4264, grad_norm: 3.1893 2021-03-09 20:47:46,946 - mmaction - INFO - Epoch [99][540/940] lr: 4.000e-03, eta: 12:04:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6576, top5_acc: 0.8355, loss_cls: 1.4553, loss: 1.4553, grad_norm: 3.2167 2021-03-09 20:48:04,455 - mmaction - INFO - Epoch [99][560/940] lr: 4.000e-03, eta: 12:04:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6426, top5_acc: 0.8387, loss_cls: 1.5036, loss: 1.5036, grad_norm: 3.2730 2021-03-09 20:48:21,946 - mmaction - INFO - Epoch [99][580/940] lr: 4.000e-03, eta: 12:04:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8395, loss_cls: 1.4633, loss: 1.4633, grad_norm: 3.2896 2021-03-09 20:48:39,439 - mmaction - INFO - Epoch [99][600/940] lr: 4.000e-03, eta: 12:04:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6445, top5_acc: 0.8404, loss_cls: 1.4796, loss: 1.4796, grad_norm: 3.2723 2021-03-09 20:48:56,943 - mmaction - INFO - Epoch [99][620/940] lr: 4.000e-03, eta: 12:03:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6516, top5_acc: 0.8469, loss_cls: 1.4355, loss: 1.4355, grad_norm: 3.2463 2021-03-09 20:49:14,439 - mmaction - INFO - Epoch [99][640/940] lr: 4.000e-03, eta: 12:03:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6482, top5_acc: 0.8465, loss_cls: 1.4348, loss: 1.4348, grad_norm: 3.3080 2021-03-09 20:49:31,932 - mmaction - INFO - Epoch [99][660/940] lr: 4.000e-03, eta: 12:03:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6564, top5_acc: 0.8432, loss_cls: 1.4521, loss: 1.4521, grad_norm: 3.2082 2021-03-09 20:49:49,434 - mmaction - INFO - Epoch [99][680/940] lr: 4.000e-03, eta: 12:02:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6611, top5_acc: 0.8449, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.2020 2021-03-09 20:50:06,927 - mmaction - INFO - Epoch [99][700/940] lr: 4.000e-03, eta: 12:02:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6498, top5_acc: 0.8420, loss_cls: 1.4491, loss: 1.4491, grad_norm: 3.2113 2021-03-09 20:50:24,421 - mmaction - INFO - Epoch [99][720/940] lr: 4.000e-03, eta: 12:02:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8406, loss_cls: 1.4309, loss: 1.4309, grad_norm: 3.2305 2021-03-09 20:50:41,941 - mmaction - INFO - Epoch [99][740/940] lr: 4.000e-03, eta: 12:01:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6520, top5_acc: 0.8365, loss_cls: 1.4892, loss: 1.4892, grad_norm: 3.2018 2021-03-09 20:50:59,457 - mmaction - INFO - Epoch [99][760/940] lr: 4.000e-03, eta: 12:01:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6439, top5_acc: 0.8404, loss_cls: 1.4838, loss: 1.4838, grad_norm: 3.3085 2021-03-09 20:51:16,953 - mmaction - INFO - Epoch [99][780/940] lr: 4.000e-03, eta: 12:01:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6576, top5_acc: 0.8418, loss_cls: 1.4546, loss: 1.4546, grad_norm: 3.2167 2021-03-09 20:51:34,448 - mmaction - INFO - Epoch [99][800/940] lr: 4.000e-03, eta: 12:00:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6512, top5_acc: 0.8428, loss_cls: 1.4412, loss: 1.4412, grad_norm: 3.2772 2021-03-09 20:51:51,953 - mmaction - INFO - Epoch [99][820/940] lr: 4.000e-03, eta: 12:00:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6504, top5_acc: 0.8395, loss_cls: 1.4735, loss: 1.4735, grad_norm: 3.2360 2021-03-09 20:52:09,478 - mmaction - INFO - Epoch [99][840/940] lr: 4.000e-03, eta: 12:00:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6576, top5_acc: 0.8418, loss_cls: 1.4491, loss: 1.4491, grad_norm: 3.2677 2021-03-09 20:52:26,994 - mmaction - INFO - Epoch [99][860/940] lr: 4.000e-03, eta: 12:00:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6408, top5_acc: 0.8408, loss_cls: 1.4825, loss: 1.4825, grad_norm: 3.2922 2021-03-09 20:52:44,513 - mmaction - INFO - Epoch [99][880/940] lr: 4.000e-03, eta: 11:59:45, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6531, top5_acc: 0.8414, loss_cls: 1.4624, loss: 1.4624, grad_norm: 3.2292 2021-03-09 20:53:02,014 - mmaction - INFO - Epoch [99][900/940] lr: 4.000e-03, eta: 11:59:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6531, top5_acc: 0.8420, loss_cls: 1.4648, loss: 1.4648, grad_norm: 3.2821 2021-03-09 20:53:19,515 - mmaction - INFO - Epoch [99][920/940] lr: 4.000e-03, eta: 11:59:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6535, top5_acc: 0.8422, loss_cls: 1.4436, loss: 1.4436, grad_norm: 3.2524 2021-03-09 20:53:36,466 - mmaction - INFO - Epoch [99][940/940] lr: 4.000e-03, eta: 11:58:50, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6489, top5_acc: 0.8431, loss_cls: 1.4505, loss: 1.4505, grad_norm: 3.2974 2021-03-09 20:53:37,455 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-03-09 20:54:16,753 - mmaction - INFO - Epoch [100][20/940] lr: 4.000e-03, eta: 11:58:43, time: 1.936, data_time: 1.032, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8428, loss_cls: 1.4342, loss: 1.4342, grad_norm: 3.2382 2021-03-09 20:54:34,296 - mmaction - INFO - Epoch [100][40/940] lr: 4.000e-03, eta: 11:58:25, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8510, loss_cls: 1.4018, loss: 1.4018, grad_norm: 3.2490 2021-03-09 20:54:51,789 - mmaction - INFO - Epoch [100][60/940] lr: 4.000e-03, eta: 11:58:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8479, loss_cls: 1.4172, loss: 1.4172, grad_norm: 3.2251 2021-03-09 20:55:09,287 - mmaction - INFO - Epoch [100][80/940] lr: 4.000e-03, eta: 11:57:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6553, top5_acc: 0.8369, loss_cls: 1.4584, loss: 1.4584, grad_norm: 3.2921 2021-03-09 20:55:26,789 - mmaction - INFO - Epoch [100][100/940] lr: 4.000e-03, eta: 11:57:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6590, top5_acc: 0.8490, loss_cls: 1.4034, loss: 1.4034, grad_norm: 3.2983 2021-03-09 20:55:44,309 - mmaction - INFO - Epoch [100][120/940] lr: 4.000e-03, eta: 11:57:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8561, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.2794 2021-03-09 20:56:01,820 - mmaction - INFO - Epoch [100][140/940] lr: 4.000e-03, eta: 11:56:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8422, loss_cls: 1.4467, loss: 1.4467, grad_norm: 3.2899 2021-03-09 20:56:19,324 - mmaction - INFO - Epoch [100][160/940] lr: 4.000e-03, eta: 11:56:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6590, top5_acc: 0.8463, loss_cls: 1.4297, loss: 1.4297, grad_norm: 3.3242 2021-03-09 20:56:36,822 - mmaction - INFO - Epoch [100][180/940] lr: 4.000e-03, eta: 11:56:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6637, top5_acc: 0.8482, loss_cls: 1.4153, loss: 1.4153, grad_norm: 3.2945 2021-03-09 20:56:54,325 - mmaction - INFO - Epoch [100][200/940] lr: 4.000e-03, eta: 11:55:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8422, loss_cls: 1.4635, loss: 1.4635, grad_norm: 3.3464 2021-03-09 20:57:11,845 - mmaction - INFO - Epoch [100][220/940] lr: 4.000e-03, eta: 11:55:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6582, top5_acc: 0.8396, loss_cls: 1.4536, loss: 1.4536, grad_norm: 3.2657 2021-03-09 20:57:29,333 - mmaction - INFO - Epoch [100][240/940] lr: 4.000e-03, eta: 11:55:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6551, top5_acc: 0.8469, loss_cls: 1.4236, loss: 1.4236, grad_norm: 3.2417 2021-03-09 20:57:46,844 - mmaction - INFO - Epoch [100][260/940] lr: 4.000e-03, eta: 11:55:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6479, top5_acc: 0.8332, loss_cls: 1.5001, loss: 1.5001, grad_norm: 3.3337 2021-03-09 20:58:04,343 - mmaction - INFO - Epoch [100][280/940] lr: 4.000e-03, eta: 11:54:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8414, loss_cls: 1.4370, loss: 1.4370, grad_norm: 3.2320 2021-03-09 20:58:21,838 - mmaction - INFO - Epoch [100][300/940] lr: 4.000e-03, eta: 11:54:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8447, loss_cls: 1.4123, loss: 1.4123, grad_norm: 3.2361 2021-03-09 20:58:39,341 - mmaction - INFO - Epoch [100][320/940] lr: 4.000e-03, eta: 11:54:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6525, top5_acc: 0.8414, loss_cls: 1.4454, loss: 1.4454, grad_norm: 3.2776 2021-03-09 20:58:56,857 - mmaction - INFO - Epoch [100][340/940] lr: 4.000e-03, eta: 11:53:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8477, loss_cls: 1.4044, loss: 1.4044, grad_norm: 3.2075 2021-03-09 20:59:14,360 - mmaction - INFO - Epoch [100][360/940] lr: 4.000e-03, eta: 11:53:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8334, loss_cls: 1.4618, loss: 1.4618, grad_norm: 3.2075 2021-03-09 20:59:31,871 - mmaction - INFO - Epoch [100][380/940] lr: 4.000e-03, eta: 11:53:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6531, top5_acc: 0.8383, loss_cls: 1.4664, loss: 1.4664, grad_norm: 3.2753 2021-03-09 20:59:49,389 - mmaction - INFO - Epoch [100][400/940] lr: 4.000e-03, eta: 11:52:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6561, top5_acc: 0.8430, loss_cls: 1.4401, loss: 1.4401, grad_norm: 3.2825 2021-03-09 21:00:06,887 - mmaction - INFO - Epoch [100][420/940] lr: 4.000e-03, eta: 11:52:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6570, top5_acc: 0.8408, loss_cls: 1.4395, loss: 1.4395, grad_norm: 3.2536 2021-03-09 21:00:24,376 - mmaction - INFO - Epoch [100][440/940] lr: 4.000e-03, eta: 11:52:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8559, loss_cls: 1.4111, loss: 1.4111, grad_norm: 3.2960 2021-03-09 21:00:41,871 - mmaction - INFO - Epoch [100][460/940] lr: 4.000e-03, eta: 11:52:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8400, loss_cls: 1.4116, loss: 1.4116, grad_norm: 3.2554 2021-03-09 21:00:59,356 - mmaction - INFO - Epoch [100][480/940] lr: 4.000e-03, eta: 11:51:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6594, top5_acc: 0.8402, loss_cls: 1.4556, loss: 1.4556, grad_norm: 3.3077 2021-03-09 21:01:16,841 - mmaction - INFO - Epoch [100][500/940] lr: 4.000e-03, eta: 11:51:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6602, top5_acc: 0.8395, loss_cls: 1.4620, loss: 1.4620, grad_norm: 3.2246 2021-03-09 21:01:34,344 - mmaction - INFO - Epoch [100][520/940] lr: 4.000e-03, eta: 11:51:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6557, top5_acc: 0.8400, loss_cls: 1.4584, loss: 1.4584, grad_norm: 3.3016 2021-03-09 21:01:51,823 - mmaction - INFO - Epoch [100][540/940] lr: 4.000e-03, eta: 11:50:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6539, top5_acc: 0.8549, loss_cls: 1.4259, loss: 1.4259, grad_norm: 3.3306 2021-03-09 21:02:09,320 - mmaction - INFO - Epoch [100][560/940] lr: 4.000e-03, eta: 11:50:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8350, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.2798 2021-03-09 21:02:26,827 - mmaction - INFO - Epoch [100][580/940] lr: 4.000e-03, eta: 11:50:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6508, top5_acc: 0.8410, loss_cls: 1.4807, loss: 1.4807, grad_norm: 3.2886 2021-03-09 21:02:44,324 - mmaction - INFO - Epoch [100][600/940] lr: 4.000e-03, eta: 11:49:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6564, top5_acc: 0.8393, loss_cls: 1.4605, loss: 1.4605, grad_norm: 3.2843 2021-03-09 21:03:01,836 - mmaction - INFO - Epoch [100][620/940] lr: 4.000e-03, eta: 11:49:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6504, top5_acc: 0.8340, loss_cls: 1.5020, loss: 1.5020, grad_norm: 3.3471 2021-03-09 21:03:19,323 - mmaction - INFO - Epoch [100][640/940] lr: 4.000e-03, eta: 11:49:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6582, top5_acc: 0.8480, loss_cls: 1.4257, loss: 1.4257, grad_norm: 3.2474 2021-03-09 21:03:36,841 - mmaction - INFO - Epoch [100][660/940] lr: 4.000e-03, eta: 11:48:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6561, top5_acc: 0.8471, loss_cls: 1.4188, loss: 1.4188, grad_norm: 3.2769 2021-03-09 21:03:54,335 - mmaction - INFO - Epoch [100][680/940] lr: 4.000e-03, eta: 11:48:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8379, loss_cls: 1.4733, loss: 1.4733, grad_norm: 3.2945 2021-03-09 21:04:11,831 - mmaction - INFO - Epoch [100][700/940] lr: 4.000e-03, eta: 11:48:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8436, loss_cls: 1.4578, loss: 1.4578, grad_norm: 3.3274 2021-03-09 21:04:29,319 - mmaction - INFO - Epoch [100][720/940] lr: 4.000e-03, eta: 11:48:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8387, loss_cls: 1.4668, loss: 1.4668, grad_norm: 3.2985 2021-03-09 21:04:46,809 - mmaction - INFO - Epoch [100][740/940] lr: 4.000e-03, eta: 11:47:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8352, loss_cls: 1.4616, loss: 1.4616, grad_norm: 3.2833 2021-03-09 21:05:04,292 - mmaction - INFO - Epoch [100][760/940] lr: 4.000e-03, eta: 11:47:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8480, loss_cls: 1.3938, loss: 1.3938, grad_norm: 3.2589 2021-03-09 21:05:21,763 - mmaction - INFO - Epoch [100][780/940] lr: 4.000e-03, eta: 11:47:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6623, top5_acc: 0.8379, loss_cls: 1.4428, loss: 1.4428, grad_norm: 3.2945 2021-03-09 21:05:39,255 - mmaction - INFO - Epoch [100][800/940] lr: 4.000e-03, eta: 11:46:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6594, top5_acc: 0.8414, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.2081 2021-03-09 21:05:56,753 - mmaction - INFO - Epoch [100][820/940] lr: 4.000e-03, eta: 11:46:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6490, top5_acc: 0.8369, loss_cls: 1.4691, loss: 1.4691, grad_norm: 3.2718 2021-03-09 21:06:14,250 - mmaction - INFO - Epoch [100][840/940] lr: 4.000e-03, eta: 11:46:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6582, top5_acc: 0.8408, loss_cls: 1.4594, loss: 1.4594, grad_norm: 3.2637 2021-03-09 21:06:31,737 - mmaction - INFO - Epoch [100][860/940] lr: 4.000e-03, eta: 11:45:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6574, top5_acc: 0.8494, loss_cls: 1.4114, loss: 1.4114, grad_norm: 3.2451 2021-03-09 21:06:49,242 - mmaction - INFO - Epoch [100][880/940] lr: 4.000e-03, eta: 11:45:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6604, top5_acc: 0.8441, loss_cls: 1.4222, loss: 1.4222, grad_norm: 3.2419 2021-03-09 21:07:06,727 - mmaction - INFO - Epoch [100][900/940] lr: 4.000e-03, eta: 11:45:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8488, loss_cls: 1.4143, loss: 1.4143, grad_norm: 3.2327 2021-03-09 21:07:24,211 - mmaction - INFO - Epoch [100][920/940] lr: 4.000e-03, eta: 11:45:02, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6461, top5_acc: 0.8371, loss_cls: 1.4823, loss: 1.4823, grad_norm: 3.3285 2021-03-09 21:07:41,171 - mmaction - INFO - Epoch [100][940/940] lr: 4.000e-03, eta: 11:44:43, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6463, top5_acc: 0.8431, loss_cls: 1.4736, loss: 1.4736, grad_norm: 3.3515 2021-03-09 21:07:41,925 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-03-09 21:08:17,772 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 21:08:18,877 - mmaction - INFO - top1_acc 0.6799 top5_acc 0.8737 2021-03-09 21:08:19,011 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 21:08:19,112 - mmaction - INFO - mean_acc 0.6798 2021-03-09 21:08:19,979 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2021-03-09 21:08:19,979 - mmaction - INFO - Best top1_acc is 0.6799 at 100 epoch. 2021-03-09 21:08:19,988 - mmaction - INFO - Epoch(val) [100][940] top1_acc: 0.6799, top5_acc: 0.8737, mean_class_accuracy: 0.6798 2021-03-09 21:09:01,924 - mmaction - INFO - Epoch [101][20/940] lr: 4.000e-03, eta: 11:44:37, time: 2.096, data_time: 1.219, memory: 8896, top1_acc: 0.6447, top5_acc: 0.8361, loss_cls: 1.4798, loss: 1.4798, grad_norm: 3.2885 2021-03-09 21:09:19,467 - mmaction - INFO - Epoch [101][40/940] lr: 4.000e-03, eta: 11:44:19, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8533, loss_cls: 1.3878, loss: 1.3878, grad_norm: 3.2197 2021-03-09 21:09:36,961 - mmaction - INFO - Epoch [101][60/940] lr: 4.000e-03, eta: 11:44:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8369, loss_cls: 1.4355, loss: 1.4355, grad_norm: 3.3236 2021-03-09 21:09:54,462 - mmaction - INFO - Epoch [101][80/940] lr: 4.000e-03, eta: 11:43:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8506, loss_cls: 1.3943, loss: 1.3943, grad_norm: 3.2688 2021-03-09 21:10:11,971 - mmaction - INFO - Epoch [101][100/940] lr: 4.000e-03, eta: 11:43:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6689, top5_acc: 0.8500, loss_cls: 1.4015, loss: 1.4015, grad_norm: 3.2979 2021-03-09 21:10:29,462 - mmaction - INFO - Epoch [101][120/940] lr: 4.000e-03, eta: 11:43:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6469, top5_acc: 0.8412, loss_cls: 1.4721, loss: 1.4721, grad_norm: 3.3863 2021-03-09 21:10:46,970 - mmaction - INFO - Epoch [101][140/940] lr: 4.000e-03, eta: 11:42:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8453, loss_cls: 1.4162, loss: 1.4162, grad_norm: 3.2764 2021-03-09 21:11:04,468 - mmaction - INFO - Epoch [101][160/940] lr: 4.000e-03, eta: 11:42:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6594, top5_acc: 0.8494, loss_cls: 1.4274, loss: 1.4274, grad_norm: 3.3379 2021-03-09 21:11:21,963 - mmaction - INFO - Epoch [101][180/940] lr: 4.000e-03, eta: 11:42:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8404, loss_cls: 1.3987, loss: 1.3987, grad_norm: 3.3186 2021-03-09 21:11:39,451 - mmaction - INFO - Epoch [101][200/940] lr: 4.000e-03, eta: 11:41:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6689, top5_acc: 0.8486, loss_cls: 1.3931, loss: 1.3931, grad_norm: 3.2291 2021-03-09 21:11:56,944 - mmaction - INFO - Epoch [101][220/940] lr: 4.000e-03, eta: 11:41:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6576, top5_acc: 0.8377, loss_cls: 1.4451, loss: 1.4451, grad_norm: 3.2241 2021-03-09 21:12:14,453 - mmaction - INFO - Epoch [101][240/940] lr: 4.000e-03, eta: 11:41:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8441, loss_cls: 1.4202, loss: 1.4202, grad_norm: 3.2658 2021-03-09 21:12:31,938 - mmaction - INFO - Epoch [101][260/940] lr: 4.000e-03, eta: 11:40:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8486, loss_cls: 1.3972, loss: 1.3972, grad_norm: 3.2190 2021-03-09 21:12:49,446 - mmaction - INFO - Epoch [101][280/940] lr: 4.000e-03, eta: 11:40:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8412, loss_cls: 1.4192, loss: 1.4192, grad_norm: 3.2751 2021-03-09 21:13:06,971 - mmaction - INFO - Epoch [101][300/940] lr: 4.000e-03, eta: 11:40:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8465, loss_cls: 1.4153, loss: 1.4153, grad_norm: 3.2556 2021-03-09 21:13:24,463 - mmaction - INFO - Epoch [101][320/940] lr: 4.000e-03, eta: 11:40:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8477, loss_cls: 1.4271, loss: 1.4271, grad_norm: 3.3485 2021-03-09 21:13:41,958 - mmaction - INFO - Epoch [101][340/940] lr: 4.000e-03, eta: 11:39:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8414, loss_cls: 1.4532, loss: 1.4532, grad_norm: 3.3812 2021-03-09 21:13:59,464 - mmaction - INFO - Epoch [101][360/940] lr: 4.000e-03, eta: 11:39:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8428, loss_cls: 1.4537, loss: 1.4537, grad_norm: 3.3804 2021-03-09 21:14:16,957 - mmaction - INFO - Epoch [101][380/940] lr: 4.000e-03, eta: 11:39:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6570, top5_acc: 0.8439, loss_cls: 1.4429, loss: 1.4429, grad_norm: 3.3609 2021-03-09 21:14:34,481 - mmaction - INFO - Epoch [101][400/940] lr: 4.000e-03, eta: 11:38:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6498, top5_acc: 0.8439, loss_cls: 1.4552, loss: 1.4552, grad_norm: 3.3655 2021-03-09 21:14:51,983 - mmaction - INFO - Epoch [101][420/940] lr: 4.000e-03, eta: 11:38:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8482, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.3516 2021-03-09 21:15:09,477 - mmaction - INFO - Epoch [101][440/940] lr: 4.000e-03, eta: 11:38:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6574, top5_acc: 0.8451, loss_cls: 1.4357, loss: 1.4357, grad_norm: 3.3472 2021-03-09 21:15:26,985 - mmaction - INFO - Epoch [101][460/940] lr: 4.000e-03, eta: 11:37:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6602, top5_acc: 0.8455, loss_cls: 1.4344, loss: 1.4344, grad_norm: 3.3340 2021-03-09 21:15:44,485 - mmaction - INFO - Epoch [101][480/940] lr: 4.000e-03, eta: 11:37:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8480, loss_cls: 1.4011, loss: 1.4011, grad_norm: 3.3208 2021-03-09 21:16:01,983 - mmaction - INFO - Epoch [101][500/940] lr: 4.000e-03, eta: 11:37:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6588, top5_acc: 0.8438, loss_cls: 1.4433, loss: 1.4433, grad_norm: 3.3126 2021-03-09 21:16:19,487 - mmaction - INFO - Epoch [101][520/940] lr: 4.000e-03, eta: 11:37:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6627, top5_acc: 0.8424, loss_cls: 1.4439, loss: 1.4439, grad_norm: 3.3241 2021-03-09 21:16:37,015 - mmaction - INFO - Epoch [101][540/940] lr: 4.000e-03, eta: 11:36:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8490, loss_cls: 1.4016, loss: 1.4016, grad_norm: 3.3157 2021-03-09 21:16:54,507 - mmaction - INFO - Epoch [101][560/940] lr: 4.000e-03, eta: 11:36:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8508, loss_cls: 1.3988, loss: 1.3988, grad_norm: 3.2995 2021-03-09 21:17:12,003 - mmaction - INFO - Epoch [101][580/940] lr: 4.000e-03, eta: 11:36:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6502, top5_acc: 0.8385, loss_cls: 1.4760, loss: 1.4760, grad_norm: 3.3327 2021-03-09 21:17:29,504 - mmaction - INFO - Epoch [101][600/940] lr: 4.000e-03, eta: 11:35:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8480, loss_cls: 1.4050, loss: 1.4050, grad_norm: 3.3116 2021-03-09 21:17:46,998 - mmaction - INFO - Epoch [101][620/940] lr: 4.000e-03, eta: 11:35:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8498, loss_cls: 1.4080, loss: 1.4080, grad_norm: 3.3400 2021-03-09 21:18:04,489 - mmaction - INFO - Epoch [101][640/940] lr: 4.000e-03, eta: 11:35:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8453, loss_cls: 1.4380, loss: 1.4380, grad_norm: 3.2898 2021-03-09 21:18:21,981 - mmaction - INFO - Epoch [101][660/940] lr: 4.000e-03, eta: 11:34:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8379, loss_cls: 1.4460, loss: 1.4460, grad_norm: 3.3134 2021-03-09 21:18:39,483 - mmaction - INFO - Epoch [101][680/940] lr: 4.000e-03, eta: 11:34:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8449, loss_cls: 1.4313, loss: 1.4313, grad_norm: 3.3433 2021-03-09 21:18:56,988 - mmaction - INFO - Epoch [101][700/940] lr: 4.000e-03, eta: 11:34:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8445, loss_cls: 1.4583, loss: 1.4583, grad_norm: 3.2986 2021-03-09 21:19:14,480 - mmaction - INFO - Epoch [101][720/940] lr: 4.000e-03, eta: 11:33:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8564, loss_cls: 1.3889, loss: 1.3889, grad_norm: 3.2750 2021-03-09 21:19:31,974 - mmaction - INFO - Epoch [101][740/940] lr: 4.000e-03, eta: 11:33:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6555, top5_acc: 0.8350, loss_cls: 1.4700, loss: 1.4700, grad_norm: 3.3514 2021-03-09 21:19:49,476 - mmaction - INFO - Epoch [101][760/940] lr: 4.000e-03, eta: 11:33:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8379, loss_cls: 1.4523, loss: 1.4523, grad_norm: 3.3141 2021-03-09 21:20:06,979 - mmaction - INFO - Epoch [101][780/940] lr: 4.000e-03, eta: 11:33:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6473, top5_acc: 0.8412, loss_cls: 1.4655, loss: 1.4655, grad_norm: 3.3822 2021-03-09 21:20:24,481 - mmaction - INFO - Epoch [101][800/940] lr: 4.000e-03, eta: 11:32:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8451, loss_cls: 1.4230, loss: 1.4230, grad_norm: 3.3046 2021-03-09 21:20:41,962 - mmaction - INFO - Epoch [101][820/940] lr: 4.000e-03, eta: 11:32:28, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6541, top5_acc: 0.8402, loss_cls: 1.4481, loss: 1.4481, grad_norm: 3.3700 2021-03-09 21:20:59,464 - mmaction - INFO - Epoch [101][840/940] lr: 4.000e-03, eta: 11:32:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8480, loss_cls: 1.4001, loss: 1.4001, grad_norm: 3.2389 2021-03-09 21:21:16,965 - mmaction - INFO - Epoch [101][860/940] lr: 4.000e-03, eta: 11:31:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6605, top5_acc: 0.8457, loss_cls: 1.4146, loss: 1.4146, grad_norm: 3.3175 2021-03-09 21:21:34,466 - mmaction - INFO - Epoch [101][880/940] lr: 4.000e-03, eta: 11:31:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6482, top5_acc: 0.8324, loss_cls: 1.4862, loss: 1.4862, grad_norm: 3.3256 2021-03-09 21:21:51,953 - mmaction - INFO - Epoch [101][900/940] lr: 4.000e-03, eta: 11:31:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8477, loss_cls: 1.4060, loss: 1.4060, grad_norm: 3.3158 2021-03-09 21:22:09,457 - mmaction - INFO - Epoch [101][920/940] lr: 4.000e-03, eta: 11:30:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8402, loss_cls: 1.4436, loss: 1.4436, grad_norm: 3.3376 2021-03-09 21:22:26,416 - mmaction - INFO - Epoch [101][940/940] lr: 4.000e-03, eta: 11:30:38, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6520, top5_acc: 0.8389, loss_cls: 1.4811, loss: 1.4811, grad_norm: 3.3590 2021-03-09 21:22:27,252 - mmaction - INFO - Saving checkpoint at 101 epochs 2021-03-09 21:23:03,547 - mmaction - INFO - Epoch [102][20/940] lr: 4.000e-03, eta: 11:30:28, time: 1.780, data_time: 0.888, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8424, loss_cls: 1.4296, loss: 1.4296, grad_norm: 3.2962 2021-03-09 21:23:21,068 - mmaction - INFO - Epoch [102][40/940] lr: 4.000e-03, eta: 11:30:10, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.6551, top5_acc: 0.8432, loss_cls: 1.4336, loss: 1.4336, grad_norm: 3.3045 2021-03-09 21:23:38,560 - mmaction - INFO - Epoch [102][60/940] lr: 4.000e-03, eta: 11:29:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8436, loss_cls: 1.4541, loss: 1.4541, grad_norm: 3.4158 2021-03-09 21:23:56,059 - mmaction - INFO - Epoch [102][80/940] lr: 4.000e-03, eta: 11:29:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8426, loss_cls: 1.4257, loss: 1.4257, grad_norm: 3.3080 2021-03-09 21:24:13,565 - mmaction - INFO - Epoch [102][100/940] lr: 4.000e-03, eta: 11:29:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8459, loss_cls: 1.4210, loss: 1.4210, grad_norm: 3.2959 2021-03-09 21:24:31,070 - mmaction - INFO - Epoch [102][120/940] lr: 4.000e-03, eta: 11:28:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6697, top5_acc: 0.8494, loss_cls: 1.3807, loss: 1.3807, grad_norm: 3.2817 2021-03-09 21:24:48,563 - mmaction - INFO - Epoch [102][140/940] lr: 4.000e-03, eta: 11:28:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6604, top5_acc: 0.8477, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.3253 2021-03-09 21:25:06,058 - mmaction - INFO - Epoch [102][160/940] lr: 4.000e-03, eta: 11:28:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6512, top5_acc: 0.8434, loss_cls: 1.4410, loss: 1.4410, grad_norm: 3.2925 2021-03-09 21:25:23,569 - mmaction - INFO - Epoch [102][180/940] lr: 4.000e-03, eta: 11:28:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8408, loss_cls: 1.4369, loss: 1.4369, grad_norm: 3.3697 2021-03-09 21:25:41,071 - mmaction - INFO - Epoch [102][200/940] lr: 4.000e-03, eta: 11:27:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8447, loss_cls: 1.4370, loss: 1.4370, grad_norm: 3.3467 2021-03-09 21:25:58,583 - mmaction - INFO - Epoch [102][220/940] lr: 4.000e-03, eta: 11:27:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6604, top5_acc: 0.8492, loss_cls: 1.4234, loss: 1.4234, grad_norm: 3.3499 2021-03-09 21:26:16,084 - mmaction - INFO - Epoch [102][240/940] lr: 4.000e-03, eta: 11:27:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8488, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.4035 2021-03-09 21:26:33,575 - mmaction - INFO - Epoch [102][260/940] lr: 4.000e-03, eta: 11:26:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8457, loss_cls: 1.4096, loss: 1.4096, grad_norm: 3.2472 2021-03-09 21:26:51,067 - mmaction - INFO - Epoch [102][280/940] lr: 4.000e-03, eta: 11:26:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8410, loss_cls: 1.4611, loss: 1.4611, grad_norm: 3.3744 2021-03-09 21:27:08,559 - mmaction - INFO - Epoch [102][300/940] lr: 4.000e-03, eta: 11:26:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6613, top5_acc: 0.8422, loss_cls: 1.4306, loss: 1.4306, grad_norm: 3.3049 2021-03-09 21:27:26,060 - mmaction - INFO - Epoch [102][320/940] lr: 4.000e-03, eta: 11:25:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8490, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.3012 2021-03-09 21:27:43,550 - mmaction - INFO - Epoch [102][340/940] lr: 4.000e-03, eta: 11:25:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8459, loss_cls: 1.4134, loss: 1.4134, grad_norm: 3.3619 2021-03-09 21:28:01,036 - mmaction - INFO - Epoch [102][360/940] lr: 4.000e-03, eta: 11:25:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8547, loss_cls: 1.3730, loss: 1.3730, grad_norm: 3.2970 2021-03-09 21:28:18,542 - mmaction - INFO - Epoch [102][380/940] lr: 4.000e-03, eta: 11:25:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8439, loss_cls: 1.3884, loss: 1.3884, grad_norm: 3.3146 2021-03-09 21:28:36,038 - mmaction - INFO - Epoch [102][400/940] lr: 4.000e-03, eta: 11:24:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6617, top5_acc: 0.8467, loss_cls: 1.4021, loss: 1.4021, grad_norm: 3.3411 2021-03-09 21:28:53,549 - mmaction - INFO - Epoch [102][420/940] lr: 4.000e-03, eta: 11:24:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8490, loss_cls: 1.4179, loss: 1.4179, grad_norm: 3.3644 2021-03-09 21:29:11,044 - mmaction - INFO - Epoch [102][440/940] lr: 4.000e-03, eta: 11:24:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8350, loss_cls: 1.4761, loss: 1.4761, grad_norm: 3.4590 2021-03-09 21:29:28,556 - mmaction - INFO - Epoch [102][460/940] lr: 4.000e-03, eta: 11:23:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6523, top5_acc: 0.8451, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.3534 2021-03-09 21:29:46,065 - mmaction - INFO - Epoch [102][480/940] lr: 4.000e-03, eta: 11:23:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8455, loss_cls: 1.4293, loss: 1.4293, grad_norm: 3.3726 2021-03-09 21:30:03,566 - mmaction - INFO - Epoch [102][500/940] lr: 4.000e-03, eta: 11:23:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8467, loss_cls: 1.4125, loss: 1.4125, grad_norm: 3.2950 2021-03-09 21:30:21,055 - mmaction - INFO - Epoch [102][520/940] lr: 4.000e-03, eta: 11:22:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6480, top5_acc: 0.8338, loss_cls: 1.4748, loss: 1.4748, grad_norm: 3.3579 2021-03-09 21:30:38,562 - mmaction - INFO - Epoch [102][540/940] lr: 4.000e-03, eta: 11:22:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6582, top5_acc: 0.8486, loss_cls: 1.4174, loss: 1.4174, grad_norm: 3.2757 2021-03-09 21:30:56,064 - mmaction - INFO - Epoch [102][560/940] lr: 4.000e-03, eta: 11:22:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8402, loss_cls: 1.4465, loss: 1.4465, grad_norm: 3.3757 2021-03-09 21:31:13,559 - mmaction - INFO - Epoch [102][580/940] lr: 4.000e-03, eta: 11:21:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8410, loss_cls: 1.4455, loss: 1.4455, grad_norm: 3.3248 2021-03-09 21:31:31,060 - mmaction - INFO - Epoch [102][600/940] lr: 4.000e-03, eta: 11:21:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8404, loss_cls: 1.4308, loss: 1.4308, grad_norm: 3.3831 2021-03-09 21:31:48,556 - mmaction - INFO - Epoch [102][620/940] lr: 4.000e-03, eta: 11:21:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8527, loss_cls: 1.4047, loss: 1.4047, grad_norm: 3.3646 2021-03-09 21:32:06,063 - mmaction - INFO - Epoch [102][640/940] lr: 4.000e-03, eta: 11:21:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8418, loss_cls: 1.4061, loss: 1.4061, grad_norm: 3.3361 2021-03-09 21:32:23,545 - mmaction - INFO - Epoch [102][660/940] lr: 4.000e-03, eta: 11:20:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6504, top5_acc: 0.8375, loss_cls: 1.4635, loss: 1.4635, grad_norm: 3.3639 2021-03-09 21:32:41,042 - mmaction - INFO - Epoch [102][680/940] lr: 4.000e-03, eta: 11:20:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8443, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.3599 2021-03-09 21:32:58,540 - mmaction - INFO - Epoch [102][700/940] lr: 4.000e-03, eta: 11:20:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8547, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.2781 2021-03-09 21:33:16,049 - mmaction - INFO - Epoch [102][720/940] lr: 4.000e-03, eta: 11:19:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8449, loss_cls: 1.4086, loss: 1.4086, grad_norm: 3.3058 2021-03-09 21:33:33,544 - mmaction - INFO - Epoch [102][740/940] lr: 4.000e-03, eta: 11:19:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6619, top5_acc: 0.8496, loss_cls: 1.4134, loss: 1.4134, grad_norm: 3.3631 2021-03-09 21:33:51,041 - mmaction - INFO - Epoch [102][760/940] lr: 4.000e-03, eta: 11:19:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6586, top5_acc: 0.8402, loss_cls: 1.4674, loss: 1.4674, grad_norm: 3.3775 2021-03-09 21:34:08,539 - mmaction - INFO - Epoch [102][780/940] lr: 4.000e-03, eta: 11:18:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6557, top5_acc: 0.8402, loss_cls: 1.4455, loss: 1.4455, grad_norm: 3.3828 2021-03-09 21:34:26,037 - mmaction - INFO - Epoch [102][800/940] lr: 4.000e-03, eta: 11:18:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8480, loss_cls: 1.3925, loss: 1.3925, grad_norm: 3.3215 2021-03-09 21:34:43,545 - mmaction - INFO - Epoch [102][820/940] lr: 4.000e-03, eta: 11:18:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8477, loss_cls: 1.4579, loss: 1.4579, grad_norm: 3.3999 2021-03-09 21:35:01,054 - mmaction - INFO - Epoch [102][840/940] lr: 4.000e-03, eta: 11:18:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6570, top5_acc: 0.8463, loss_cls: 1.4352, loss: 1.4352, grad_norm: 3.3707 2021-03-09 21:35:18,554 - mmaction - INFO - Epoch [102][860/940] lr: 4.000e-03, eta: 11:17:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8545, loss_cls: 1.3676, loss: 1.3676, grad_norm: 3.3325 2021-03-09 21:35:36,056 - mmaction - INFO - Epoch [102][880/940] lr: 4.000e-03, eta: 11:17:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6533, top5_acc: 0.8465, loss_cls: 1.4232, loss: 1.4232, grad_norm: 3.3977 2021-03-09 21:35:53,566 - mmaction - INFO - Epoch [102][900/940] lr: 4.000e-03, eta: 11:17:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8422, loss_cls: 1.4267, loss: 1.4267, grad_norm: 3.3284 2021-03-09 21:36:11,085 - mmaction - INFO - Epoch [102][920/940] lr: 4.000e-03, eta: 11:16:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8482, loss_cls: 1.4034, loss: 1.4034, grad_norm: 3.3751 2021-03-09 21:36:28,044 - mmaction - INFO - Epoch [102][940/940] lr: 4.000e-03, eta: 11:16:30, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6571, top5_acc: 0.8385, loss_cls: 1.4522, loss: 1.4522, grad_norm: 3.4368 2021-03-09 21:36:28,779 - mmaction - INFO - Saving checkpoint at 102 epochs 2021-03-09 21:37:09,361 - mmaction - INFO - Epoch [103][20/940] lr: 4.000e-03, eta: 11:16:22, time: 1.984, data_time: 1.102, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8498, loss_cls: 1.4008, loss: 1.4008, grad_norm: 3.3713 2021-03-09 21:37:26,917 - mmaction - INFO - Epoch [103][40/940] lr: 4.000e-03, eta: 11:16:04, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8434, loss_cls: 1.4267, loss: 1.4267, grad_norm: 3.3416 2021-03-09 21:37:44,443 - mmaction - INFO - Epoch [103][60/940] lr: 4.000e-03, eta: 11:15:45, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6553, top5_acc: 0.8473, loss_cls: 1.4360, loss: 1.4360, grad_norm: 3.3936 2021-03-09 21:38:01,953 - mmaction - INFO - Epoch [103][80/940] lr: 4.000e-03, eta: 11:15:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8500, loss_cls: 1.4184, loss: 1.4184, grad_norm: 3.4013 2021-03-09 21:38:19,465 - mmaction - INFO - Epoch [103][100/940] lr: 4.000e-03, eta: 11:15:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8447, loss_cls: 1.4640, loss: 1.4640, grad_norm: 3.3925 2021-03-09 21:38:36,974 - mmaction - INFO - Epoch [103][120/940] lr: 4.000e-03, eta: 11:14:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6594, top5_acc: 0.8475, loss_cls: 1.4192, loss: 1.4192, grad_norm: 3.3693 2021-03-09 21:38:54,488 - mmaction - INFO - Epoch [103][140/940] lr: 4.000e-03, eta: 11:14:32, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6617, top5_acc: 0.8453, loss_cls: 1.4228, loss: 1.4228, grad_norm: 3.4250 2021-03-09 21:39:11,987 - mmaction - INFO - Epoch [103][160/940] lr: 4.000e-03, eta: 11:14:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8465, loss_cls: 1.4083, loss: 1.4083, grad_norm: 3.3569 2021-03-09 21:39:29,491 - mmaction - INFO - Epoch [103][180/940] lr: 4.000e-03, eta: 11:13:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8562, loss_cls: 1.3392, loss: 1.3392, grad_norm: 3.3467 2021-03-09 21:39:46,998 - mmaction - INFO - Epoch [103][200/940] lr: 4.000e-03, eta: 11:13:38, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8418, loss_cls: 1.4374, loss: 1.4374, grad_norm: 3.3823 2021-03-09 21:40:04,501 - mmaction - INFO - Epoch [103][220/940] lr: 4.000e-03, eta: 11:13:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8465, loss_cls: 1.4447, loss: 1.4447, grad_norm: 3.4393 2021-03-09 21:40:22,007 - mmaction - INFO - Epoch [103][240/940] lr: 4.000e-03, eta: 11:13:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8393, loss_cls: 1.4296, loss: 1.4296, grad_norm: 3.3152 2021-03-09 21:40:39,506 - mmaction - INFO - Epoch [103][260/940] lr: 4.000e-03, eta: 11:12:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8484, loss_cls: 1.4007, loss: 1.4007, grad_norm: 3.3751 2021-03-09 21:40:57,016 - mmaction - INFO - Epoch [103][280/940] lr: 4.000e-03, eta: 11:12:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8582, loss_cls: 1.3613, loss: 1.3613, grad_norm: 3.3643 2021-03-09 21:41:14,506 - mmaction - INFO - Epoch [103][300/940] lr: 4.000e-03, eta: 11:12:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8504, loss_cls: 1.4111, loss: 1.4111, grad_norm: 3.3521 2021-03-09 21:41:32,013 - mmaction - INFO - Epoch [103][320/940] lr: 4.000e-03, eta: 11:11:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8508, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.3690 2021-03-09 21:41:49,535 - mmaction - INFO - Epoch [103][340/940] lr: 4.000e-03, eta: 11:11:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8471, loss_cls: 1.4143, loss: 1.4143, grad_norm: 3.3480 2021-03-09 21:42:07,044 - mmaction - INFO - Epoch [103][360/940] lr: 4.000e-03, eta: 11:11:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8410, loss_cls: 1.4553, loss: 1.4553, grad_norm: 3.4245 2021-03-09 21:42:24,554 - mmaction - INFO - Epoch [103][380/940] lr: 4.000e-03, eta: 11:10:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8447, loss_cls: 1.3956, loss: 1.3956, grad_norm: 3.3211 2021-03-09 21:42:42,060 - mmaction - INFO - Epoch [103][400/940] lr: 4.000e-03, eta: 11:10:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6643, top5_acc: 0.8416, loss_cls: 1.4123, loss: 1.4123, grad_norm: 3.3817 2021-03-09 21:42:59,566 - mmaction - INFO - Epoch [103][420/940] lr: 4.000e-03, eta: 11:10:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8506, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.3911 2021-03-09 21:43:17,069 - mmaction - INFO - Epoch [103][440/940] lr: 4.000e-03, eta: 11:09:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6486, top5_acc: 0.8359, loss_cls: 1.4558, loss: 1.4558, grad_norm: 3.3809 2021-03-09 21:43:34,584 - mmaction - INFO - Epoch [103][460/940] lr: 4.000e-03, eta: 11:09:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8521, loss_cls: 1.3882, loss: 1.3882, grad_norm: 3.3519 2021-03-09 21:43:52,109 - mmaction - INFO - Epoch [103][480/940] lr: 4.000e-03, eta: 11:09:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8557, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.3779 2021-03-09 21:44:09,614 - mmaction - INFO - Epoch [103][500/940] lr: 4.000e-03, eta: 11:09:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8477, loss_cls: 1.4202, loss: 1.4202, grad_norm: 3.4591 2021-03-09 21:44:27,120 - mmaction - INFO - Epoch [103][520/940] lr: 4.000e-03, eta: 11:08:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8473, loss_cls: 1.3927, loss: 1.3927, grad_norm: 3.3363 2021-03-09 21:44:44,612 - mmaction - INFO - Epoch [103][540/940] lr: 4.000e-03, eta: 11:08:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6777, top5_acc: 0.8498, loss_cls: 1.3947, loss: 1.3947, grad_norm: 3.3534 2021-03-09 21:45:02,106 - mmaction - INFO - Epoch [103][560/940] lr: 4.000e-03, eta: 11:08:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6611, top5_acc: 0.8541, loss_cls: 1.3977, loss: 1.3977, grad_norm: 3.4559 2021-03-09 21:45:19,603 - mmaction - INFO - Epoch [103][580/940] lr: 4.000e-03, eta: 11:07:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8447, loss_cls: 1.4220, loss: 1.4220, grad_norm: 3.3662 2021-03-09 21:45:37,119 - mmaction - INFO - Epoch [103][600/940] lr: 4.000e-03, eta: 11:07:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6545, top5_acc: 0.8445, loss_cls: 1.4402, loss: 1.4402, grad_norm: 3.3924 2021-03-09 21:45:54,619 - mmaction - INFO - Epoch [103][620/940] lr: 4.000e-03, eta: 11:07:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8516, loss_cls: 1.3730, loss: 1.3730, grad_norm: 3.3421 2021-03-09 21:46:12,127 - mmaction - INFO - Epoch [103][640/940] lr: 4.000e-03, eta: 11:06:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8479, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.4039 2021-03-09 21:46:29,620 - mmaction - INFO - Epoch [103][660/940] lr: 4.000e-03, eta: 11:06:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8531, loss_cls: 1.3782, loss: 1.3782, grad_norm: 3.3753 2021-03-09 21:46:47,133 - mmaction - INFO - Epoch [103][680/940] lr: 4.000e-03, eta: 11:06:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8500, loss_cls: 1.3914, loss: 1.3914, grad_norm: 3.3128 2021-03-09 21:47:04,635 - mmaction - INFO - Epoch [103][700/940] lr: 4.000e-03, eta: 11:06:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6578, top5_acc: 0.8418, loss_cls: 1.4417, loss: 1.4417, grad_norm: 3.4316 2021-03-09 21:47:22,128 - mmaction - INFO - Epoch [103][720/940] lr: 4.000e-03, eta: 11:05:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8408, loss_cls: 1.4119, loss: 1.4119, grad_norm: 3.3400 2021-03-09 21:47:39,656 - mmaction - INFO - Epoch [103][740/940] lr: 4.000e-03, eta: 11:05:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8463, loss_cls: 1.4357, loss: 1.4357, grad_norm: 3.4793 2021-03-09 21:47:57,160 - mmaction - INFO - Epoch [103][760/940] lr: 4.000e-03, eta: 11:05:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8590, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.3605 2021-03-09 21:48:14,653 - mmaction - INFO - Epoch [103][780/940] lr: 4.000e-03, eta: 11:04:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6459, top5_acc: 0.8354, loss_cls: 1.4655, loss: 1.4655, grad_norm: 3.4138 2021-03-09 21:48:32,163 - mmaction - INFO - Epoch [103][800/940] lr: 4.000e-03, eta: 11:04:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8461, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.3732 2021-03-09 21:48:49,663 - mmaction - INFO - Epoch [103][820/940] lr: 4.000e-03, eta: 11:04:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6543, top5_acc: 0.8451, loss_cls: 1.4566, loss: 1.4566, grad_norm: 3.4561 2021-03-09 21:49:07,156 - mmaction - INFO - Epoch [103][840/940] lr: 4.000e-03, eta: 11:03:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8547, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.3793 2021-03-09 21:49:24,652 - mmaction - INFO - Epoch [103][860/940] lr: 4.000e-03, eta: 11:03:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8553, loss_cls: 1.3788, loss: 1.3788, grad_norm: 3.3150 2021-03-09 21:49:42,160 - mmaction - INFO - Epoch [103][880/940] lr: 4.000e-03, eta: 11:03:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8445, loss_cls: 1.4234, loss: 1.4234, grad_norm: 3.4141 2021-03-09 21:49:59,665 - mmaction - INFO - Epoch [103][900/940] lr: 4.000e-03, eta: 11:03:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.4804 2021-03-09 21:50:17,188 - mmaction - INFO - Epoch [103][920/940] lr: 4.000e-03, eta: 11:02:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8510, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.4015 2021-03-09 21:50:34,142 - mmaction - INFO - Epoch [103][940/940] lr: 4.000e-03, eta: 11:02:23, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6565, top5_acc: 0.8423, loss_cls: 1.4445, loss: 1.4445, grad_norm: 3.3889 2021-03-09 21:50:36,543 - mmaction - INFO - Saving checkpoint at 103 epochs 2021-03-09 21:51:14,694 - mmaction - INFO - Epoch [104][20/940] lr: 4.000e-03, eta: 11:02:14, time: 1.865, data_time: 0.988, memory: 8896, top1_acc: 0.6578, top5_acc: 0.8424, loss_cls: 1.4406, loss: 1.4406, grad_norm: 3.4685 2021-03-09 21:51:32,235 - mmaction - INFO - Epoch [104][40/940] lr: 4.000e-03, eta: 11:01:56, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6643, top5_acc: 0.8428, loss_cls: 1.4158, loss: 1.4158, grad_norm: 3.4186 2021-03-09 21:51:49,736 - mmaction - INFO - Epoch [104][60/940] lr: 4.000e-03, eta: 11:01:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8424, loss_cls: 1.4252, loss: 1.4252, grad_norm: 3.4959 2021-03-09 21:52:07,264 - mmaction - INFO - Epoch [104][80/940] lr: 4.000e-03, eta: 11:01:20, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8455, loss_cls: 1.3857, loss: 1.3857, grad_norm: 3.3791 2021-03-09 21:52:24,779 - mmaction - INFO - Epoch [104][100/940] lr: 4.000e-03, eta: 11:01:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6643, top5_acc: 0.8484, loss_cls: 1.3881, loss: 1.3881, grad_norm: 3.4243 2021-03-09 21:52:42,290 - mmaction - INFO - Epoch [104][120/940] lr: 4.000e-03, eta: 11:00:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8432, loss_cls: 1.3988, loss: 1.3988, grad_norm: 3.3511 2021-03-09 21:52:59,789 - mmaction - INFO - Epoch [104][140/940] lr: 4.000e-03, eta: 11:00:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8471, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.3997 2021-03-09 21:53:17,285 - mmaction - INFO - Epoch [104][160/940] lr: 4.000e-03, eta: 11:00:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6637, top5_acc: 0.8453, loss_cls: 1.4226, loss: 1.4226, grad_norm: 3.3640 2021-03-09 21:53:34,782 - mmaction - INFO - Epoch [104][180/940] lr: 4.000e-03, eta: 10:59:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6604, top5_acc: 0.8395, loss_cls: 1.4313, loss: 1.4313, grad_norm: 3.3935 2021-03-09 21:53:52,298 - mmaction - INFO - Epoch [104][200/940] lr: 4.000e-03, eta: 10:59:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8451, loss_cls: 1.4051, loss: 1.4051, grad_norm: 3.3517 2021-03-09 21:54:09,805 - mmaction - INFO - Epoch [104][220/940] lr: 4.000e-03, eta: 10:59:12, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8475, loss_cls: 1.4123, loss: 1.4123, grad_norm: 3.4090 2021-03-09 21:54:27,314 - mmaction - INFO - Epoch [104][240/940] lr: 4.000e-03, eta: 10:58:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6582, top5_acc: 0.8424, loss_cls: 1.4120, loss: 1.4120, grad_norm: 3.3560 2021-03-09 21:54:44,806 - mmaction - INFO - Epoch [104][260/940] lr: 4.000e-03, eta: 10:58:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8451, loss_cls: 1.4304, loss: 1.4304, grad_norm: 3.3938 2021-03-09 21:55:02,300 - mmaction - INFO - Epoch [104][280/940] lr: 4.000e-03, eta: 10:58:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6646, top5_acc: 0.8520, loss_cls: 1.3969, loss: 1.3969, grad_norm: 3.3836 2021-03-09 21:55:19,801 - mmaction - INFO - Epoch [104][300/940] lr: 4.000e-03, eta: 10:57:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8549, loss_cls: 1.3551, loss: 1.3551, grad_norm: 3.3355 2021-03-09 21:55:37,313 - mmaction - INFO - Epoch [104][320/940] lr: 4.000e-03, eta: 10:57:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6588, top5_acc: 0.8438, loss_cls: 1.4207, loss: 1.4207, grad_norm: 3.3594 2021-03-09 21:55:54,799 - mmaction - INFO - Epoch [104][340/940] lr: 4.000e-03, eta: 10:57:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8525, loss_cls: 1.3855, loss: 1.3855, grad_norm: 3.4009 2021-03-09 21:56:12,309 - mmaction - INFO - Epoch [104][360/940] lr: 4.000e-03, eta: 10:57:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8488, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.4111 2021-03-09 21:56:29,816 - mmaction - INFO - Epoch [104][380/940] lr: 4.000e-03, eta: 10:56:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6525, top5_acc: 0.8377, loss_cls: 1.4724, loss: 1.4724, grad_norm: 3.5211 2021-03-09 21:56:47,326 - mmaction - INFO - Epoch [104][400/940] lr: 4.000e-03, eta: 10:56:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8561, loss_cls: 1.3710, loss: 1.3710, grad_norm: 3.3368 2021-03-09 21:57:04,821 - mmaction - INFO - Epoch [104][420/940] lr: 4.000e-03, eta: 10:56:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6674, top5_acc: 0.8422, loss_cls: 1.4101, loss: 1.4101, grad_norm: 3.3888 2021-03-09 21:57:22,344 - mmaction - INFO - Epoch [104][440/940] lr: 4.000e-03, eta: 10:55:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8469, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.4461 2021-03-09 21:57:39,846 - mmaction - INFO - Epoch [104][460/940] lr: 4.000e-03, eta: 10:55:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8504, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.3887 2021-03-09 21:57:57,356 - mmaction - INFO - Epoch [104][480/940] lr: 4.000e-03, eta: 10:55:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6695, top5_acc: 0.8500, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.3834 2021-03-09 21:58:14,851 - mmaction - INFO - Epoch [104][500/940] lr: 4.000e-03, eta: 10:54:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8445, loss_cls: 1.4317, loss: 1.4317, grad_norm: 3.4490 2021-03-09 21:58:32,361 - mmaction - INFO - Epoch [104][520/940] lr: 4.000e-03, eta: 10:54:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8496, loss_cls: 1.4022, loss: 1.4022, grad_norm: 3.4181 2021-03-09 21:58:49,854 - mmaction - INFO - Epoch [104][540/940] lr: 4.000e-03, eta: 10:54:21, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8436, loss_cls: 1.4253, loss: 1.4253, grad_norm: 3.4116 2021-03-09 21:59:07,365 - mmaction - INFO - Epoch [104][560/940] lr: 4.000e-03, eta: 10:54:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6568, top5_acc: 0.8445, loss_cls: 1.4182, loss: 1.4182, grad_norm: 3.4030 2021-03-09 21:59:24,875 - mmaction - INFO - Epoch [104][580/940] lr: 4.000e-03, eta: 10:53:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8426, loss_cls: 1.4298, loss: 1.4298, grad_norm: 3.4295 2021-03-09 21:59:42,373 - mmaction - INFO - Epoch [104][600/940] lr: 4.000e-03, eta: 10:53:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8477, loss_cls: 1.4160, loss: 1.4160, grad_norm: 3.4203 2021-03-09 21:59:59,885 - mmaction - INFO - Epoch [104][620/940] lr: 4.000e-03, eta: 10:53:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6602, top5_acc: 0.8531, loss_cls: 1.4064, loss: 1.4064, grad_norm: 3.4455 2021-03-09 22:00:17,388 - mmaction - INFO - Epoch [104][640/940] lr: 4.000e-03, eta: 10:52:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8445, loss_cls: 1.4110, loss: 1.4110, grad_norm: 3.3712 2021-03-09 22:00:34,883 - mmaction - INFO - Epoch [104][660/940] lr: 4.000e-03, eta: 10:52:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6611, top5_acc: 0.8438, loss_cls: 1.4146, loss: 1.4146, grad_norm: 3.4612 2021-03-09 22:00:52,385 - mmaction - INFO - Epoch [104][680/940] lr: 4.000e-03, eta: 10:52:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6598, top5_acc: 0.8363, loss_cls: 1.4448, loss: 1.4448, grad_norm: 3.4599 2021-03-09 22:01:09,906 - mmaction - INFO - Epoch [104][700/940] lr: 4.000e-03, eta: 10:51:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8553, loss_cls: 1.3656, loss: 1.3656, grad_norm: 3.3384 2021-03-09 22:01:27,393 - mmaction - INFO - Epoch [104][720/940] lr: 4.000e-03, eta: 10:51:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6578, top5_acc: 0.8496, loss_cls: 1.4365, loss: 1.4365, grad_norm: 3.4663 2021-03-09 22:01:44,896 - mmaction - INFO - Epoch [104][740/940] lr: 4.000e-03, eta: 10:51:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8420, loss_cls: 1.4236, loss: 1.4236, grad_norm: 3.3785 2021-03-09 22:02:02,396 - mmaction - INFO - Epoch [104][760/940] lr: 4.000e-03, eta: 10:51:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8521, loss_cls: 1.3704, loss: 1.3704, grad_norm: 3.4138 2021-03-09 22:02:19,890 - mmaction - INFO - Epoch [104][780/940] lr: 4.000e-03, eta: 10:50:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8479, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.3729 2021-03-09 22:02:37,382 - mmaction - INFO - Epoch [104][800/940] lr: 4.000e-03, eta: 10:50:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8473, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.3698 2021-03-09 22:02:54,884 - mmaction - INFO - Epoch [104][820/940] lr: 4.000e-03, eta: 10:50:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8494, loss_cls: 1.3986, loss: 1.3986, grad_norm: 3.3856 2021-03-09 22:03:12,381 - mmaction - INFO - Epoch [104][840/940] lr: 4.000e-03, eta: 10:49:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6609, top5_acc: 0.8518, loss_cls: 1.4023, loss: 1.4023, grad_norm: 3.4407 2021-03-09 22:03:29,885 - mmaction - INFO - Epoch [104][860/940] lr: 4.000e-03, eta: 10:49:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6572, top5_acc: 0.8484, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.4233 2021-03-09 22:03:47,380 - mmaction - INFO - Epoch [104][880/940] lr: 4.000e-03, eta: 10:49:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8449, loss_cls: 1.4164, loss: 1.4164, grad_norm: 3.4635 2021-03-09 22:04:04,878 - mmaction - INFO - Epoch [104][900/940] lr: 4.000e-03, eta: 10:48:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8439, loss_cls: 1.4330, loss: 1.4330, grad_norm: 3.4712 2021-03-09 22:04:22,388 - mmaction - INFO - Epoch [104][920/940] lr: 4.000e-03, eta: 10:48:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8424, loss_cls: 1.4118, loss: 1.4118, grad_norm: 3.5108 2021-03-09 22:04:39,346 - mmaction - INFO - Epoch [104][940/940] lr: 4.000e-03, eta: 10:48:16, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6591, top5_acc: 0.8543, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.4777 2021-03-09 22:04:40,027 - mmaction - INFO - Saving checkpoint at 104 epochs 2021-03-09 22:05:19,097 - mmaction - INFO - Epoch [105][20/940] lr: 4.000e-03, eta: 10:48:07, time: 1.928, data_time: 0.983, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8531, loss_cls: 1.3806, loss: 1.3806, grad_norm: 3.3750 2021-03-09 22:05:36,647 - mmaction - INFO - Epoch [105][40/940] lr: 4.000e-03, eta: 10:47:49, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6574, top5_acc: 0.8416, loss_cls: 1.4248, loss: 1.4248, grad_norm: 3.4829 2021-03-09 22:05:54,149 - mmaction - INFO - Epoch [105][60/940] lr: 4.000e-03, eta: 10:47:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8504, loss_cls: 1.3808, loss: 1.3808, grad_norm: 3.4343 2021-03-09 22:06:11,666 - mmaction - INFO - Epoch [105][80/940] lr: 4.000e-03, eta: 10:47:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8510, loss_cls: 1.3978, loss: 1.3978, grad_norm: 3.4342 2021-03-09 22:06:29,159 - mmaction - INFO - Epoch [105][100/940] lr: 4.000e-03, eta: 10:46:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6537, top5_acc: 0.8461, loss_cls: 1.4483, loss: 1.4483, grad_norm: 3.5063 2021-03-09 22:06:46,659 - mmaction - INFO - Epoch [105][120/940] lr: 4.000e-03, eta: 10:46:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8398, loss_cls: 1.4220, loss: 1.4220, grad_norm: 3.4031 2021-03-09 22:07:04,167 - mmaction - INFO - Epoch [105][140/940] lr: 4.000e-03, eta: 10:46:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8473, loss_cls: 1.3808, loss: 1.3808, grad_norm: 3.3847 2021-03-09 22:07:21,664 - mmaction - INFO - Epoch [105][160/940] lr: 4.000e-03, eta: 10:46:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6574, top5_acc: 0.8387, loss_cls: 1.4254, loss: 1.4254, grad_norm: 3.4213 2021-03-09 22:07:39,164 - mmaction - INFO - Epoch [105][180/940] lr: 4.000e-03, eta: 10:45:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6627, top5_acc: 0.8373, loss_cls: 1.4489, loss: 1.4489, grad_norm: 3.4417 2021-03-09 22:07:56,668 - mmaction - INFO - Epoch [105][200/940] lr: 4.000e-03, eta: 10:45:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8541, loss_cls: 1.3752, loss: 1.3752, grad_norm: 3.4441 2021-03-09 22:08:14,158 - mmaction - INFO - Epoch [105][220/940] lr: 4.000e-03, eta: 10:45:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6637, top5_acc: 0.8420, loss_cls: 1.4175, loss: 1.4175, grad_norm: 3.4192 2021-03-09 22:08:31,673 - mmaction - INFO - Epoch [105][240/940] lr: 4.000e-03, eta: 10:44:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8500, loss_cls: 1.3947, loss: 1.3947, grad_norm: 3.3961 2021-03-09 22:08:49,177 - mmaction - INFO - Epoch [105][260/940] lr: 4.000e-03, eta: 10:44:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8514, loss_cls: 1.3774, loss: 1.3774, grad_norm: 3.3622 2021-03-09 22:09:06,672 - mmaction - INFO - Epoch [105][280/940] lr: 4.000e-03, eta: 10:44:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8477, loss_cls: 1.4336, loss: 1.4336, grad_norm: 3.5132 2021-03-09 22:09:24,178 - mmaction - INFO - Epoch [105][300/940] lr: 4.000e-03, eta: 10:43:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8494, loss_cls: 1.3946, loss: 1.3946, grad_norm: 3.4152 2021-03-09 22:09:41,678 - mmaction - INFO - Epoch [105][320/940] lr: 4.000e-03, eta: 10:43:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8549, loss_cls: 1.3261, loss: 1.3261, grad_norm: 3.3794 2021-03-09 22:09:59,192 - mmaction - INFO - Epoch [105][340/940] lr: 4.000e-03, eta: 10:43:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8396, loss_cls: 1.4679, loss: 1.4679, grad_norm: 3.5119 2021-03-09 22:10:16,671 - mmaction - INFO - Epoch [105][360/940] lr: 4.000e-03, eta: 10:42:58, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6695, top5_acc: 0.8494, loss_cls: 1.3778, loss: 1.3778, grad_norm: 3.4261 2021-03-09 22:10:34,175 - mmaction - INFO - Epoch [105][380/940] lr: 4.000e-03, eta: 10:42:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8395, loss_cls: 1.4378, loss: 1.4378, grad_norm: 3.4550 2021-03-09 22:10:51,687 - mmaction - INFO - Epoch [105][400/940] lr: 4.000e-03, eta: 10:42:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6570, top5_acc: 0.8504, loss_cls: 1.4271, loss: 1.4271, grad_norm: 3.5367 2021-03-09 22:11:09,192 - mmaction - INFO - Epoch [105][420/940] lr: 4.000e-03, eta: 10:42:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6559, top5_acc: 0.8441, loss_cls: 1.4500, loss: 1.4500, grad_norm: 3.5323 2021-03-09 22:11:26,696 - mmaction - INFO - Epoch [105][440/940] lr: 4.000e-03, eta: 10:41:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8518, loss_cls: 1.3660, loss: 1.3660, grad_norm: 3.4053 2021-03-09 22:11:44,201 - mmaction - INFO - Epoch [105][460/940] lr: 4.000e-03, eta: 10:41:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8432, loss_cls: 1.4215, loss: 1.4215, grad_norm: 3.4371 2021-03-09 22:12:01,698 - mmaction - INFO - Epoch [105][480/940] lr: 4.000e-03, eta: 10:41:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8598, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.3973 2021-03-09 22:12:19,212 - mmaction - INFO - Epoch [105][500/940] lr: 4.000e-03, eta: 10:40:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8506, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.5003 2021-03-09 22:12:36,699 - mmaction - INFO - Epoch [105][520/940] lr: 4.000e-03, eta: 10:40:32, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8521, loss_cls: 1.3944, loss: 1.3944, grad_norm: 3.4251 2021-03-09 22:12:54,204 - mmaction - INFO - Epoch [105][540/940] lr: 4.000e-03, eta: 10:40:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8500, loss_cls: 1.3740, loss: 1.3740, grad_norm: 3.3835 2021-03-09 22:13:11,706 - mmaction - INFO - Epoch [105][560/940] lr: 4.000e-03, eta: 10:39:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8459, loss_cls: 1.4162, loss: 1.4162, grad_norm: 3.4150 2021-03-09 22:13:29,218 - mmaction - INFO - Epoch [105][580/940] lr: 4.000e-03, eta: 10:39:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6500, top5_acc: 0.8426, loss_cls: 1.4534, loss: 1.4534, grad_norm: 3.5359 2021-03-09 22:13:46,722 - mmaction - INFO - Epoch [105][600/940] lr: 4.000e-03, eta: 10:39:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8439, loss_cls: 1.4160, loss: 1.4160, grad_norm: 3.4607 2021-03-09 22:14:04,228 - mmaction - INFO - Epoch [105][620/940] lr: 4.000e-03, eta: 10:39:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8422, loss_cls: 1.4137, loss: 1.4137, grad_norm: 3.4321 2021-03-09 22:14:21,728 - mmaction - INFO - Epoch [105][640/940] lr: 4.000e-03, eta: 10:38:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8490, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.5129 2021-03-09 22:14:39,225 - mmaction - INFO - Epoch [105][660/940] lr: 4.000e-03, eta: 10:38:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6541, top5_acc: 0.8414, loss_cls: 1.4292, loss: 1.4292, grad_norm: 3.5741 2021-03-09 22:14:56,728 - mmaction - INFO - Epoch [105][680/940] lr: 4.000e-03, eta: 10:38:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8490, loss_cls: 1.3934, loss: 1.3934, grad_norm: 3.4421 2021-03-09 22:15:14,228 - mmaction - INFO - Epoch [105][700/940] lr: 4.000e-03, eta: 10:37:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6549, top5_acc: 0.8451, loss_cls: 1.4285, loss: 1.4285, grad_norm: 3.4813 2021-03-09 22:15:31,724 - mmaction - INFO - Epoch [105][720/940] lr: 4.000e-03, eta: 10:37:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8477, loss_cls: 1.3812, loss: 1.3812, grad_norm: 3.4081 2021-03-09 22:15:49,231 - mmaction - INFO - Epoch [105][740/940] lr: 4.000e-03, eta: 10:37:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8508, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.4219 2021-03-09 22:16:06,740 - mmaction - INFO - Epoch [105][760/940] lr: 4.000e-03, eta: 10:36:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8369, loss_cls: 1.4452, loss: 1.4452, grad_norm: 3.5320 2021-03-09 22:16:24,254 - mmaction - INFO - Epoch [105][780/940] lr: 4.000e-03, eta: 10:36:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8525, loss_cls: 1.3946, loss: 1.3946, grad_norm: 3.4802 2021-03-09 22:16:41,756 - mmaction - INFO - Epoch [105][800/940] lr: 4.000e-03, eta: 10:36:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8406, loss_cls: 1.4180, loss: 1.4180, grad_norm: 3.4102 2021-03-09 22:16:59,268 - mmaction - INFO - Epoch [105][820/940] lr: 4.000e-03, eta: 10:35:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6592, top5_acc: 0.8393, loss_cls: 1.4415, loss: 1.4415, grad_norm: 3.4353 2021-03-09 22:17:16,772 - mmaction - INFO - Epoch [105][840/940] lr: 4.000e-03, eta: 10:35:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8531, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.4878 2021-03-09 22:17:34,288 - mmaction - INFO - Epoch [105][860/940] lr: 4.000e-03, eta: 10:35:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6588, top5_acc: 0.8516, loss_cls: 1.3999, loss: 1.3999, grad_norm: 3.5063 2021-03-09 22:17:51,799 - mmaction - INFO - Epoch [105][880/940] lr: 4.000e-03, eta: 10:35:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8520, loss_cls: 1.3933, loss: 1.3933, grad_norm: 3.4838 2021-03-09 22:18:09,304 - mmaction - INFO - Epoch [105][900/940] lr: 4.000e-03, eta: 10:34:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8484, loss_cls: 1.4005, loss: 1.4005, grad_norm: 3.5022 2021-03-09 22:18:26,817 - mmaction - INFO - Epoch [105][920/940] lr: 4.000e-03, eta: 10:34:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6602, top5_acc: 0.8445, loss_cls: 1.4221, loss: 1.4221, grad_norm: 3.5061 2021-03-09 22:18:43,782 - mmaction - INFO - Epoch [105][940/940] lr: 4.000e-03, eta: 10:34:10, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6698, top5_acc: 0.8472, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.4862 2021-03-09 22:18:44,541 - mmaction - INFO - Saving checkpoint at 105 epochs 2021-03-09 22:19:19,894 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 22:19:20,812 - mmaction - INFO - top1_acc 0.6854 top5_acc 0.8771 2021-03-09 22:19:20,812 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 22:19:20,869 - mmaction - INFO - mean_acc 0.6854 2021-03-09 22:19:22,213 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2021-03-09 22:19:22,214 - mmaction - INFO - Best top1_acc is 0.6854 at 105 epoch. 2021-03-09 22:19:22,255 - mmaction - INFO - Epoch(val) [105][940] top1_acc: 0.6854, top5_acc: 0.8771, mean_class_accuracy: 0.6854 2021-03-09 22:20:07,140 - mmaction - INFO - Epoch [106][20/940] lr: 4.000e-03, eta: 10:34:03, time: 2.241, data_time: 1.293, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8490, loss_cls: 1.3811, loss: 1.3811, grad_norm: 3.4010 2021-03-09 22:20:24,649 - mmaction - INFO - Epoch [106][40/940] lr: 4.000e-03, eta: 10:33:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6584, top5_acc: 0.8436, loss_cls: 1.4310, loss: 1.4310, grad_norm: 3.4220 2021-03-09 22:20:42,167 - mmaction - INFO - Epoch [106][60/940] lr: 4.000e-03, eta: 10:33:27, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6623, top5_acc: 0.8480, loss_cls: 1.4164, loss: 1.4164, grad_norm: 3.5623 2021-03-09 22:20:59,700 - mmaction - INFO - Epoch [106][80/940] lr: 4.000e-03, eta: 10:33:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8441, loss_cls: 1.4046, loss: 1.4046, grad_norm: 3.4259 2021-03-09 22:21:17,224 - mmaction - INFO - Epoch [106][100/940] lr: 4.000e-03, eta: 10:32:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8412, loss_cls: 1.4216, loss: 1.4216, grad_norm: 3.4925 2021-03-09 22:21:34,734 - mmaction - INFO - Epoch [106][120/940] lr: 4.000e-03, eta: 10:32:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8578, loss_cls: 1.3372, loss: 1.3372, grad_norm: 3.3977 2021-03-09 22:21:52,246 - mmaction - INFO - Epoch [106][140/940] lr: 4.000e-03, eta: 10:32:14, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8443, loss_cls: 1.3891, loss: 1.3891, grad_norm: 3.4333 2021-03-09 22:22:09,760 - mmaction - INFO - Epoch [106][160/940] lr: 4.000e-03, eta: 10:31:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.4762 2021-03-09 22:22:27,264 - mmaction - INFO - Epoch [106][180/940] lr: 4.000e-03, eta: 10:31:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6674, top5_acc: 0.8605, loss_cls: 1.3685, loss: 1.3685, grad_norm: 3.5625 2021-03-09 22:22:44,768 - mmaction - INFO - Epoch [106][200/940] lr: 4.000e-03, eta: 10:31:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8543, loss_cls: 1.3771, loss: 1.3771, grad_norm: 3.4920 2021-03-09 22:23:02,277 - mmaction - INFO - Epoch [106][220/940] lr: 4.000e-03, eta: 10:31:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8467, loss_cls: 1.4289, loss: 1.4289, grad_norm: 3.5658 2021-03-09 22:23:19,785 - mmaction - INFO - Epoch [106][240/940] lr: 4.000e-03, eta: 10:30:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8514, loss_cls: 1.3745, loss: 1.3745, grad_norm: 3.4735 2021-03-09 22:23:37,282 - mmaction - INFO - Epoch [106][260/940] lr: 4.000e-03, eta: 10:30:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8482, loss_cls: 1.3732, loss: 1.3732, grad_norm: 3.4618 2021-03-09 22:23:54,797 - mmaction - INFO - Epoch [106][280/940] lr: 4.000e-03, eta: 10:30:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8523, loss_cls: 1.3979, loss: 1.3979, grad_norm: 3.5037 2021-03-09 22:24:12,298 - mmaction - INFO - Epoch [106][300/940] lr: 4.000e-03, eta: 10:29:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6617, top5_acc: 0.8477, loss_cls: 1.4168, loss: 1.4168, grad_norm: 3.5403 2021-03-09 22:24:29,813 - mmaction - INFO - Epoch [106][320/940] lr: 4.000e-03, eta: 10:29:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8455, loss_cls: 1.4159, loss: 1.4159, grad_norm: 3.4753 2021-03-09 22:24:47,322 - mmaction - INFO - Epoch [106][340/940] lr: 4.000e-03, eta: 10:29:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6643, top5_acc: 0.8439, loss_cls: 1.4085, loss: 1.4085, grad_norm: 3.5091 2021-03-09 22:25:04,836 - mmaction - INFO - Epoch [106][360/940] lr: 4.000e-03, eta: 10:28:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8512, loss_cls: 1.3643, loss: 1.3643, grad_norm: 3.4254 2021-03-09 22:25:22,356 - mmaction - INFO - Epoch [106][380/940] lr: 4.000e-03, eta: 10:28:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8445, loss_cls: 1.4088, loss: 1.4088, grad_norm: 3.4991 2021-03-09 22:25:39,853 - mmaction - INFO - Epoch [106][400/940] lr: 4.000e-03, eta: 10:28:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8480, loss_cls: 1.4076, loss: 1.4076, grad_norm: 3.5267 2021-03-09 22:25:57,371 - mmaction - INFO - Epoch [106][420/940] lr: 4.000e-03, eta: 10:27:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8484, loss_cls: 1.4129, loss: 1.4129, grad_norm: 3.4867 2021-03-09 22:26:14,881 - mmaction - INFO - Epoch [106][440/940] lr: 4.000e-03, eta: 10:27:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6689, top5_acc: 0.8469, loss_cls: 1.4173, loss: 1.4173, grad_norm: 3.4442 2021-03-09 22:26:32,411 - mmaction - INFO - Epoch [106][460/940] lr: 4.000e-03, eta: 10:27:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6600, top5_acc: 0.8520, loss_cls: 1.4001, loss: 1.4001, grad_norm: 3.5320 2021-03-09 22:26:49,943 - mmaction - INFO - Epoch [106][480/940] lr: 4.000e-03, eta: 10:27:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8451, loss_cls: 1.4110, loss: 1.4110, grad_norm: 3.4872 2021-03-09 22:27:07,464 - mmaction - INFO - Epoch [106][500/940] lr: 4.000e-03, eta: 10:26:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8527, loss_cls: 1.3565, loss: 1.3565, grad_norm: 3.4146 2021-03-09 22:27:24,969 - mmaction - INFO - Epoch [106][520/940] lr: 4.000e-03, eta: 10:26:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8475, loss_cls: 1.4010, loss: 1.4010, grad_norm: 3.5200 2021-03-09 22:27:42,478 - mmaction - INFO - Epoch [106][540/940] lr: 4.000e-03, eta: 10:26:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6590, top5_acc: 0.8414, loss_cls: 1.4259, loss: 1.4259, grad_norm: 3.5477 2021-03-09 22:27:59,991 - mmaction - INFO - Epoch [106][560/940] lr: 4.000e-03, eta: 10:25:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8486, loss_cls: 1.4100, loss: 1.4100, grad_norm: 3.4646 2021-03-09 22:28:17,501 - mmaction - INFO - Epoch [106][580/940] lr: 4.000e-03, eta: 10:25:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8504, loss_cls: 1.3945, loss: 1.3945, grad_norm: 3.5328 2021-03-09 22:28:35,015 - mmaction - INFO - Epoch [106][600/940] lr: 4.000e-03, eta: 10:25:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8479, loss_cls: 1.3985, loss: 1.3985, grad_norm: 3.4792 2021-03-09 22:28:52,522 - mmaction - INFO - Epoch [106][620/940] lr: 4.000e-03, eta: 10:24:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8504, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.4629 2021-03-09 22:29:10,036 - mmaction - INFO - Epoch [106][640/940] lr: 4.000e-03, eta: 10:24:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8469, loss_cls: 1.4202, loss: 1.4202, grad_norm: 3.5247 2021-03-09 22:29:27,553 - mmaction - INFO - Epoch [106][660/940] lr: 4.000e-03, eta: 10:24:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8527, loss_cls: 1.4008, loss: 1.4008, grad_norm: 3.4442 2021-03-09 22:29:45,065 - mmaction - INFO - Epoch [106][680/940] lr: 4.000e-03, eta: 10:24:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6797, top5_acc: 0.8504, loss_cls: 1.3718, loss: 1.3718, grad_norm: 3.4710 2021-03-09 22:30:02,575 - mmaction - INFO - Epoch [106][700/940] lr: 4.000e-03, eta: 10:23:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8426, loss_cls: 1.4086, loss: 1.4086, grad_norm: 3.4754 2021-03-09 22:30:20,076 - mmaction - INFO - Epoch [106][720/940] lr: 4.000e-03, eta: 10:23:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8508, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.4270 2021-03-09 22:30:37,572 - mmaction - INFO - Epoch [106][740/940] lr: 4.000e-03, eta: 10:23:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8477, loss_cls: 1.4079, loss: 1.4079, grad_norm: 3.4858 2021-03-09 22:30:55,072 - mmaction - INFO - Epoch [106][760/940] lr: 4.000e-03, eta: 10:22:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6557, top5_acc: 0.8430, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.5463 2021-03-09 22:31:12,581 - mmaction - INFO - Epoch [106][780/940] lr: 4.000e-03, eta: 10:22:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6588, top5_acc: 0.8451, loss_cls: 1.4229, loss: 1.4229, grad_norm: 3.4983 2021-03-09 22:31:30,081 - mmaction - INFO - Epoch [106][800/940] lr: 4.000e-03, eta: 10:22:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6578, top5_acc: 0.8400, loss_cls: 1.4579, loss: 1.4579, grad_norm: 3.5111 2021-03-09 22:31:47,579 - mmaction - INFO - Epoch [106][820/940] lr: 4.000e-03, eta: 10:21:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6562, top5_acc: 0.8441, loss_cls: 1.4253, loss: 1.4253, grad_norm: 3.4955 2021-03-09 22:32:05,081 - mmaction - INFO - Epoch [106][840/940] lr: 4.000e-03, eta: 10:21:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8506, loss_cls: 1.3844, loss: 1.3844, grad_norm: 3.5090 2021-03-09 22:32:22,599 - mmaction - INFO - Epoch [106][860/940] lr: 4.000e-03, eta: 10:21:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8473, loss_cls: 1.4240, loss: 1.4240, grad_norm: 3.5381 2021-03-09 22:32:40,088 - mmaction - INFO - Epoch [106][880/940] lr: 4.000e-03, eta: 10:21:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6621, top5_acc: 0.8570, loss_cls: 1.3738, loss: 1.3738, grad_norm: 3.4576 2021-03-09 22:32:57,597 - mmaction - INFO - Epoch [106][900/940] lr: 4.000e-03, eta: 10:20:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8594, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.5139 2021-03-09 22:33:15,098 - mmaction - INFO - Epoch [106][920/940] lr: 4.000e-03, eta: 10:20:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8541, loss_cls: 1.3498, loss: 1.3498, grad_norm: 3.4302 2021-03-09 22:33:32,062 - mmaction - INFO - Epoch [106][940/940] lr: 4.000e-03, eta: 10:20:06, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8509, loss_cls: 1.3836, loss: 1.3836, grad_norm: 3.4859 2021-03-09 22:33:33,438 - mmaction - INFO - Saving checkpoint at 106 epochs 2021-03-09 22:34:11,021 - mmaction - INFO - Epoch [107][20/940] lr: 4.000e-03, eta: 10:19:55, time: 1.806, data_time: 0.853, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8512, loss_cls: 1.3925, loss: 1.3925, grad_norm: 3.5205 2021-03-09 22:34:28,567 - mmaction - INFO - Epoch [107][40/940] lr: 4.000e-03, eta: 10:19:37, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8498, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.5096 2021-03-09 22:34:46,081 - mmaction - INFO - Epoch [107][60/940] lr: 4.000e-03, eta: 10:19:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6615, top5_acc: 0.8521, loss_cls: 1.3930, loss: 1.3930, grad_norm: 3.5508 2021-03-09 22:35:03,583 - mmaction - INFO - Epoch [107][80/940] lr: 4.000e-03, eta: 10:19:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6697, top5_acc: 0.8441, loss_cls: 1.3978, loss: 1.3978, grad_norm: 3.4631 2021-03-09 22:35:21,083 - mmaction - INFO - Epoch [107][100/940] lr: 4.000e-03, eta: 10:18:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8502, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.4418 2021-03-09 22:35:38,591 - mmaction - INFO - Epoch [107][120/940] lr: 4.000e-03, eta: 10:18:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8549, loss_cls: 1.3715, loss: 1.3715, grad_norm: 3.5413 2021-03-09 22:35:56,084 - mmaction - INFO - Epoch [107][140/940] lr: 4.000e-03, eta: 10:18:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6613, top5_acc: 0.8486, loss_cls: 1.3845, loss: 1.3845, grad_norm: 3.4575 2021-03-09 22:36:13,585 - mmaction - INFO - Epoch [107][160/940] lr: 4.000e-03, eta: 10:17:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8527, loss_cls: 1.3331, loss: 1.3331, grad_norm: 3.3887 2021-03-09 22:36:31,108 - mmaction - INFO - Epoch [107][180/940] lr: 4.000e-03, eta: 10:17:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8555, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.4602 2021-03-09 22:36:48,621 - mmaction - INFO - Epoch [107][200/940] lr: 4.000e-03, eta: 10:17:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8514, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.5349 2021-03-09 22:37:06,120 - mmaction - INFO - Epoch [107][220/940] lr: 4.000e-03, eta: 10:16:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8494, loss_cls: 1.3936, loss: 1.3936, grad_norm: 3.4740 2021-03-09 22:37:23,614 - mmaction - INFO - Epoch [107][240/940] lr: 4.000e-03, eta: 10:16:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8477, loss_cls: 1.3972, loss: 1.3972, grad_norm: 3.5294 2021-03-09 22:37:41,129 - mmaction - INFO - Epoch [107][260/940] lr: 4.000e-03, eta: 10:16:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8494, loss_cls: 1.3757, loss: 1.3757, grad_norm: 3.4771 2021-03-09 22:37:58,622 - mmaction - INFO - Epoch [107][280/940] lr: 4.000e-03, eta: 10:15:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8512, loss_cls: 1.4138, loss: 1.4138, grad_norm: 3.5150 2021-03-09 22:38:16,109 - mmaction - INFO - Epoch [107][300/940] lr: 4.000e-03, eta: 10:15:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8520, loss_cls: 1.3404, loss: 1.3404, grad_norm: 3.4383 2021-03-09 22:38:33,599 - mmaction - INFO - Epoch [107][320/940] lr: 4.000e-03, eta: 10:15:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8512, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.4858 2021-03-09 22:38:51,090 - mmaction - INFO - Epoch [107][340/940] lr: 4.000e-03, eta: 10:15:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8596, loss_cls: 1.3386, loss: 1.3386, grad_norm: 3.4464 2021-03-09 22:39:08,586 - mmaction - INFO - Epoch [107][360/940] lr: 4.000e-03, eta: 10:14:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8510, loss_cls: 1.3897, loss: 1.3897, grad_norm: 3.5066 2021-03-09 22:39:26,085 - mmaction - INFO - Epoch [107][380/940] lr: 4.000e-03, eta: 10:14:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8484, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.3959 2021-03-09 22:39:43,625 - mmaction - INFO - Epoch [107][400/940] lr: 4.000e-03, eta: 10:14:10, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8588, loss_cls: 1.3165, loss: 1.3165, grad_norm: 3.4320 2021-03-09 22:40:01,127 - mmaction - INFO - Epoch [107][420/940] lr: 4.000e-03, eta: 10:13:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8492, loss_cls: 1.4058, loss: 1.4058, grad_norm: 3.4995 2021-03-09 22:40:18,634 - mmaction - INFO - Epoch [107][440/940] lr: 4.000e-03, eta: 10:13:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6738, top5_acc: 0.8486, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.4815 2021-03-09 22:40:36,145 - mmaction - INFO - Epoch [107][460/940] lr: 4.000e-03, eta: 10:13:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8475, loss_cls: 1.4112, loss: 1.4112, grad_norm: 3.5701 2021-03-09 22:40:53,664 - mmaction - INFO - Epoch [107][480/940] lr: 4.000e-03, eta: 10:12:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8486, loss_cls: 1.3858, loss: 1.3858, grad_norm: 3.5065 2021-03-09 22:41:11,175 - mmaction - INFO - Epoch [107][500/940] lr: 4.000e-03, eta: 10:12:39, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8523, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.5685 2021-03-09 22:41:28,678 - mmaction - INFO - Epoch [107][520/940] lr: 4.000e-03, eta: 10:12:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8473, loss_cls: 1.4126, loss: 1.4126, grad_norm: 3.5531 2021-03-09 22:41:46,191 - mmaction - INFO - Epoch [107][540/940] lr: 4.000e-03, eta: 10:12:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6596, top5_acc: 0.8480, loss_cls: 1.4189, loss: 1.4189, grad_norm: 3.5469 2021-03-09 22:42:03,687 - mmaction - INFO - Epoch [107][560/940] lr: 4.000e-03, eta: 10:11:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8475, loss_cls: 1.3971, loss: 1.3971, grad_norm: 3.5077 2021-03-09 22:42:21,181 - mmaction - INFO - Epoch [107][580/940] lr: 4.000e-03, eta: 10:11:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8521, loss_cls: 1.3588, loss: 1.3588, grad_norm: 3.5187 2021-03-09 22:42:38,683 - mmaction - INFO - Epoch [107][600/940] lr: 4.000e-03, eta: 10:11:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8537, loss_cls: 1.3720, loss: 1.3720, grad_norm: 3.5126 2021-03-09 22:42:56,180 - mmaction - INFO - Epoch [107][620/940] lr: 4.000e-03, eta: 10:10:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8453, loss_cls: 1.3994, loss: 1.3994, grad_norm: 3.4774 2021-03-09 22:43:13,669 - mmaction - INFO - Epoch [107][640/940] lr: 4.000e-03, eta: 10:10:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8455, loss_cls: 1.3864, loss: 1.3864, grad_norm: 3.5502 2021-03-09 22:43:31,190 - mmaction - INFO - Epoch [107][660/940] lr: 4.000e-03, eta: 10:10:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8520, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.5077 2021-03-09 22:43:48,680 - mmaction - INFO - Epoch [107][680/940] lr: 4.000e-03, eta: 10:09:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8553, loss_cls: 1.3855, loss: 1.3855, grad_norm: 3.5795 2021-03-09 22:44:06,186 - mmaction - INFO - Epoch [107][700/940] lr: 4.000e-03, eta: 10:09:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8479, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.5463 2021-03-09 22:44:23,686 - mmaction - INFO - Epoch [107][720/940] lr: 4.000e-03, eta: 10:09:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8525, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.5436 2021-03-09 22:44:41,184 - mmaction - INFO - Epoch [107][740/940] lr: 4.000e-03, eta: 10:09:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8430, loss_cls: 1.4249, loss: 1.4249, grad_norm: 3.5551 2021-03-09 22:44:58,671 - mmaction - INFO - Epoch [107][760/940] lr: 4.000e-03, eta: 10:08:42, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8535, loss_cls: 1.3775, loss: 1.3775, grad_norm: 3.5532 2021-03-09 22:45:16,167 - mmaction - INFO - Epoch [107][780/940] lr: 4.000e-03, eta: 10:08:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6572, top5_acc: 0.8488, loss_cls: 1.4074, loss: 1.4074, grad_norm: 3.5870 2021-03-09 22:45:33,668 - mmaction - INFO - Epoch [107][800/940] lr: 4.000e-03, eta: 10:08:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6566, top5_acc: 0.8404, loss_cls: 1.4642, loss: 1.4642, grad_norm: 3.5467 2021-03-09 22:45:51,178 - mmaction - INFO - Epoch [107][820/940] lr: 4.000e-03, eta: 10:07:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8463, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.4556 2021-03-09 22:46:08,692 - mmaction - INFO - Epoch [107][840/940] lr: 4.000e-03, eta: 10:07:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6611, top5_acc: 0.8471, loss_cls: 1.4249, loss: 1.4249, grad_norm: 3.5722 2021-03-09 22:46:26,199 - mmaction - INFO - Epoch [107][860/940] lr: 4.000e-03, eta: 10:07:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8473, loss_cls: 1.3955, loss: 1.3955, grad_norm: 3.4893 2021-03-09 22:46:43,701 - mmaction - INFO - Epoch [107][880/940] lr: 4.000e-03, eta: 10:06:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8418, loss_cls: 1.4270, loss: 1.4270, grad_norm: 3.5518 2021-03-09 22:47:01,193 - mmaction - INFO - Epoch [107][900/940] lr: 4.000e-03, eta: 10:06:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6654, top5_acc: 0.8395, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.5204 2021-03-09 22:47:18,697 - mmaction - INFO - Epoch [107][920/940] lr: 4.000e-03, eta: 10:06:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8506, loss_cls: 1.3820, loss: 1.3820, grad_norm: 3.4755 2021-03-09 22:47:35,681 - mmaction - INFO - Epoch [107][940/940] lr: 4.000e-03, eta: 10:05:58, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8500, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.4735 2021-03-09 22:47:36,569 - mmaction - INFO - Saving checkpoint at 107 epochs 2021-03-09 22:48:14,819 - mmaction - INFO - Epoch [108][20/940] lr: 4.000e-03, eta: 10:05:48, time: 1.813, data_time: 0.877, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8463, loss_cls: 1.4100, loss: 1.4100, grad_norm: 3.5618 2021-03-09 22:48:32,350 - mmaction - INFO - Epoch [108][40/940] lr: 4.000e-03, eta: 10:05:29, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8578, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.5521 2021-03-09 22:48:49,860 - mmaction - INFO - Epoch [108][60/940] lr: 4.000e-03, eta: 10:05:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8500, loss_cls: 1.3931, loss: 1.3931, grad_norm: 3.5464 2021-03-09 22:49:07,371 - mmaction - INFO - Epoch [108][80/940] lr: 4.000e-03, eta: 10:04:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6734, top5_acc: 0.8570, loss_cls: 1.3639, loss: 1.3639, grad_norm: 3.5324 2021-03-09 22:49:24,887 - mmaction - INFO - Epoch [108][100/940] lr: 4.000e-03, eta: 10:04:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8469, loss_cls: 1.3983, loss: 1.3983, grad_norm: 3.5254 2021-03-09 22:49:42,390 - mmaction - INFO - Epoch [108][120/940] lr: 4.000e-03, eta: 10:04:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8559, loss_cls: 1.3700, loss: 1.3700, grad_norm: 3.5350 2021-03-09 22:49:59,892 - mmaction - INFO - Epoch [108][140/940] lr: 4.000e-03, eta: 10:03:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8551, loss_cls: 1.3770, loss: 1.3770, grad_norm: 3.5556 2021-03-09 22:50:17,404 - mmaction - INFO - Epoch [108][160/940] lr: 4.000e-03, eta: 10:03:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8473, loss_cls: 1.3670, loss: 1.3670, grad_norm: 3.5395 2021-03-09 22:50:34,920 - mmaction - INFO - Epoch [108][180/940] lr: 4.000e-03, eta: 10:03:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8391, loss_cls: 1.3915, loss: 1.3915, grad_norm: 3.4330 2021-03-09 22:50:52,431 - mmaction - INFO - Epoch [108][200/940] lr: 4.000e-03, eta: 10:03:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8564, loss_cls: 1.3676, loss: 1.3676, grad_norm: 3.5617 2021-03-09 22:51:09,925 - mmaction - INFO - Epoch [108][220/940] lr: 4.000e-03, eta: 10:02:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8600, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.5282 2021-03-09 22:51:27,433 - mmaction - INFO - Epoch [108][240/940] lr: 4.000e-03, eta: 10:02:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8469, loss_cls: 1.3866, loss: 1.3866, grad_norm: 3.5034 2021-03-09 22:51:44,951 - mmaction - INFO - Epoch [108][260/940] lr: 4.000e-03, eta: 10:02:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8482, loss_cls: 1.3822, loss: 1.3822, grad_norm: 3.5315 2021-03-09 22:52:02,449 - mmaction - INFO - Epoch [108][280/940] lr: 4.000e-03, eta: 10:01:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8561, loss_cls: 1.3889, loss: 1.3889, grad_norm: 3.5310 2021-03-09 22:52:19,946 - mmaction - INFO - Epoch [108][300/940] lr: 4.000e-03, eta: 10:01:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6697, top5_acc: 0.8484, loss_cls: 1.3823, loss: 1.3823, grad_norm: 3.5078 2021-03-09 22:52:37,446 - mmaction - INFO - Epoch [108][320/940] lr: 4.000e-03, eta: 10:01:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8562, loss_cls: 1.3740, loss: 1.3740, grad_norm: 3.5091 2021-03-09 22:52:54,948 - mmaction - INFO - Epoch [108][340/940] lr: 4.000e-03, eta: 10:00:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8559, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.5669 2021-03-09 22:53:12,443 - mmaction - INFO - Epoch [108][360/940] lr: 4.000e-03, eta: 10:00:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8498, loss_cls: 1.3671, loss: 1.3671, grad_norm: 3.4922 2021-03-09 22:53:29,943 - mmaction - INFO - Epoch [108][380/940] lr: 4.000e-03, eta: 10:00:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8428, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.5362 2021-03-09 22:53:47,451 - mmaction - INFO - Epoch [108][400/940] lr: 4.000e-03, eta: 10:00:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8547, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.4675 2021-03-09 22:54:04,952 - mmaction - INFO - Epoch [108][420/940] lr: 4.000e-03, eta: 9:59:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8473, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.5409 2021-03-09 22:54:22,457 - mmaction - INFO - Epoch [108][440/940] lr: 4.000e-03, eta: 9:59:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8510, loss_cls: 1.3905, loss: 1.3905, grad_norm: 3.5725 2021-03-09 22:54:39,951 - mmaction - INFO - Epoch [108][460/940] lr: 4.000e-03, eta: 9:59:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8500, loss_cls: 1.3955, loss: 1.3955, grad_norm: 3.5709 2021-03-09 22:54:57,451 - mmaction - INFO - Epoch [108][480/940] lr: 4.000e-03, eta: 9:58:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8512, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.5557 2021-03-09 22:55:14,960 - mmaction - INFO - Epoch [108][500/940] lr: 4.000e-03, eta: 9:58:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8527, loss_cls: 1.4019, loss: 1.4019, grad_norm: 3.5606 2021-03-09 22:55:32,470 - mmaction - INFO - Epoch [108][520/940] lr: 4.000e-03, eta: 9:58:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8539, loss_cls: 1.3565, loss: 1.3565, grad_norm: 3.5319 2021-03-09 22:55:49,990 - mmaction - INFO - Epoch [108][540/940] lr: 4.000e-03, eta: 9:57:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8516, loss_cls: 1.3644, loss: 1.3644, grad_norm: 3.5838 2021-03-09 22:56:07,496 - mmaction - INFO - Epoch [108][560/940] lr: 4.000e-03, eta: 9:57:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8520, loss_cls: 1.3861, loss: 1.3861, grad_norm: 3.5841 2021-03-09 22:56:24,990 - mmaction - INFO - Epoch [108][580/940] lr: 4.000e-03, eta: 9:57:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8572, loss_cls: 1.3284, loss: 1.3284, grad_norm: 3.5136 2021-03-09 22:56:42,500 - mmaction - INFO - Epoch [108][600/940] lr: 4.000e-03, eta: 9:57:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6674, top5_acc: 0.8510, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.6325 2021-03-09 22:57:00,012 - mmaction - INFO - Epoch [108][620/940] lr: 4.000e-03, eta: 9:56:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8490, loss_cls: 1.3886, loss: 1.3886, grad_norm: 3.5355 2021-03-09 22:57:17,515 - mmaction - INFO - Epoch [108][640/940] lr: 4.000e-03, eta: 9:56:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8586, loss_cls: 1.3443, loss: 1.3443, grad_norm: 3.4663 2021-03-09 22:57:35,011 - mmaction - INFO - Epoch [108][660/940] lr: 4.000e-03, eta: 9:56:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8613, loss_cls: 1.3279, loss: 1.3279, grad_norm: 3.4924 2021-03-09 22:57:52,505 - mmaction - INFO - Epoch [108][680/940] lr: 4.000e-03, eta: 9:55:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8490, loss_cls: 1.4046, loss: 1.4046, grad_norm: 3.6016 2021-03-09 22:58:10,006 - mmaction - INFO - Epoch [108][700/940] lr: 4.000e-03, eta: 9:55:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8529, loss_cls: 1.3694, loss: 1.3694, grad_norm: 3.5015 2021-03-09 22:58:27,505 - mmaction - INFO - Epoch [108][720/940] lr: 4.000e-03, eta: 9:55:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8461, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.5566 2021-03-09 22:58:45,016 - mmaction - INFO - Epoch [108][740/940] lr: 4.000e-03, eta: 9:54:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8600, loss_cls: 1.3677, loss: 1.3677, grad_norm: 3.5439 2021-03-09 22:59:02,520 - mmaction - INFO - Epoch [108][760/940] lr: 4.000e-03, eta: 9:54:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8525, loss_cls: 1.3583, loss: 1.3583, grad_norm: 3.5689 2021-03-09 22:59:20,042 - mmaction - INFO - Epoch [108][780/940] lr: 4.000e-03, eta: 9:54:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6623, top5_acc: 0.8484, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.6154 2021-03-09 22:59:37,559 - mmaction - INFO - Epoch [108][800/940] lr: 4.000e-03, eta: 9:53:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8541, loss_cls: 1.3867, loss: 1.3867, grad_norm: 3.6508 2021-03-09 22:59:55,084 - mmaction - INFO - Epoch [108][820/940] lr: 4.000e-03, eta: 9:53:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8557, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.5857 2021-03-09 23:00:12,590 - mmaction - INFO - Epoch [108][840/940] lr: 4.000e-03, eta: 9:53:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8549, loss_cls: 1.3593, loss: 1.3593, grad_norm: 3.5556 2021-03-09 23:00:30,084 - mmaction - INFO - Epoch [108][860/940] lr: 4.000e-03, eta: 9:53:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8471, loss_cls: 1.3860, loss: 1.3860, grad_norm: 3.5674 2021-03-09 23:00:47,589 - mmaction - INFO - Epoch [108][880/940] lr: 4.000e-03, eta: 9:52:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6590, top5_acc: 0.8467, loss_cls: 1.4222, loss: 1.4222, grad_norm: 3.5884 2021-03-09 23:01:05,096 - mmaction - INFO - Epoch [108][900/940] lr: 4.000e-03, eta: 9:52:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6639, top5_acc: 0.8539, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.6224 2021-03-09 23:01:22,608 - mmaction - INFO - Epoch [108][920/940] lr: 4.000e-03, eta: 9:52:09, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8479, loss_cls: 1.4186, loss: 1.4186, grad_norm: 3.6153 2021-03-09 23:01:39,597 - mmaction - INFO - Epoch [108][940/940] lr: 4.000e-03, eta: 9:51:51, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8517, loss_cls: 1.4016, loss: 1.4016, grad_norm: 3.6138 2021-03-09 23:01:40,381 - mmaction - INFO - Saving checkpoint at 108 epochs 2021-03-09 23:02:20,936 - mmaction - INFO - Epoch [109][20/940] lr: 4.000e-03, eta: 9:51:41, time: 1.983, data_time: 1.074, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8467, loss_cls: 1.3782, loss: 1.3782, grad_norm: 3.5379 2021-03-09 23:02:38,468 - mmaction - INFO - Epoch [109][40/940] lr: 4.000e-03, eta: 9:51:23, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8598, loss_cls: 1.3521, loss: 1.3521, grad_norm: 3.6204 2021-03-09 23:02:56,007 - mmaction - INFO - Epoch [109][60/940] lr: 4.000e-03, eta: 9:51:05, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8607, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.5571 2021-03-09 23:03:13,530 - mmaction - INFO - Epoch [109][80/940] lr: 4.000e-03, eta: 9:50:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8504, loss_cls: 1.3999, loss: 1.3999, grad_norm: 3.6218 2021-03-09 23:03:31,023 - mmaction - INFO - Epoch [109][100/940] lr: 4.000e-03, eta: 9:50:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6734, top5_acc: 0.8512, loss_cls: 1.3730, loss: 1.3730, grad_norm: 3.5650 2021-03-09 23:03:48,552 - mmaction - INFO - Epoch [109][120/940] lr: 4.000e-03, eta: 9:50:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8580, loss_cls: 1.3259, loss: 1.3259, grad_norm: 3.5766 2021-03-09 23:04:06,061 - mmaction - INFO - Epoch [109][140/940] lr: 4.000e-03, eta: 9:49:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8598, loss_cls: 1.3475, loss: 1.3475, grad_norm: 3.6160 2021-03-09 23:04:23,561 - mmaction - INFO - Epoch [109][160/940] lr: 4.000e-03, eta: 9:49:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8475, loss_cls: 1.3961, loss: 1.3961, grad_norm: 3.6186 2021-03-09 23:04:41,073 - mmaction - INFO - Epoch [109][180/940] lr: 4.000e-03, eta: 9:49:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8578, loss_cls: 1.3511, loss: 1.3511, grad_norm: 3.5862 2021-03-09 23:04:58,581 - mmaction - INFO - Epoch [109][200/940] lr: 4.000e-03, eta: 9:48:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8566, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.5511 2021-03-09 23:05:16,102 - mmaction - INFO - Epoch [109][220/940] lr: 4.000e-03, eta: 9:48:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8541, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.5464 2021-03-09 23:05:33,624 - mmaction - INFO - Epoch [109][240/940] lr: 4.000e-03, eta: 9:48:21, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8475, loss_cls: 1.3934, loss: 1.3934, grad_norm: 3.5664 2021-03-09 23:05:51,137 - mmaction - INFO - Epoch [109][260/940] lr: 4.000e-03, eta: 9:48:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8475, loss_cls: 1.4003, loss: 1.4003, grad_norm: 3.6023 2021-03-09 23:06:08,636 - mmaction - INFO - Epoch [109][280/940] lr: 4.000e-03, eta: 9:47:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8535, loss_cls: 1.3603, loss: 1.3603, grad_norm: 3.5636 2021-03-09 23:06:26,149 - mmaction - INFO - Epoch [109][300/940] lr: 4.000e-03, eta: 9:47:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8574, loss_cls: 1.3423, loss: 1.3423, grad_norm: 3.5092 2021-03-09 23:06:43,661 - mmaction - INFO - Epoch [109][320/940] lr: 4.000e-03, eta: 9:47:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8656, loss_cls: 1.2965, loss: 1.2965, grad_norm: 3.4596 2021-03-09 23:07:01,161 - mmaction - INFO - Epoch [109][340/940] lr: 4.000e-03, eta: 9:46:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6705, top5_acc: 0.8475, loss_cls: 1.4035, loss: 1.4035, grad_norm: 3.6045 2021-03-09 23:07:18,666 - mmaction - INFO - Epoch [109][360/940] lr: 4.000e-03, eta: 9:46:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6609, top5_acc: 0.8469, loss_cls: 1.4318, loss: 1.4318, grad_norm: 3.6226 2021-03-09 23:07:36,172 - mmaction - INFO - Epoch [109][380/940] lr: 4.000e-03, eta: 9:46:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8414, loss_cls: 1.4294, loss: 1.4294, grad_norm: 3.5835 2021-03-09 23:07:53,683 - mmaction - INFO - Epoch [109][400/940] lr: 4.000e-03, eta: 9:45:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8486, loss_cls: 1.4120, loss: 1.4120, grad_norm: 3.5727 2021-03-09 23:08:11,183 - mmaction - INFO - Epoch [109][420/940] lr: 4.000e-03, eta: 9:45:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8480, loss_cls: 1.3894, loss: 1.3894, grad_norm: 3.5763 2021-03-09 23:08:28,702 - mmaction - INFO - Epoch [109][440/940] lr: 4.000e-03, eta: 9:45:20, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8582, loss_cls: 1.3545, loss: 1.3545, grad_norm: 3.6072 2021-03-09 23:08:46,221 - mmaction - INFO - Epoch [109][460/940] lr: 4.000e-03, eta: 9:45:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8537, loss_cls: 1.3917, loss: 1.3917, grad_norm: 3.6720 2021-03-09 23:09:03,719 - mmaction - INFO - Epoch [109][480/940] lr: 4.000e-03, eta: 9:44:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6697, top5_acc: 0.8412, loss_cls: 1.4138, loss: 1.4138, grad_norm: 3.5727 2021-03-09 23:09:21,219 - mmaction - INFO - Epoch [109][500/940] lr: 4.000e-03, eta: 9:44:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8455, loss_cls: 1.4109, loss: 1.4109, grad_norm: 3.5468 2021-03-09 23:09:38,712 - mmaction - INFO - Epoch [109][520/940] lr: 4.000e-03, eta: 9:44:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8488, loss_cls: 1.3768, loss: 1.3768, grad_norm: 3.5850 2021-03-09 23:09:56,215 - mmaction - INFO - Epoch [109][540/940] lr: 4.000e-03, eta: 9:43:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8520, loss_cls: 1.3863, loss: 1.3863, grad_norm: 3.5366 2021-03-09 23:10:14,422 - mmaction - INFO - Epoch [109][560/940] lr: 4.000e-03, eta: 9:43:31, time: 0.911, data_time: 0.037, memory: 8896, top1_acc: 0.6629, top5_acc: 0.8479, loss_cls: 1.4142, loss: 1.4142, grad_norm: 3.5971 2021-03-09 23:10:31,928 - mmaction - INFO - Epoch [109][580/940] lr: 4.000e-03, eta: 9:43:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8506, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.6227 2021-03-09 23:10:49,445 - mmaction - INFO - Epoch [109][600/940] lr: 4.000e-03, eta: 9:42:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8463, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.6591 2021-03-09 23:11:06,951 - mmaction - INFO - Epoch [109][620/940] lr: 4.000e-03, eta: 9:42:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8557, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.5737 2021-03-09 23:11:24,446 - mmaction - INFO - Epoch [109][640/940] lr: 4.000e-03, eta: 9:42:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8482, loss_cls: 1.3901, loss: 1.3901, grad_norm: 3.5940 2021-03-09 23:11:41,954 - mmaction - INFO - Epoch [109][660/940] lr: 4.000e-03, eta: 9:42:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6838, top5_acc: 0.8508, loss_cls: 1.3513, loss: 1.3513, grad_norm: 3.5455 2021-03-09 23:11:59,467 - mmaction - INFO - Epoch [109][680/940] lr: 4.000e-03, eta: 9:41:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8486, loss_cls: 1.3811, loss: 1.3811, grad_norm: 3.6152 2021-03-09 23:12:16,982 - mmaction - INFO - Epoch [109][700/940] lr: 4.000e-03, eta: 9:41:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6598, top5_acc: 0.8461, loss_cls: 1.4094, loss: 1.4094, grad_norm: 3.5753 2021-03-09 23:12:34,475 - mmaction - INFO - Epoch [109][720/940] lr: 4.000e-03, eta: 9:41:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8539, loss_cls: 1.3855, loss: 1.3855, grad_norm: 3.5732 2021-03-09 23:12:51,968 - mmaction - INFO - Epoch [109][740/940] lr: 4.000e-03, eta: 9:40:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8506, loss_cls: 1.3844, loss: 1.3844, grad_norm: 3.5738 2021-03-09 23:13:09,456 - mmaction - INFO - Epoch [109][760/940] lr: 4.000e-03, eta: 9:40:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8604, loss_cls: 1.3496, loss: 1.3496, grad_norm: 3.5508 2021-03-09 23:13:26,961 - mmaction - INFO - Epoch [109][780/940] lr: 4.000e-03, eta: 9:40:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6738, top5_acc: 0.8523, loss_cls: 1.3646, loss: 1.3646, grad_norm: 3.5894 2021-03-09 23:13:44,443 - mmaction - INFO - Epoch [109][800/940] lr: 4.000e-03, eta: 9:39:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8525, loss_cls: 1.3405, loss: 1.3405, grad_norm: 3.5330 2021-03-09 23:14:01,934 - mmaction - INFO - Epoch [109][820/940] lr: 4.000e-03, eta: 9:39:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8592, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.5414 2021-03-09 23:14:19,435 - mmaction - INFO - Epoch [109][840/940] lr: 4.000e-03, eta: 9:39:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8498, loss_cls: 1.3739, loss: 1.3739, grad_norm: 3.5602 2021-03-09 23:14:36,940 - mmaction - INFO - Epoch [109][860/940] lr: 4.000e-03, eta: 9:38:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8500, loss_cls: 1.3703, loss: 1.3703, grad_norm: 3.5385 2021-03-09 23:14:54,445 - mmaction - INFO - Epoch [109][880/940] lr: 4.000e-03, eta: 9:38:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6695, top5_acc: 0.8521, loss_cls: 1.3716, loss: 1.3716, grad_norm: 3.5549 2021-03-09 23:15:11,935 - mmaction - INFO - Epoch [109][900/940] lr: 4.000e-03, eta: 9:38:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8527, loss_cls: 1.3874, loss: 1.3874, grad_norm: 3.5604 2021-03-09 23:15:29,448 - mmaction - INFO - Epoch [109][920/940] lr: 4.000e-03, eta: 9:38:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8537, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.5234 2021-03-09 23:15:46,408 - mmaction - INFO - Epoch [109][940/940] lr: 4.000e-03, eta: 9:37:45, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6575, top5_acc: 0.8490, loss_cls: 1.4236, loss: 1.4236, grad_norm: 3.6726 2021-03-09 23:15:47,205 - mmaction - INFO - Saving checkpoint at 109 epochs 2021-03-09 23:16:25,217 - mmaction - INFO - Epoch [110][20/940] lr: 4.000e-03, eta: 9:37:35, time: 1.871, data_time: 0.915, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8518, loss_cls: 1.3861, loss: 1.3861, grad_norm: 3.6487 2021-03-09 23:16:42,802 - mmaction - INFO - Epoch [110][40/940] lr: 4.000e-03, eta: 9:37:16, time: 0.879, data_time: 0.005, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8574, loss_cls: 1.3802, loss: 1.3802, grad_norm: 3.6914 2021-03-09 23:17:00,312 - mmaction - INFO - Epoch [110][60/940] lr: 4.000e-03, eta: 9:36:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8535, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.6279 2021-03-09 23:17:17,830 - mmaction - INFO - Epoch [110][80/940] lr: 4.000e-03, eta: 9:36:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8533, loss_cls: 1.3701, loss: 1.3701, grad_norm: 3.6586 2021-03-09 23:17:35,334 - mmaction - INFO - Epoch [110][100/940] lr: 4.000e-03, eta: 9:36:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6695, top5_acc: 0.8516, loss_cls: 1.3787, loss: 1.3787, grad_norm: 3.5955 2021-03-09 23:17:52,846 - mmaction - INFO - Epoch [110][120/940] lr: 4.000e-03, eta: 9:36:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8619, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.5609 2021-03-09 23:18:10,376 - mmaction - INFO - Epoch [110][140/940] lr: 4.000e-03, eta: 9:35:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6652, top5_acc: 0.8516, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.7194 2021-03-09 23:18:27,891 - mmaction - INFO - Epoch [110][160/940] lr: 4.000e-03, eta: 9:35:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8514, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.6072 2021-03-09 23:18:45,402 - mmaction - INFO - Epoch [110][180/940] lr: 4.000e-03, eta: 9:35:09, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8574, loss_cls: 1.3383, loss: 1.3383, grad_norm: 3.5719 2021-03-09 23:19:02,916 - mmaction - INFO - Epoch [110][200/940] lr: 4.000e-03, eta: 9:34:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8523, loss_cls: 1.3750, loss: 1.3750, grad_norm: 3.6113 2021-03-09 23:19:20,441 - mmaction - INFO - Epoch [110][220/940] lr: 4.000e-03, eta: 9:34:33, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8535, loss_cls: 1.3746, loss: 1.3746, grad_norm: 3.6162 2021-03-09 23:19:37,944 - mmaction - INFO - Epoch [110][240/940] lr: 4.000e-03, eta: 9:34:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8525, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.6887 2021-03-09 23:19:55,448 - mmaction - INFO - Epoch [110][260/940] lr: 4.000e-03, eta: 9:33:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8557, loss_cls: 1.3542, loss: 1.3542, grad_norm: 3.5694 2021-03-09 23:20:12,956 - mmaction - INFO - Epoch [110][280/940] lr: 4.000e-03, eta: 9:33:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8482, loss_cls: 1.4023, loss: 1.4023, grad_norm: 3.6199 2021-03-09 23:20:30,456 - mmaction - INFO - Epoch [110][300/940] lr: 4.000e-03, eta: 9:33:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8479, loss_cls: 1.3904, loss: 1.3904, grad_norm: 3.6239 2021-03-09 23:20:47,949 - mmaction - INFO - Epoch [110][320/940] lr: 4.000e-03, eta: 9:33:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8578, loss_cls: 1.3522, loss: 1.3522, grad_norm: 3.6162 2021-03-09 23:21:05,439 - mmaction - INFO - Epoch [110][340/940] lr: 4.000e-03, eta: 9:32:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8564, loss_cls: 1.3451, loss: 1.3451, grad_norm: 3.6305 2021-03-09 23:21:22,928 - mmaction - INFO - Epoch [110][360/940] lr: 4.000e-03, eta: 9:32:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8525, loss_cls: 1.3932, loss: 1.3932, grad_norm: 3.5615 2021-03-09 23:21:40,422 - mmaction - INFO - Epoch [110][380/940] lr: 4.000e-03, eta: 9:32:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8494, loss_cls: 1.3987, loss: 1.3987, grad_norm: 3.6257 2021-03-09 23:21:57,939 - mmaction - INFO - Epoch [110][400/940] lr: 4.000e-03, eta: 9:31:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6678, top5_acc: 0.8566, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.6135 2021-03-09 23:22:15,436 - mmaction - INFO - Epoch [110][420/940] lr: 4.000e-03, eta: 9:31:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8482, loss_cls: 1.3593, loss: 1.3593, grad_norm: 3.5647 2021-03-09 23:22:32,938 - mmaction - INFO - Epoch [110][440/940] lr: 4.000e-03, eta: 9:31:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8590, loss_cls: 1.3343, loss: 1.3343, grad_norm: 3.5125 2021-03-09 23:22:50,437 - mmaction - INFO - Epoch [110][460/940] lr: 4.000e-03, eta: 9:30:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8496, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.5791 2021-03-09 23:23:07,952 - mmaction - INFO - Epoch [110][480/940] lr: 4.000e-03, eta: 9:30:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6619, top5_acc: 0.8549, loss_cls: 1.3880, loss: 1.3880, grad_norm: 3.6139 2021-03-09 23:23:25,454 - mmaction - INFO - Epoch [110][500/940] lr: 4.000e-03, eta: 9:30:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8555, loss_cls: 1.3750, loss: 1.3750, grad_norm: 3.6680 2021-03-09 23:23:42,955 - mmaction - INFO - Epoch [110][520/940] lr: 4.000e-03, eta: 9:30:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8600, loss_cls: 1.3409, loss: 1.3409, grad_norm: 3.5613 2021-03-09 23:24:00,471 - mmaction - INFO - Epoch [110][540/940] lr: 4.000e-03, eta: 9:29:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8561, loss_cls: 1.3586, loss: 1.3586, grad_norm: 3.5752 2021-03-09 23:24:17,969 - mmaction - INFO - Epoch [110][560/940] lr: 4.000e-03, eta: 9:29:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8438, loss_cls: 1.4244, loss: 1.4244, grad_norm: 3.6376 2021-03-09 23:24:35,462 - mmaction - INFO - Epoch [110][580/940] lr: 4.000e-03, eta: 9:29:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8537, loss_cls: 1.3744, loss: 1.3744, grad_norm: 3.6265 2021-03-09 23:24:52,955 - mmaction - INFO - Epoch [110][600/940] lr: 4.000e-03, eta: 9:28:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8445, loss_cls: 1.4014, loss: 1.4014, grad_norm: 3.5631 2021-03-09 23:25:10,454 - mmaction - INFO - Epoch [110][620/940] lr: 4.000e-03, eta: 9:28:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8555, loss_cls: 1.3421, loss: 1.3421, grad_norm: 3.5302 2021-03-09 23:25:27,950 - mmaction - INFO - Epoch [110][640/940] lr: 4.000e-03, eta: 9:28:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8539, loss_cls: 1.3464, loss: 1.3464, grad_norm: 3.5217 2021-03-09 23:25:45,455 - mmaction - INFO - Epoch [110][660/940] lr: 4.000e-03, eta: 9:27:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8434, loss_cls: 1.3814, loss: 1.3814, grad_norm: 3.6219 2021-03-09 23:26:02,945 - mmaction - INFO - Epoch [110][680/940] lr: 4.000e-03, eta: 9:27:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8549, loss_cls: 1.3538, loss: 1.3538, grad_norm: 3.6515 2021-03-09 23:26:20,444 - mmaction - INFO - Epoch [110][700/940] lr: 4.000e-03, eta: 9:27:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6662, top5_acc: 0.8479, loss_cls: 1.4151, loss: 1.4151, grad_norm: 3.7078 2021-03-09 23:26:37,954 - mmaction - INFO - Epoch [110][720/940] lr: 4.000e-03, eta: 9:26:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8572, loss_cls: 1.3477, loss: 1.3477, grad_norm: 3.5765 2021-03-09 23:26:55,469 - mmaction - INFO - Epoch [110][740/940] lr: 4.000e-03, eta: 9:26:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3820, loss: 1.3820, grad_norm: 3.6137 2021-03-09 23:27:12,963 - mmaction - INFO - Epoch [110][760/940] lr: 4.000e-03, eta: 9:26:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8504, loss_cls: 1.3641, loss: 1.3641, grad_norm: 3.5866 2021-03-09 23:27:30,463 - mmaction - INFO - Epoch [110][780/940] lr: 4.000e-03, eta: 9:26:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6697, top5_acc: 0.8578, loss_cls: 1.3685, loss: 1.3685, grad_norm: 3.7081 2021-03-09 23:27:47,956 - mmaction - INFO - Epoch [110][800/940] lr: 4.000e-03, eta: 9:25:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8520, loss_cls: 1.3613, loss: 1.3613, grad_norm: 3.6294 2021-03-09 23:28:05,451 - mmaction - INFO - Epoch [110][820/940] lr: 4.000e-03, eta: 9:25:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8512, loss_cls: 1.4084, loss: 1.4084, grad_norm: 3.7012 2021-03-09 23:28:22,968 - mmaction - INFO - Epoch [110][840/940] lr: 4.000e-03, eta: 9:25:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8537, loss_cls: 1.3624, loss: 1.3624, grad_norm: 3.5550 2021-03-09 23:28:40,478 - mmaction - INFO - Epoch [110][860/940] lr: 4.000e-03, eta: 9:24:51, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8547, loss_cls: 1.3643, loss: 1.3643, grad_norm: 3.5731 2021-03-09 23:28:57,992 - mmaction - INFO - Epoch [110][880/940] lr: 4.000e-03, eta: 9:24:33, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8551, loss_cls: 1.3495, loss: 1.3495, grad_norm: 3.6578 2021-03-09 23:29:15,513 - mmaction - INFO - Epoch [110][900/940] lr: 4.000e-03, eta: 9:24:15, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6635, top5_acc: 0.8521, loss_cls: 1.3815, loss: 1.3815, grad_norm: 3.6012 2021-03-09 23:29:33,013 - mmaction - INFO - Epoch [110][920/940] lr: 4.000e-03, eta: 9:23:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8529, loss_cls: 1.3995, loss: 1.3995, grad_norm: 3.6835 2021-03-09 23:29:49,983 - mmaction - INFO - Epoch [110][940/940] lr: 4.000e-03, eta: 9:23:39, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.6733, top5_acc: 0.8504, loss_cls: 1.3907, loss: 1.3907, grad_norm: 3.6196 2021-03-09 23:29:50,747 - mmaction - INFO - Saving checkpoint at 110 epochs 2021-03-09 23:30:24,255 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-09 23:30:24,931 - mmaction - INFO - top1_acc 0.6814 top5_acc 0.8752 2021-03-09 23:30:24,931 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-09 23:30:24,958 - mmaction - INFO - mean_acc 0.6813 2021-03-09 23:30:24,965 - mmaction - INFO - Epoch(val) [110][940] top1_acc: 0.6814, top5_acc: 0.8752, mean_class_accuracy: 0.6813 2021-03-09 23:31:11,236 - mmaction - INFO - Epoch [111][20/940] lr: 4.000e-03, eta: 9:23:31, time: 2.313, data_time: 1.436, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8498, loss_cls: 1.3623, loss: 1.3623, grad_norm: 3.5463 2021-03-09 23:31:28,817 - mmaction - INFO - Epoch [111][40/940] lr: 4.000e-03, eta: 9:23:13, time: 0.879, data_time: 0.005, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8467, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.6284 2021-03-09 23:31:46,335 - mmaction - INFO - Epoch [111][60/940] lr: 4.000e-03, eta: 9:22:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8510, loss_cls: 1.3957, loss: 1.3957, grad_norm: 3.6743 2021-03-09 23:32:03,844 - mmaction - INFO - Epoch [111][80/940] lr: 4.000e-03, eta: 9:22:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8465, loss_cls: 1.4061, loss: 1.4061, grad_norm: 3.5769 2021-03-09 23:32:21,352 - mmaction - INFO - Epoch [111][100/940] lr: 4.000e-03, eta: 9:22:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8555, loss_cls: 1.3969, loss: 1.3969, grad_norm: 3.6787 2021-03-09 23:32:38,858 - mmaction - INFO - Epoch [111][120/940] lr: 4.000e-03, eta: 9:22:00, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8498, loss_cls: 1.3827, loss: 1.3827, grad_norm: 3.6444 2021-03-09 23:32:56,361 - mmaction - INFO - Epoch [111][140/940] lr: 4.000e-03, eta: 9:21:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8525, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.6479 2021-03-09 23:33:13,863 - mmaction - INFO - Epoch [111][160/940] lr: 4.000e-03, eta: 9:21:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8504, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.5717 2021-03-09 23:33:31,386 - mmaction - INFO - Epoch [111][180/940] lr: 4.000e-03, eta: 9:21:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8576, loss_cls: 1.3285, loss: 1.3285, grad_norm: 3.5992 2021-03-09 23:33:48,896 - mmaction - INFO - Epoch [111][200/940] lr: 4.000e-03, eta: 9:20:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8555, loss_cls: 1.3760, loss: 1.3760, grad_norm: 3.6627 2021-03-09 23:34:06,402 - mmaction - INFO - Epoch [111][220/940] lr: 4.000e-03, eta: 9:20:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8527, loss_cls: 1.3585, loss: 1.3585, grad_norm: 3.5649 2021-03-09 23:34:23,908 - mmaction - INFO - Epoch [111][240/940] lr: 4.000e-03, eta: 9:20:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8521, loss_cls: 1.3511, loss: 1.3511, grad_norm: 3.5861 2021-03-09 23:34:41,420 - mmaction - INFO - Epoch [111][260/940] lr: 4.000e-03, eta: 9:19:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3646, loss: 1.3646, grad_norm: 3.6978 2021-03-09 23:34:58,928 - mmaction - INFO - Epoch [111][280/940] lr: 4.000e-03, eta: 9:19:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8559, loss_cls: 1.3447, loss: 1.3447, grad_norm: 3.6339 2021-03-09 23:35:16,445 - mmaction - INFO - Epoch [111][300/940] lr: 4.000e-03, eta: 9:19:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6627, top5_acc: 0.8484, loss_cls: 1.4028, loss: 1.4028, grad_norm: 3.7119 2021-03-09 23:35:33,944 - mmaction - INFO - Epoch [111][320/940] lr: 4.000e-03, eta: 9:18:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8564, loss_cls: 1.3652, loss: 1.3652, grad_norm: 3.6479 2021-03-09 23:35:51,434 - mmaction - INFO - Epoch [111][340/940] lr: 4.000e-03, eta: 9:18:40, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8600, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.6207 2021-03-09 23:36:08,922 - mmaction - INFO - Epoch [111][360/940] lr: 4.000e-03, eta: 9:18:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6668, top5_acc: 0.8525, loss_cls: 1.3907, loss: 1.3907, grad_norm: 3.6688 2021-03-09 23:36:26,414 - mmaction - INFO - Epoch [111][380/940] lr: 4.000e-03, eta: 9:18:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8490, loss_cls: 1.3895, loss: 1.3895, grad_norm: 3.6645 2021-03-09 23:36:43,913 - mmaction - INFO - Epoch [111][400/940] lr: 4.000e-03, eta: 9:17:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8443, loss_cls: 1.4011, loss: 1.4011, grad_norm: 3.6011 2021-03-09 23:37:01,409 - mmaction - INFO - Epoch [111][420/940] lr: 4.000e-03, eta: 9:17:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6627, top5_acc: 0.8389, loss_cls: 1.4358, loss: 1.4358, grad_norm: 3.6151 2021-03-09 23:37:18,903 - mmaction - INFO - Epoch [111][440/940] lr: 4.000e-03, eta: 9:17:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8580, loss_cls: 1.3544, loss: 1.3544, grad_norm: 3.6357 2021-03-09 23:37:36,403 - mmaction - INFO - Epoch [111][460/940] lr: 4.000e-03, eta: 9:16:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6607, top5_acc: 0.8449, loss_cls: 1.4097, loss: 1.4097, grad_norm: 3.7407 2021-03-09 23:37:53,913 - mmaction - INFO - Epoch [111][480/940] lr: 4.000e-03, eta: 9:16:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8549, loss_cls: 1.3410, loss: 1.3410, grad_norm: 3.5580 2021-03-09 23:38:11,420 - mmaction - INFO - Epoch [111][500/940] lr: 4.000e-03, eta: 9:16:15, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6803, top5_acc: 0.8646, loss_cls: 1.3182, loss: 1.3182, grad_norm: 3.5904 2021-03-09 23:38:28,912 - mmaction - INFO - Epoch [111][520/940] lr: 4.000e-03, eta: 9:15:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8484, loss_cls: 1.3897, loss: 1.3897, grad_norm: 3.7168 2021-03-09 23:38:46,407 - mmaction - INFO - Epoch [111][540/940] lr: 4.000e-03, eta: 9:15:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8547, loss_cls: 1.3474, loss: 1.3474, grad_norm: 3.5937 2021-03-09 23:39:03,910 - mmaction - INFO - Epoch [111][560/940] lr: 4.000e-03, eta: 9:15:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6691, top5_acc: 0.8531, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.6304 2021-03-09 23:39:21,410 - mmaction - INFO - Epoch [111][580/940] lr: 4.000e-03, eta: 9:15:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8662, loss_cls: 1.2711, loss: 1.2711, grad_norm: 3.5879 2021-03-09 23:39:38,908 - mmaction - INFO - Epoch [111][600/940] lr: 4.000e-03, eta: 9:14:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8469, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.5843 2021-03-09 23:39:56,415 - mmaction - INFO - Epoch [111][620/940] lr: 4.000e-03, eta: 9:14:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6674, top5_acc: 0.8520, loss_cls: 1.3781, loss: 1.3781, grad_norm: 3.6895 2021-03-09 23:40:13,918 - mmaction - INFO - Epoch [111][640/940] lr: 4.000e-03, eta: 9:14:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6699, top5_acc: 0.8496, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.6253 2021-03-09 23:40:31,429 - mmaction - INFO - Epoch [111][660/940] lr: 4.000e-03, eta: 9:13:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6684, top5_acc: 0.8533, loss_cls: 1.3753, loss: 1.3753, grad_norm: 3.7416 2021-03-09 23:40:48,931 - mmaction - INFO - Epoch [111][680/940] lr: 4.000e-03, eta: 9:13:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6584, top5_acc: 0.8502, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.7898 2021-03-09 23:41:06,414 - mmaction - INFO - Epoch [111][700/940] lr: 4.000e-03, eta: 9:13:13, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6691, top5_acc: 0.8547, loss_cls: 1.3704, loss: 1.3704, grad_norm: 3.5975 2021-03-09 23:41:23,909 - mmaction - INFO - Epoch [111][720/940] lr: 4.000e-03, eta: 9:12:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8564, loss_cls: 1.3432, loss: 1.3432, grad_norm: 3.5708 2021-03-09 23:41:41,419 - mmaction - INFO - Epoch [111][740/940] lr: 4.000e-03, eta: 9:12:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8514, loss_cls: 1.3700, loss: 1.3700, grad_norm: 3.6782 2021-03-09 23:41:58,909 - mmaction - INFO - Epoch [111][760/940] lr: 4.000e-03, eta: 9:12:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8586, loss_cls: 1.3424, loss: 1.3424, grad_norm: 3.6345 2021-03-09 23:42:16,402 - mmaction - INFO - Epoch [111][780/940] lr: 4.000e-03, eta: 9:12:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8535, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.6846 2021-03-09 23:42:33,903 - mmaction - INFO - Epoch [111][800/940] lr: 4.000e-03, eta: 9:11:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8531, loss_cls: 1.3654, loss: 1.3654, grad_norm: 3.5983 2021-03-09 23:42:51,395 - mmaction - INFO - Epoch [111][820/940] lr: 4.000e-03, eta: 9:11:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6705, top5_acc: 0.8471, loss_cls: 1.4047, loss: 1.4047, grad_norm: 3.5853 2021-03-09 23:43:08,892 - mmaction - INFO - Epoch [111][840/940] lr: 4.000e-03, eta: 9:11:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8486, loss_cls: 1.4036, loss: 1.4036, grad_norm: 3.6578 2021-03-09 23:43:26,379 - mmaction - INFO - Epoch [111][860/940] lr: 4.000e-03, eta: 9:10:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6691, top5_acc: 0.8459, loss_cls: 1.4232, loss: 1.4232, grad_norm: 3.6806 2021-03-09 23:43:43,868 - mmaction - INFO - Epoch [111][880/940] lr: 4.000e-03, eta: 9:10:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8646, loss_cls: 1.3299, loss: 1.3299, grad_norm: 3.6231 2021-03-09 23:44:01,360 - mmaction - INFO - Epoch [111][900/940] lr: 4.000e-03, eta: 9:10:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8518, loss_cls: 1.3855, loss: 1.3855, grad_norm: 3.6869 2021-03-09 23:44:18,847 - mmaction - INFO - Epoch [111][920/940] lr: 4.000e-03, eta: 9:09:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8541, loss_cls: 1.3500, loss: 1.3500, grad_norm: 3.6144 2021-03-09 23:44:35,805 - mmaction - INFO - Epoch [111][940/940] lr: 4.000e-03, eta: 9:09:35, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8517, loss_cls: 1.3743, loss: 1.3743, grad_norm: 3.6891 2021-03-09 23:44:36,640 - mmaction - INFO - Saving checkpoint at 111 epochs 2021-03-09 23:45:16,632 - mmaction - INFO - Epoch [112][20/940] lr: 4.000e-03, eta: 9:09:25, time: 1.976, data_time: 0.882, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8572, loss_cls: 1.3191, loss: 1.3191, grad_norm: 3.6301 2021-03-09 23:45:34,135 - mmaction - INFO - Epoch [112][40/940] lr: 4.000e-03, eta: 9:09:06, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8514, loss_cls: 1.3500, loss: 1.3500, grad_norm: 3.5919 2021-03-09 23:45:51,630 - mmaction - INFO - Epoch [112][60/940] lr: 4.000e-03, eta: 9:08:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8498, loss_cls: 1.4023, loss: 1.4023, grad_norm: 3.7312 2021-03-09 23:46:09,115 - mmaction - INFO - Epoch [112][80/940] lr: 4.000e-03, eta: 9:08:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8527, loss_cls: 1.3810, loss: 1.3810, grad_norm: 3.6312 2021-03-09 23:46:26,600 - mmaction - INFO - Epoch [112][100/940] lr: 4.000e-03, eta: 9:08:12, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8561, loss_cls: 1.3563, loss: 1.3563, grad_norm: 3.6026 2021-03-09 23:46:44,077 - mmaction - INFO - Epoch [112][120/940] lr: 4.000e-03, eta: 9:07:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8525, loss_cls: 1.3406, loss: 1.3406, grad_norm: 3.6844 2021-03-09 23:47:01,573 - mmaction - INFO - Epoch [112][140/940] lr: 4.000e-03, eta: 9:07:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8529, loss_cls: 1.3790, loss: 1.3790, grad_norm: 3.6578 2021-03-09 23:47:19,058 - mmaction - INFO - Epoch [112][160/940] lr: 4.000e-03, eta: 9:07:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8592, loss_cls: 1.3340, loss: 1.3340, grad_norm: 3.7156 2021-03-09 23:47:36,542 - mmaction - INFO - Epoch [112][180/940] lr: 4.000e-03, eta: 9:06:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8525, loss_cls: 1.3777, loss: 1.3777, grad_norm: 3.6980 2021-03-09 23:47:54,032 - mmaction - INFO - Epoch [112][200/940] lr: 4.000e-03, eta: 9:06:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8535, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.6462 2021-03-09 23:48:11,523 - mmaction - INFO - Epoch [112][220/940] lr: 4.000e-03, eta: 9:06:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8412, loss_cls: 1.3861, loss: 1.3861, grad_norm: 3.6601 2021-03-09 23:48:29,020 - mmaction - INFO - Epoch [112][240/940] lr: 4.000e-03, eta: 9:06:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8504, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.5966 2021-03-09 23:48:46,515 - mmaction - INFO - Epoch [112][260/940] lr: 4.000e-03, eta: 9:05:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8473, loss_cls: 1.3976, loss: 1.3976, grad_norm: 3.6918 2021-03-09 23:49:04,013 - mmaction - INFO - Epoch [112][280/940] lr: 4.000e-03, eta: 9:05:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8553, loss_cls: 1.3437, loss: 1.3437, grad_norm: 3.6390 2021-03-09 23:49:21,507 - mmaction - INFO - Epoch [112][300/940] lr: 4.000e-03, eta: 9:05:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8479, loss_cls: 1.4068, loss: 1.4068, grad_norm: 3.6681 2021-03-09 23:49:39,011 - mmaction - INFO - Epoch [112][320/940] lr: 4.000e-03, eta: 9:04:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8467, loss_cls: 1.4057, loss: 1.4057, grad_norm: 3.6287 2021-03-09 23:49:56,508 - mmaction - INFO - Epoch [112][340/940] lr: 4.000e-03, eta: 9:04:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8488, loss_cls: 1.3862, loss: 1.3862, grad_norm: 3.7193 2021-03-09 23:50:13,993 - mmaction - INFO - Epoch [112][360/940] lr: 4.000e-03, eta: 9:04:16, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6709, top5_acc: 0.8488, loss_cls: 1.3705, loss: 1.3705, grad_norm: 3.6099 2021-03-09 23:50:31,474 - mmaction - INFO - Epoch [112][380/940] lr: 4.000e-03, eta: 9:03:58, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8602, loss_cls: 1.3480, loss: 1.3480, grad_norm: 3.6831 2021-03-09 23:50:48,967 - mmaction - INFO - Epoch [112][400/940] lr: 4.000e-03, eta: 9:03:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8570, loss_cls: 1.3577, loss: 1.3577, grad_norm: 3.6819 2021-03-09 23:51:06,473 - mmaction - INFO - Epoch [112][420/940] lr: 4.000e-03, eta: 9:03:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8572, loss_cls: 1.3467, loss: 1.3467, grad_norm: 3.6456 2021-03-09 23:51:23,966 - mmaction - INFO - Epoch [112][440/940] lr: 4.000e-03, eta: 9:03:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8564, loss_cls: 1.3446, loss: 1.3446, grad_norm: 3.6338 2021-03-09 23:51:41,460 - mmaction - INFO - Epoch [112][460/940] lr: 4.000e-03, eta: 9:02:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8551, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.6705 2021-03-09 23:51:58,959 - mmaction - INFO - Epoch [112][480/940] lr: 4.000e-03, eta: 9:02:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8512, loss_cls: 1.3552, loss: 1.3552, grad_norm: 3.6231 2021-03-09 23:52:16,462 - mmaction - INFO - Epoch [112][500/940] lr: 4.000e-03, eta: 9:02:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8547, loss_cls: 1.3309, loss: 1.3309, grad_norm: 3.6196 2021-03-09 23:52:33,952 - mmaction - INFO - Epoch [112][520/940] lr: 4.000e-03, eta: 9:01:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6676, top5_acc: 0.8488, loss_cls: 1.3890, loss: 1.3890, grad_norm: 3.7261 2021-03-09 23:52:51,444 - mmaction - INFO - Epoch [112][540/940] lr: 4.000e-03, eta: 9:01:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8529, loss_cls: 1.3530, loss: 1.3530, grad_norm: 3.6539 2021-03-09 23:53:08,953 - mmaction - INFO - Epoch [112][560/940] lr: 4.000e-03, eta: 9:01:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6898, top5_acc: 0.8566, loss_cls: 1.3090, loss: 1.3090, grad_norm: 3.6004 2021-03-09 23:53:26,450 - mmaction - INFO - Epoch [112][580/940] lr: 4.000e-03, eta: 9:00:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8521, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.6798 2021-03-09 23:53:43,937 - mmaction - INFO - Epoch [112][600/940] lr: 4.000e-03, eta: 9:00:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8580, loss_cls: 1.3240, loss: 1.3240, grad_norm: 3.6172 2021-03-09 23:54:01,417 - mmaction - INFO - Epoch [112][620/940] lr: 4.000e-03, eta: 9:00:20, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8441, loss_cls: 1.3922, loss: 1.3922, grad_norm: 3.6358 2021-03-09 23:54:18,910 - mmaction - INFO - Epoch [112][640/940] lr: 4.000e-03, eta: 9:00:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8537, loss_cls: 1.3843, loss: 1.3843, grad_norm: 3.6593 2021-03-09 23:54:36,391 - mmaction - INFO - Epoch [112][660/940] lr: 4.000e-03, eta: 8:59:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8521, loss_cls: 1.3538, loss: 1.3538, grad_norm: 3.6839 2021-03-09 23:54:53,875 - mmaction - INFO - Epoch [112][680/940] lr: 4.000e-03, eta: 8:59:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8521, loss_cls: 1.3904, loss: 1.3904, grad_norm: 3.7512 2021-03-09 23:55:11,367 - mmaction - INFO - Epoch [112][700/940] lr: 4.000e-03, eta: 8:59:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8533, loss_cls: 1.3713, loss: 1.3713, grad_norm: 3.6828 2021-03-09 23:55:28,866 - mmaction - INFO - Epoch [112][720/940] lr: 4.000e-03, eta: 8:58:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8484, loss_cls: 1.3463, loss: 1.3463, grad_norm: 3.6487 2021-03-09 23:55:46,372 - mmaction - INFO - Epoch [112][740/940] lr: 4.000e-03, eta: 8:58:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8434, loss_cls: 1.4064, loss: 1.4064, grad_norm: 3.6440 2021-03-09 23:56:03,868 - mmaction - INFO - Epoch [112][760/940] lr: 4.000e-03, eta: 8:58:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8574, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.6833 2021-03-09 23:56:21,351 - mmaction - INFO - Epoch [112][780/940] lr: 4.000e-03, eta: 8:57:54, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8625, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.6759 2021-03-09 23:56:38,836 - mmaction - INFO - Epoch [112][800/940] lr: 4.000e-03, eta: 8:57:36, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8525, loss_cls: 1.3722, loss: 1.3722, grad_norm: 3.7178 2021-03-09 23:56:56,342 - mmaction - INFO - Epoch [112][820/940] lr: 4.000e-03, eta: 8:57:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8600, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.6128 2021-03-09 23:57:13,838 - mmaction - INFO - Epoch [112][840/940] lr: 4.000e-03, eta: 8:57:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8537, loss_cls: 1.3660, loss: 1.3660, grad_norm: 3.6961 2021-03-09 23:57:31,342 - mmaction - INFO - Epoch [112][860/940] lr: 4.000e-03, eta: 8:56:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6689, top5_acc: 0.8496, loss_cls: 1.3930, loss: 1.3930, grad_norm: 3.7097 2021-03-09 23:57:48,834 - mmaction - INFO - Epoch [112][880/940] lr: 4.000e-03, eta: 8:56:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6658, top5_acc: 0.8438, loss_cls: 1.4016, loss: 1.4016, grad_norm: 3.6923 2021-03-09 23:58:06,314 - mmaction - INFO - Epoch [112][900/940] lr: 4.000e-03, eta: 8:56:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8490, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.6185 2021-03-09 23:58:23,800 - mmaction - INFO - Epoch [112][920/940] lr: 4.000e-03, eta: 8:55:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8549, loss_cls: 1.3744, loss: 1.3744, grad_norm: 3.6566 2021-03-09 23:58:40,738 - mmaction - INFO - Epoch [112][940/940] lr: 4.000e-03, eta: 8:55:29, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6796, top5_acc: 0.8590, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.7302 2021-03-09 23:58:41,485 - mmaction - INFO - Saving checkpoint at 112 epochs 2021-03-09 23:59:18,601 - mmaction - INFO - Epoch [113][20/940] lr: 4.000e-03, eta: 8:55:17, time: 1.823, data_time: 0.887, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8574, loss_cls: 1.3434, loss: 1.3434, grad_norm: 3.6948 2021-03-09 23:59:36,138 - mmaction - INFO - Epoch [113][40/940] lr: 4.000e-03, eta: 8:54:59, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8631, loss_cls: 1.3023, loss: 1.3023, grad_norm: 3.6894 2021-03-09 23:59:53,654 - mmaction - INFO - Epoch [113][60/940] lr: 4.000e-03, eta: 8:54:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8498, loss_cls: 1.3594, loss: 1.3594, grad_norm: 3.6941 2021-03-10 00:00:15,296 - mmaction - INFO - Epoch [113][80/940] lr: 4.000e-03, eta: 8:54:24, time: 1.072, data_time: 0.004, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8562, loss_cls: 1.3282, loss: 1.3282, grad_norm: 3.6821 2021-03-10 00:00:32,976 - mmaction - INFO - Epoch [113][100/940] lr: 4.000e-03, eta: 8:54:06, time: 0.894, data_time: 0.021, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8600, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.7347 2021-03-10 00:00:50,473 - mmaction - INFO - Epoch [113][120/940] lr: 4.000e-03, eta: 8:53:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6633, top5_acc: 0.8482, loss_cls: 1.4283, loss: 1.4283, grad_norm: 3.8172 2021-03-10 00:01:08,001 - mmaction - INFO - Epoch [113][140/940] lr: 4.000e-03, eta: 8:53:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8506, loss_cls: 1.3687, loss: 1.3687, grad_norm: 3.7517 2021-03-10 00:01:25,490 - mmaction - INFO - Epoch [113][160/940] lr: 4.000e-03, eta: 8:53:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8553, loss_cls: 1.3565, loss: 1.3565, grad_norm: 3.6427 2021-03-10 00:01:42,986 - mmaction - INFO - Epoch [113][180/940] lr: 4.000e-03, eta: 8:52:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8549, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.6698 2021-03-10 00:02:00,485 - mmaction - INFO - Epoch [113][200/940] lr: 4.000e-03, eta: 8:52:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8594, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.6757 2021-03-10 00:02:17,992 - mmaction - INFO - Epoch [113][220/940] lr: 4.000e-03, eta: 8:52:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8531, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.6448 2021-03-10 00:02:35,506 - mmaction - INFO - Epoch [113][240/940] lr: 4.000e-03, eta: 8:51:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8477, loss_cls: 1.3769, loss: 1.3769, grad_norm: 3.7231 2021-03-10 00:02:53,014 - mmaction - INFO - Epoch [113][260/940] lr: 4.000e-03, eta: 8:51:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8551, loss_cls: 1.3658, loss: 1.3658, grad_norm: 3.7787 2021-03-10 00:03:10,514 - mmaction - INFO - Epoch [113][280/940] lr: 4.000e-03, eta: 8:51:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6605, top5_acc: 0.8467, loss_cls: 1.4089, loss: 1.4089, grad_norm: 3.8370 2021-03-10 00:03:28,033 - mmaction - INFO - Epoch [113][300/940] lr: 4.000e-03, eta: 8:51:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8449, loss_cls: 1.3811, loss: 1.3811, grad_norm: 3.7075 2021-03-10 00:03:45,535 - mmaction - INFO - Epoch [113][320/940] lr: 4.000e-03, eta: 8:50:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8572, loss_cls: 1.3313, loss: 1.3313, grad_norm: 3.6683 2021-03-10 00:04:03,040 - mmaction - INFO - Epoch [113][340/940] lr: 4.000e-03, eta: 8:50:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6660, top5_acc: 0.8572, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.7121 2021-03-10 00:04:20,553 - mmaction - INFO - Epoch [113][360/940] lr: 4.000e-03, eta: 8:50:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8527, loss_cls: 1.3653, loss: 1.3653, grad_norm: 3.7575 2021-03-10 00:04:38,069 - mmaction - INFO - Epoch [113][380/940] lr: 4.000e-03, eta: 8:49:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8479, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.8162 2021-03-10 00:04:55,586 - mmaction - INFO - Epoch [113][400/940] lr: 4.000e-03, eta: 8:49:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8551, loss_cls: 1.3518, loss: 1.3518, grad_norm: 3.6365 2021-03-10 00:05:13,086 - mmaction - INFO - Epoch [113][420/940] lr: 4.000e-03, eta: 8:49:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8506, loss_cls: 1.3815, loss: 1.3815, grad_norm: 3.8248 2021-03-10 00:05:30,582 - mmaction - INFO - Epoch [113][440/940] lr: 4.000e-03, eta: 8:48:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8592, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.7104 2021-03-10 00:05:48,099 - mmaction - INFO - Epoch [113][460/940] lr: 4.000e-03, eta: 8:48:39, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6803, top5_acc: 0.8539, loss_cls: 1.3350, loss: 1.3350, grad_norm: 3.6983 2021-03-10 00:06:05,614 - mmaction - INFO - Epoch [113][480/940] lr: 4.000e-03, eta: 8:48:21, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8561, loss_cls: 1.3717, loss: 1.3717, grad_norm: 3.6998 2021-03-10 00:06:23,126 - mmaction - INFO - Epoch [113][500/940] lr: 4.000e-03, eta: 8:48:03, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8568, loss_cls: 1.3205, loss: 1.3205, grad_norm: 3.7069 2021-03-10 00:06:40,630 - mmaction - INFO - Epoch [113][520/940] lr: 4.000e-03, eta: 8:47:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8500, loss_cls: 1.3828, loss: 1.3828, grad_norm: 3.7166 2021-03-10 00:06:58,139 - mmaction - INFO - Epoch [113][540/940] lr: 4.000e-03, eta: 8:47:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8605, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.6672 2021-03-10 00:07:15,643 - mmaction - INFO - Epoch [113][560/940] lr: 4.000e-03, eta: 8:47:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8590, loss_cls: 1.3346, loss: 1.3346, grad_norm: 3.7299 2021-03-10 00:07:33,138 - mmaction - INFO - Epoch [113][580/940] lr: 4.000e-03, eta: 8:46:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6689, top5_acc: 0.8551, loss_cls: 1.3653, loss: 1.3653, grad_norm: 3.7168 2021-03-10 00:07:50,636 - mmaction - INFO - Epoch [113][600/940] lr: 4.000e-03, eta: 8:46:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6789, top5_acc: 0.8607, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.6717 2021-03-10 00:08:08,129 - mmaction - INFO - Epoch [113][620/940] lr: 4.000e-03, eta: 8:46:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8500, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.6627 2021-03-10 00:08:25,634 - mmaction - INFO - Epoch [113][640/940] lr: 4.000e-03, eta: 8:45:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8543, loss_cls: 1.3723, loss: 1.3723, grad_norm: 3.7913 2021-03-10 00:08:43,121 - mmaction - INFO - Epoch [113][660/940] lr: 4.000e-03, eta: 8:45:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6703, top5_acc: 0.8547, loss_cls: 1.3792, loss: 1.3792, grad_norm: 3.7599 2021-03-10 00:09:00,609 - mmaction - INFO - Epoch [113][680/940] lr: 4.000e-03, eta: 8:45:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8637, loss_cls: 1.3212, loss: 1.3212, grad_norm: 3.6920 2021-03-10 00:09:18,103 - mmaction - INFO - Epoch [113][700/940] lr: 4.000e-03, eta: 8:45:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8537, loss_cls: 1.3441, loss: 1.3441, grad_norm: 3.7191 2021-03-10 00:09:35,608 - mmaction - INFO - Epoch [113][720/940] lr: 4.000e-03, eta: 8:44:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8527, loss_cls: 1.3588, loss: 1.3588, grad_norm: 3.7232 2021-03-10 00:09:53,114 - mmaction - INFO - Epoch [113][740/940] lr: 4.000e-03, eta: 8:44:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6625, top5_acc: 0.8449, loss_cls: 1.4188, loss: 1.4188, grad_norm: 3.7594 2021-03-10 00:10:10,625 - mmaction - INFO - Epoch [113][760/940] lr: 4.000e-03, eta: 8:44:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8549, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.7430 2021-03-10 00:10:28,131 - mmaction - INFO - Epoch [113][780/940] lr: 4.000e-03, eta: 8:43:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6721, top5_acc: 0.8523, loss_cls: 1.3640, loss: 1.3640, grad_norm: 3.7381 2021-03-10 00:10:45,639 - mmaction - INFO - Epoch [113][800/940] lr: 4.000e-03, eta: 8:43:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6648, top5_acc: 0.8508, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.7459 2021-03-10 00:11:03,150 - mmaction - INFO - Epoch [113][820/940] lr: 4.000e-03, eta: 8:43:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8570, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.6508 2021-03-10 00:11:20,653 - mmaction - INFO - Epoch [113][840/940] lr: 4.000e-03, eta: 8:42:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8541, loss_cls: 1.3615, loss: 1.3615, grad_norm: 3.7569 2021-03-10 00:11:38,158 - mmaction - INFO - Epoch [113][860/940] lr: 4.000e-03, eta: 8:42:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8543, loss_cls: 1.3616, loss: 1.3616, grad_norm: 3.7260 2021-03-10 00:11:55,659 - mmaction - INFO - Epoch [113][880/940] lr: 4.000e-03, eta: 8:42:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8613, loss_cls: 1.3440, loss: 1.3440, grad_norm: 3.7182 2021-03-10 00:12:13,177 - mmaction - INFO - Epoch [113][900/940] lr: 4.000e-03, eta: 8:42:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8496, loss_cls: 1.3589, loss: 1.3589, grad_norm: 3.7250 2021-03-10 00:12:30,695 - mmaction - INFO - Epoch [113][920/940] lr: 4.000e-03, eta: 8:41:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6803, top5_acc: 0.8492, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.7391 2021-03-10 00:12:47,667 - mmaction - INFO - Epoch [113][940/940] lr: 4.000e-03, eta: 8:41:23, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8484, loss_cls: 1.3709, loss: 1.3709, grad_norm: 3.7108 2021-03-10 00:12:59,607 - mmaction - INFO - Saving checkpoint at 113 epochs 2021-03-10 00:14:23,236 - mmaction - INFO - Epoch [114][20/940] lr: 4.000e-03, eta: 8:41:27, time: 4.145, data_time: 3.245, memory: 8896, top1_acc: 0.6691, top5_acc: 0.8490, loss_cls: 1.3938, loss: 1.3938, grad_norm: 3.6639 2021-03-10 00:14:40,812 - mmaction - INFO - Epoch [114][40/940] lr: 4.000e-03, eta: 8:41:08, time: 0.879, data_time: 0.006, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8562, loss_cls: 1.3274, loss: 1.3274, grad_norm: 3.6343 2021-03-10 00:14:58,318 - mmaction - INFO - Epoch [114][60/940] lr: 4.000e-03, eta: 8:40:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8654, loss_cls: 1.3019, loss: 1.3019, grad_norm: 3.7149 2021-03-10 00:15:15,814 - mmaction - INFO - Epoch [114][80/940] lr: 4.000e-03, eta: 8:40:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8459, loss_cls: 1.3759, loss: 1.3759, grad_norm: 3.7663 2021-03-10 00:15:33,310 - mmaction - INFO - Epoch [114][100/940] lr: 4.000e-03, eta: 8:40:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8502, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.7384 2021-03-10 00:15:50,817 - mmaction - INFO - Epoch [114][120/940] lr: 4.000e-03, eta: 8:39:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8537, loss_cls: 1.3703, loss: 1.3703, grad_norm: 3.7368 2021-03-10 00:16:08,327 - mmaction - INFO - Epoch [114][140/940] lr: 4.000e-03, eta: 8:39:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8613, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.6405 2021-03-10 00:16:25,828 - mmaction - INFO - Epoch [114][160/940] lr: 4.000e-03, eta: 8:39:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8541, loss_cls: 1.3294, loss: 1.3294, grad_norm: 3.7098 2021-03-10 00:16:43,322 - mmaction - INFO - Epoch [114][180/940] lr: 4.000e-03, eta: 8:39:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6799, top5_acc: 0.8594, loss_cls: 1.3438, loss: 1.3438, grad_norm: 3.7849 2021-03-10 00:17:00,818 - mmaction - INFO - Epoch [114][200/940] lr: 4.000e-03, eta: 8:38:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8590, loss_cls: 1.3236, loss: 1.3236, grad_norm: 3.7368 2021-03-10 00:17:18,316 - mmaction - INFO - Epoch [114][220/940] lr: 4.000e-03, eta: 8:38:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8561, loss_cls: 1.3732, loss: 1.3732, grad_norm: 3.7689 2021-03-10 00:17:35,830 - mmaction - INFO - Epoch [114][240/940] lr: 4.000e-03, eta: 8:38:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8533, loss_cls: 1.3598, loss: 1.3598, grad_norm: 3.7865 2021-03-10 00:17:53,348 - mmaction - INFO - Epoch [114][260/940] lr: 4.000e-03, eta: 8:37:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8629, loss_cls: 1.3038, loss: 1.3038, grad_norm: 3.7045 2021-03-10 00:18:10,842 - mmaction - INFO - Epoch [114][280/940] lr: 4.000e-03, eta: 8:37:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8527, loss_cls: 1.3815, loss: 1.3815, grad_norm: 3.7647 2021-03-10 00:18:28,336 - mmaction - INFO - Epoch [114][300/940] lr: 4.000e-03, eta: 8:37:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8594, loss_cls: 1.3291, loss: 1.3291, grad_norm: 3.7238 2021-03-10 00:18:45,839 - mmaction - INFO - Epoch [114][320/940] lr: 4.000e-03, eta: 8:36:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8527, loss_cls: 1.3304, loss: 1.3304, grad_norm: 3.7688 2021-03-10 00:19:03,322 - mmaction - INFO - Epoch [114][340/940] lr: 4.000e-03, eta: 8:36:36, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8555, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.6823 2021-03-10 00:19:20,819 - mmaction - INFO - Epoch [114][360/940] lr: 4.000e-03, eta: 8:36:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8535, loss_cls: 1.3521, loss: 1.3521, grad_norm: 3.7178 2021-03-10 00:19:38,314 - mmaction - INFO - Epoch [114][380/940] lr: 4.000e-03, eta: 8:36:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8463, loss_cls: 1.3746, loss: 1.3746, grad_norm: 3.7165 2021-03-10 00:19:55,818 - mmaction - INFO - Epoch [114][400/940] lr: 4.000e-03, eta: 8:35:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8539, loss_cls: 1.3524, loss: 1.3524, grad_norm: 3.7177 2021-03-10 00:20:13,312 - mmaction - INFO - Epoch [114][420/940] lr: 4.000e-03, eta: 8:35:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8535, loss_cls: 1.3426, loss: 1.3426, grad_norm: 3.7723 2021-03-10 00:20:30,832 - mmaction - INFO - Epoch [114][440/940] lr: 4.000e-03, eta: 8:35:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8576, loss_cls: 1.3479, loss: 1.3479, grad_norm: 3.7508 2021-03-10 00:20:48,336 - mmaction - INFO - Epoch [114][460/940] lr: 4.000e-03, eta: 8:34:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6742, top5_acc: 0.8537, loss_cls: 1.3630, loss: 1.3630, grad_norm: 3.7464 2021-03-10 00:21:05,853 - mmaction - INFO - Epoch [114][480/940] lr: 4.000e-03, eta: 8:34:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8582, loss_cls: 1.3627, loss: 1.3627, grad_norm: 3.7798 2021-03-10 00:21:23,352 - mmaction - INFO - Epoch [114][500/940] lr: 4.000e-03, eta: 8:34:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8541, loss_cls: 1.3619, loss: 1.3619, grad_norm: 3.7592 2021-03-10 00:21:40,850 - mmaction - INFO - Epoch [114][520/940] lr: 4.000e-03, eta: 8:33:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3691, loss: 1.3691, grad_norm: 3.7847 2021-03-10 00:21:58,361 - mmaction - INFO - Epoch [114][540/940] lr: 4.000e-03, eta: 8:33:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8572, loss_cls: 1.3423, loss: 1.3423, grad_norm: 3.6911 2021-03-10 00:22:15,849 - mmaction - INFO - Epoch [114][560/940] lr: 4.000e-03, eta: 8:33:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8594, loss_cls: 1.3628, loss: 1.3628, grad_norm: 3.7713 2021-03-10 00:22:33,337 - mmaction - INFO - Epoch [114][580/940] lr: 4.000e-03, eta: 8:32:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8570, loss_cls: 1.3422, loss: 1.3422, grad_norm: 3.7785 2021-03-10 00:22:50,828 - mmaction - INFO - Epoch [114][600/940] lr: 4.000e-03, eta: 8:32:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8615, loss_cls: 1.3314, loss: 1.3314, grad_norm: 3.7717 2021-03-10 00:23:08,319 - mmaction - INFO - Epoch [114][620/940] lr: 4.000e-03, eta: 8:32:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8541, loss_cls: 1.3743, loss: 1.3743, grad_norm: 3.7757 2021-03-10 00:23:25,814 - mmaction - INFO - Epoch [114][640/940] lr: 4.000e-03, eta: 8:32:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8602, loss_cls: 1.3216, loss: 1.3216, grad_norm: 3.7307 2021-03-10 00:23:43,305 - mmaction - INFO - Epoch [114][660/940] lr: 4.000e-03, eta: 8:31:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8455, loss_cls: 1.3720, loss: 1.3720, grad_norm: 3.6606 2021-03-10 00:24:00,799 - mmaction - INFO - Epoch [114][680/940] lr: 4.000e-03, eta: 8:31:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8467, loss_cls: 1.3700, loss: 1.3700, grad_norm: 3.6842 2021-03-10 00:24:18,295 - mmaction - INFO - Epoch [114][700/940] lr: 4.000e-03, eta: 8:31:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8475, loss_cls: 1.3962, loss: 1.3962, grad_norm: 3.7673 2021-03-10 00:24:35,796 - mmaction - INFO - Epoch [114][720/940] lr: 4.000e-03, eta: 8:30:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8570, loss_cls: 1.3499, loss: 1.3499, grad_norm: 3.6991 2021-03-10 00:24:53,296 - mmaction - INFO - Epoch [114][740/940] lr: 4.000e-03, eta: 8:30:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8641, loss_cls: 1.3271, loss: 1.3271, grad_norm: 3.8345 2021-03-10 00:25:10,799 - mmaction - INFO - Epoch [114][760/940] lr: 4.000e-03, eta: 8:30:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8557, loss_cls: 1.3240, loss: 1.3240, grad_norm: 3.7195 2021-03-10 00:25:28,301 - mmaction - INFO - Epoch [114][780/940] lr: 4.000e-03, eta: 8:29:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6695, top5_acc: 0.8490, loss_cls: 1.3771, loss: 1.3771, grad_norm: 3.7410 2021-03-10 00:25:45,784 - mmaction - INFO - Epoch [114][800/940] lr: 4.000e-03, eta: 8:29:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8508, loss_cls: 1.3806, loss: 1.3806, grad_norm: 3.8012 2021-03-10 00:26:03,289 - mmaction - INFO - Epoch [114][820/940] lr: 4.000e-03, eta: 8:29:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8543, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.7159 2021-03-10 00:26:20,793 - mmaction - INFO - Epoch [114][840/940] lr: 4.000e-03, eta: 8:29:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8623, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.7259 2021-03-10 00:26:38,281 - mmaction - INFO - Epoch [114][860/940] lr: 4.000e-03, eta: 8:28:44, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8504, loss_cls: 1.3699, loss: 1.3699, grad_norm: 3.6903 2021-03-10 00:26:55,771 - mmaction - INFO - Epoch [114][880/940] lr: 4.000e-03, eta: 8:28:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6797, top5_acc: 0.8555, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.7091 2021-03-10 00:27:13,258 - mmaction - INFO - Epoch [114][900/940] lr: 4.000e-03, eta: 8:28:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8561, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.7283 2021-03-10 00:27:30,733 - mmaction - INFO - Epoch [114][920/940] lr: 4.000e-03, eta: 8:27:49, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8576, loss_cls: 1.3314, loss: 1.3314, grad_norm: 3.7131 2021-03-10 00:27:47,673 - mmaction - INFO - Epoch [114][940/940] lr: 4.000e-03, eta: 8:27:31, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6755, top5_acc: 0.8545, loss_cls: 1.3740, loss: 1.3740, grad_norm: 3.7893 2021-03-10 00:27:48,822 - mmaction - INFO - Saving checkpoint at 114 epochs 2021-03-10 00:28:28,991 - mmaction - INFO - Epoch [115][20/940] lr: 4.000e-03, eta: 8:27:19, time: 1.906, data_time: 1.030, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8598, loss_cls: 1.3391, loss: 1.3391, grad_norm: 3.7908 2021-03-10 00:28:46,515 - mmaction - INFO - Epoch [115][40/940] lr: 4.000e-03, eta: 8:27:01, time: 0.876, data_time: 0.004, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8531, loss_cls: 1.3449, loss: 1.3449, grad_norm: 3.8101 2021-03-10 00:29:04,011 - mmaction - INFO - Epoch [115][60/940] lr: 4.000e-03, eta: 8:26:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6777, top5_acc: 0.8627, loss_cls: 1.3221, loss: 1.3221, grad_norm: 3.7147 2021-03-10 00:29:21,510 - mmaction - INFO - Epoch [115][80/940] lr: 4.000e-03, eta: 8:26:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8594, loss_cls: 1.3468, loss: 1.3468, grad_norm: 3.7656 2021-03-10 00:29:39,004 - mmaction - INFO - Epoch [115][100/940] lr: 4.000e-03, eta: 8:26:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8613, loss_cls: 1.2954, loss: 1.2954, grad_norm: 3.7009 2021-03-10 00:29:56,485 - mmaction - INFO - Epoch [115][120/940] lr: 4.000e-03, eta: 8:25:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6838, top5_acc: 0.8643, loss_cls: 1.3203, loss: 1.3203, grad_norm: 3.8017 2021-03-10 00:30:13,996 - mmaction - INFO - Epoch [115][140/940] lr: 4.000e-03, eta: 8:25:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8547, loss_cls: 1.3485, loss: 1.3485, grad_norm: 3.7828 2021-03-10 00:30:31,484 - mmaction - INFO - Epoch [115][160/940] lr: 4.000e-03, eta: 8:25:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8607, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.7269 2021-03-10 00:30:48,969 - mmaction - INFO - Epoch [115][180/940] lr: 4.000e-03, eta: 8:24:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8555, loss_cls: 1.3233, loss: 1.3233, grad_norm: 3.6788 2021-03-10 00:31:06,467 - mmaction - INFO - Epoch [115][200/940] lr: 4.000e-03, eta: 8:24:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8506, loss_cls: 1.3637, loss: 1.3637, grad_norm: 3.7948 2021-03-10 00:31:23,967 - mmaction - INFO - Epoch [115][220/940] lr: 4.000e-03, eta: 8:24:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8559, loss_cls: 1.3384, loss: 1.3384, grad_norm: 3.6907 2021-03-10 00:31:41,464 - mmaction - INFO - Epoch [115][240/940] lr: 4.000e-03, eta: 8:24:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8561, loss_cls: 1.3518, loss: 1.3518, grad_norm: 3.7633 2021-03-10 00:31:58,950 - mmaction - INFO - Epoch [115][260/940] lr: 4.000e-03, eta: 8:23:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8516, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.6995 2021-03-10 00:32:16,445 - mmaction - INFO - Epoch [115][280/940] lr: 4.000e-03, eta: 8:23:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8582, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.6773 2021-03-10 00:32:33,945 - mmaction - INFO - Epoch [115][300/940] lr: 4.000e-03, eta: 8:23:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8557, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.8020 2021-03-10 00:32:51,445 - mmaction - INFO - Epoch [115][320/940] lr: 4.000e-03, eta: 8:22:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6750, top5_acc: 0.8598, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.8401 2021-03-10 00:33:08,979 - mmaction - INFO - Epoch [115][340/940] lr: 4.000e-03, eta: 8:22:29, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8479, loss_cls: 1.3748, loss: 1.3748, grad_norm: 3.7186 2021-03-10 00:33:26,485 - mmaction - INFO - Epoch [115][360/940] lr: 4.000e-03, eta: 8:22:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6730, top5_acc: 0.8580, loss_cls: 1.3751, loss: 1.3751, grad_norm: 3.8147 2021-03-10 00:33:43,970 - mmaction - INFO - Epoch [115][380/940] lr: 4.000e-03, eta: 8:21:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6619, top5_acc: 0.8449, loss_cls: 1.4124, loss: 1.4124, grad_norm: 3.8633 2021-03-10 00:34:01,454 - mmaction - INFO - Epoch [115][400/940] lr: 4.000e-03, eta: 8:21:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8590, loss_cls: 1.3475, loss: 1.3475, grad_norm: 3.8031 2021-03-10 00:34:18,943 - mmaction - INFO - Epoch [115][420/940] lr: 4.000e-03, eta: 8:21:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8525, loss_cls: 1.3541, loss: 1.3541, grad_norm: 3.7750 2021-03-10 00:34:36,425 - mmaction - INFO - Epoch [115][440/940] lr: 4.000e-03, eta: 8:20:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8506, loss_cls: 1.3599, loss: 1.3599, grad_norm: 3.7337 2021-03-10 00:34:53,918 - mmaction - INFO - Epoch [115][460/940] lr: 4.000e-03, eta: 8:20:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8516, loss_cls: 1.3805, loss: 1.3805, grad_norm: 3.7944 2021-03-10 00:35:11,405 - mmaction - INFO - Epoch [115][480/940] lr: 4.000e-03, eta: 8:20:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8568, loss_cls: 1.3469, loss: 1.3469, grad_norm: 3.7212 2021-03-10 00:35:28,894 - mmaction - INFO - Epoch [115][500/940] lr: 4.000e-03, eta: 8:20:04, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8502, loss_cls: 1.3701, loss: 1.3701, grad_norm: 3.7851 2021-03-10 00:35:46,393 - mmaction - INFO - Epoch [115][520/940] lr: 4.000e-03, eta: 8:19:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8539, loss_cls: 1.3551, loss: 1.3551, grad_norm: 3.7690 2021-03-10 00:36:03,897 - mmaction - INFO - Epoch [115][540/940] lr: 4.000e-03, eta: 8:19:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8533, loss_cls: 1.3653, loss: 1.3653, grad_norm: 3.7409 2021-03-10 00:36:21,369 - mmaction - INFO - Epoch [115][560/940] lr: 4.000e-03, eta: 8:19:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8594, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.7990 2021-03-10 00:36:38,866 - mmaction - INFO - Epoch [115][580/940] lr: 4.000e-03, eta: 8:18:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8562, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.8909 2021-03-10 00:36:56,357 - mmaction - INFO - Epoch [115][600/940] lr: 4.000e-03, eta: 8:18:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8535, loss_cls: 1.3552, loss: 1.3552, grad_norm: 3.8267 2021-03-10 00:37:13,848 - mmaction - INFO - Epoch [115][620/940] lr: 4.000e-03, eta: 8:18:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8576, loss_cls: 1.3416, loss: 1.3416, grad_norm: 3.8294 2021-03-10 00:37:31,344 - mmaction - INFO - Epoch [115][640/940] lr: 4.000e-03, eta: 8:17:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8521, loss_cls: 1.3478, loss: 1.3478, grad_norm: 3.7697 2021-03-10 00:37:48,843 - mmaction - INFO - Epoch [115][660/940] lr: 4.000e-03, eta: 8:17:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8588, loss_cls: 1.3348, loss: 1.3348, grad_norm: 3.7948 2021-03-10 00:38:06,326 - mmaction - INFO - Epoch [115][680/940] lr: 4.000e-03, eta: 8:17:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8555, loss_cls: 1.3545, loss: 1.3545, grad_norm: 3.7676 2021-03-10 00:38:23,819 - mmaction - INFO - Epoch [115][700/940] lr: 4.000e-03, eta: 8:17:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8523, loss_cls: 1.3147, loss: 1.3147, grad_norm: 3.7171 2021-03-10 00:38:41,336 - mmaction - INFO - Epoch [115][720/940] lr: 4.000e-03, eta: 8:16:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8578, loss_cls: 1.3367, loss: 1.3367, grad_norm: 3.7897 2021-03-10 00:38:58,830 - mmaction - INFO - Epoch [115][740/940] lr: 4.000e-03, eta: 8:16:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8502, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.8214 2021-03-10 00:39:16,312 - mmaction - INFO - Epoch [115][760/940] lr: 4.000e-03, eta: 8:16:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8586, loss_cls: 1.3196, loss: 1.3196, grad_norm: 3.7808 2021-03-10 00:39:33,808 - mmaction - INFO - Epoch [115][780/940] lr: 4.000e-03, eta: 8:15:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8529, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.7157 2021-03-10 00:39:51,303 - mmaction - INFO - Epoch [115][800/940] lr: 4.000e-03, eta: 8:15:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8514, loss_cls: 1.3410, loss: 1.3410, grad_norm: 3.7351 2021-03-10 00:40:08,784 - mmaction - INFO - Epoch [115][820/940] lr: 4.000e-03, eta: 8:15:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8529, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.8408 2021-03-10 00:40:26,271 - mmaction - INFO - Epoch [115][840/940] lr: 4.000e-03, eta: 8:14:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8566, loss_cls: 1.3237, loss: 1.3237, grad_norm: 3.7483 2021-03-10 00:40:43,774 - mmaction - INFO - Epoch [115][860/940] lr: 4.000e-03, eta: 8:14:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8605, loss_cls: 1.3518, loss: 1.3518, grad_norm: 3.8373 2021-03-10 00:41:01,251 - mmaction - INFO - Epoch [115][880/940] lr: 4.000e-03, eta: 8:14:19, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6637, top5_acc: 0.8502, loss_cls: 1.4077, loss: 1.4077, grad_norm: 3.8418 2021-03-10 00:41:18,731 - mmaction - INFO - Epoch [115][900/940] lr: 4.000e-03, eta: 8:14:01, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8551, loss_cls: 1.3620, loss: 1.3620, grad_norm: 3.8619 2021-03-10 00:41:36,224 - mmaction - INFO - Epoch [115][920/940] lr: 4.000e-03, eta: 8:13:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6746, top5_acc: 0.8502, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.8433 2021-03-10 00:41:53,171 - mmaction - INFO - Epoch [115][940/940] lr: 4.000e-03, eta: 8:13:24, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8590, loss_cls: 1.3273, loss: 1.3273, grad_norm: 3.6987 2021-03-10 00:41:53,901 - mmaction - INFO - Saving checkpoint at 115 epochs 2021-03-10 00:42:31,509 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 00:42:32,420 - mmaction - INFO - top1_acc 0.6838 top5_acc 0.8785 2021-03-10 00:42:32,420 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 00:42:32,493 - mmaction - INFO - mean_acc 0.6837 2021-03-10 00:42:32,503 - mmaction - INFO - Epoch(val) [115][940] top1_acc: 0.6838, top5_acc: 0.8785, mean_class_accuracy: 0.6837 2021-03-10 00:43:21,178 - mmaction - INFO - Epoch [116][20/940] lr: 4.000e-03, eta: 8:13:15, time: 2.432, data_time: 1.548, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8605, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.7974 2021-03-10 00:43:38,741 - mmaction - INFO - Epoch [116][40/940] lr: 4.000e-03, eta: 8:12:57, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8535, loss_cls: 1.3607, loss: 1.3607, grad_norm: 3.8231 2021-03-10 00:43:56,244 - mmaction - INFO - Epoch [116][60/940] lr: 4.000e-03, eta: 8:12:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8604, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.7690 2021-03-10 00:44:13,749 - mmaction - INFO - Epoch [116][80/940] lr: 4.000e-03, eta: 8:12:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8543, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.7646 2021-03-10 00:44:31,254 - mmaction - INFO - Epoch [116][100/940] lr: 4.000e-03, eta: 8:12:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8621, loss_cls: 1.3062, loss: 1.3062, grad_norm: 3.7115 2021-03-10 00:44:48,738 - mmaction - INFO - Epoch [116][120/940] lr: 4.000e-03, eta: 8:11:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8602, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.8271 2021-03-10 00:45:06,221 - mmaction - INFO - Epoch [116][140/940] lr: 4.000e-03, eta: 8:11:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6666, top5_acc: 0.8537, loss_cls: 1.3752, loss: 1.3752, grad_norm: 3.8984 2021-03-10 00:45:23,711 - mmaction - INFO - Epoch [116][160/940] lr: 4.000e-03, eta: 8:11:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6705, top5_acc: 0.8557, loss_cls: 1.3585, loss: 1.3585, grad_norm: 3.9034 2021-03-10 00:45:41,200 - mmaction - INFO - Epoch [116][180/940] lr: 4.000e-03, eta: 8:10:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8586, loss_cls: 1.3416, loss: 1.3416, grad_norm: 3.8515 2021-03-10 00:45:58,686 - mmaction - INFO - Epoch [116][200/940] lr: 4.000e-03, eta: 8:10:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8480, loss_cls: 1.4036, loss: 1.4036, grad_norm: 3.8707 2021-03-10 00:46:16,174 - mmaction - INFO - Epoch [116][220/940] lr: 4.000e-03, eta: 8:10:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8678, loss_cls: 1.2739, loss: 1.2739, grad_norm: 3.7126 2021-03-10 00:46:33,662 - mmaction - INFO - Epoch [116][240/940] lr: 4.000e-03, eta: 8:09:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6750, top5_acc: 0.8447, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.8219 2021-03-10 00:46:51,145 - mmaction - INFO - Epoch [116][260/940] lr: 4.000e-03, eta: 8:09:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6869, top5_acc: 0.8586, loss_cls: 1.3117, loss: 1.3117, grad_norm: 3.8284 2021-03-10 00:47:08,642 - mmaction - INFO - Epoch [116][280/940] lr: 4.000e-03, eta: 8:09:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6723, top5_acc: 0.8568, loss_cls: 1.3441, loss: 1.3441, grad_norm: 3.8488 2021-03-10 00:47:26,129 - mmaction - INFO - Epoch [116][300/940] lr: 4.000e-03, eta: 8:09:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8627, loss_cls: 1.3126, loss: 1.3126, grad_norm: 3.8505 2021-03-10 00:47:43,618 - mmaction - INFO - Epoch [116][320/940] lr: 4.000e-03, eta: 8:08:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8631, loss_cls: 1.3136, loss: 1.3136, grad_norm: 3.8323 2021-03-10 00:48:01,103 - mmaction - INFO - Epoch [116][340/940] lr: 4.000e-03, eta: 8:08:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8592, loss_cls: 1.3315, loss: 1.3315, grad_norm: 3.7891 2021-03-10 00:48:18,593 - mmaction - INFO - Epoch [116][360/940] lr: 4.000e-03, eta: 8:08:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8619, loss_cls: 1.3161, loss: 1.3161, grad_norm: 3.6786 2021-03-10 00:48:36,067 - mmaction - INFO - Epoch [116][380/940] lr: 4.000e-03, eta: 8:07:49, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8545, loss_cls: 1.3369, loss: 1.3369, grad_norm: 3.7802 2021-03-10 00:48:53,584 - mmaction - INFO - Epoch [116][400/940] lr: 4.000e-03, eta: 8:07:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8598, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.7495 2021-03-10 00:49:11,077 - mmaction - INFO - Epoch [116][420/940] lr: 4.000e-03, eta: 8:07:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6734, top5_acc: 0.8551, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.8337 2021-03-10 00:49:28,570 - mmaction - INFO - Epoch [116][440/940] lr: 4.000e-03, eta: 8:06:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8541, loss_cls: 1.3305, loss: 1.3305, grad_norm: 3.7277 2021-03-10 00:49:46,066 - mmaction - INFO - Epoch [116][460/940] lr: 4.000e-03, eta: 8:06:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8576, loss_cls: 1.3536, loss: 1.3536, grad_norm: 3.8281 2021-03-10 00:50:03,563 - mmaction - INFO - Epoch [116][480/940] lr: 4.000e-03, eta: 8:06:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.3455, loss: 1.3455, grad_norm: 3.7358 2021-03-10 00:50:21,055 - mmaction - INFO - Epoch [116][500/940] lr: 4.000e-03, eta: 8:06:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8580, loss_cls: 1.3277, loss: 1.3277, grad_norm: 3.8109 2021-03-10 00:50:38,540 - mmaction - INFO - Epoch [116][520/940] lr: 4.000e-03, eta: 8:05:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8473, loss_cls: 1.3706, loss: 1.3706, grad_norm: 3.7996 2021-03-10 00:50:56,021 - mmaction - INFO - Epoch [116][540/940] lr: 4.000e-03, eta: 8:05:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6900, top5_acc: 0.8551, loss_cls: 1.3186, loss: 1.3186, grad_norm: 3.7588 2021-03-10 00:51:13,512 - mmaction - INFO - Epoch [116][560/940] lr: 4.000e-03, eta: 8:05:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6715, top5_acc: 0.8465, loss_cls: 1.3862, loss: 1.3862, grad_norm: 3.8766 2021-03-10 00:51:31,014 - mmaction - INFO - Epoch [116][580/940] lr: 4.000e-03, eta: 8:04:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6834, top5_acc: 0.8570, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.7607 2021-03-10 00:51:48,503 - mmaction - INFO - Epoch [116][600/940] lr: 4.000e-03, eta: 8:04:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8502, loss_cls: 1.3766, loss: 1.3766, grad_norm: 3.7368 2021-03-10 00:52:05,995 - mmaction - INFO - Epoch [116][620/940] lr: 4.000e-03, eta: 8:04:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8531, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.8671 2021-03-10 00:52:23,495 - mmaction - INFO - Epoch [116][640/940] lr: 4.000e-03, eta: 8:03:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8594, loss_cls: 1.2994, loss: 1.2994, grad_norm: 3.7789 2021-03-10 00:52:40,985 - mmaction - INFO - Epoch [116][660/940] lr: 4.000e-03, eta: 8:03:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8561, loss_cls: 1.3365, loss: 1.3365, grad_norm: 3.7965 2021-03-10 00:52:58,480 - mmaction - INFO - Epoch [116][680/940] lr: 4.000e-03, eta: 8:03:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6719, top5_acc: 0.8562, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.8071 2021-03-10 00:53:15,981 - mmaction - INFO - Epoch [116][700/940] lr: 4.000e-03, eta: 8:02:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8578, loss_cls: 1.3459, loss: 1.3459, grad_norm: 3.7069 2021-03-10 00:53:33,482 - mmaction - INFO - Epoch [116][720/940] lr: 4.000e-03, eta: 8:02:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8559, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.7551 2021-03-10 00:53:50,974 - mmaction - INFO - Epoch [116][740/940] lr: 4.000e-03, eta: 8:02:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8559, loss_cls: 1.3241, loss: 1.3241, grad_norm: 3.8508 2021-03-10 00:54:08,473 - mmaction - INFO - Epoch [116][760/940] lr: 4.000e-03, eta: 8:02:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8545, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.8169 2021-03-10 00:54:25,965 - mmaction - INFO - Epoch [116][780/940] lr: 4.000e-03, eta: 8:01:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8596, loss_cls: 1.3389, loss: 1.3389, grad_norm: 3.8313 2021-03-10 00:54:43,457 - mmaction - INFO - Epoch [116][800/940] lr: 4.000e-03, eta: 8:01:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8496, loss_cls: 1.3666, loss: 1.3666, grad_norm: 3.8481 2021-03-10 00:55:00,958 - mmaction - INFO - Epoch [116][820/940] lr: 4.000e-03, eta: 8:01:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8547, loss_cls: 1.3387, loss: 1.3387, grad_norm: 3.8036 2021-03-10 00:55:18,456 - mmaction - INFO - Epoch [116][840/940] lr: 4.000e-03, eta: 8:00:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8605, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.8513 2021-03-10 00:55:35,968 - mmaction - INFO - Epoch [116][860/940] lr: 4.000e-03, eta: 8:00:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6898, top5_acc: 0.8643, loss_cls: 1.2912, loss: 1.2912, grad_norm: 3.7583 2021-03-10 00:55:53,471 - mmaction - INFO - Epoch [116][880/940] lr: 4.000e-03, eta: 8:00:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8609, loss_cls: 1.3388, loss: 1.3388, grad_norm: 3.8902 2021-03-10 00:56:10,973 - mmaction - INFO - Epoch [116][900/940] lr: 4.000e-03, eta: 7:59:57, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8580, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.9240 2021-03-10 00:56:28,464 - mmaction - INFO - Epoch [116][920/940] lr: 4.000e-03, eta: 7:59:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8520, loss_cls: 1.3691, loss: 1.3691, grad_norm: 3.8503 2021-03-10 00:56:45,410 - mmaction - INFO - Epoch [116][940/940] lr: 4.000e-03, eta: 7:59:20, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.6757, top5_acc: 0.8598, loss_cls: 1.3441, loss: 1.3441, grad_norm: 3.8954 2021-03-10 00:56:46,237 - mmaction - INFO - Saving checkpoint at 116 epochs 2021-03-10 00:57:23,714 - mmaction - INFO - Epoch [117][20/940] lr: 4.000e-03, eta: 7:59:08, time: 1.840, data_time: 0.957, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8531, loss_cls: 1.3714, loss: 1.3714, grad_norm: 3.7809 2021-03-10 00:57:41,237 - mmaction - INFO - Epoch [117][40/940] lr: 4.000e-03, eta: 7:58:50, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8592, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.6971 2021-03-10 00:57:58,732 - mmaction - INFO - Epoch [117][60/940] lr: 4.000e-03, eta: 7:58:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8527, loss_cls: 1.3503, loss: 1.3503, grad_norm: 3.8243 2021-03-10 00:58:16,251 - mmaction - INFO - Epoch [117][80/940] lr: 4.000e-03, eta: 7:58:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6898, top5_acc: 0.8676, loss_cls: 1.2697, loss: 1.2697, grad_norm: 3.7789 2021-03-10 00:58:33,754 - mmaction - INFO - Epoch [117][100/940] lr: 4.000e-03, eta: 7:57:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6727, top5_acc: 0.8473, loss_cls: 1.3781, loss: 1.3781, grad_norm: 3.8114 2021-03-10 00:58:51,260 - mmaction - INFO - Epoch [117][120/940] lr: 4.000e-03, eta: 7:57:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8621, loss_cls: 1.2975, loss: 1.2975, grad_norm: 3.7754 2021-03-10 00:59:08,761 - mmaction - INFO - Epoch [117][140/940] lr: 4.000e-03, eta: 7:57:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8570, loss_cls: 1.3568, loss: 1.3568, grad_norm: 3.8989 2021-03-10 00:59:26,253 - mmaction - INFO - Epoch [117][160/940] lr: 4.000e-03, eta: 7:57:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6803, top5_acc: 0.8510, loss_cls: 1.3602, loss: 1.3602, grad_norm: 3.8308 2021-03-10 00:59:43,745 - mmaction - INFO - Epoch [117][180/940] lr: 4.000e-03, eta: 7:56:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8590, loss_cls: 1.3070, loss: 1.3070, grad_norm: 3.6712 2021-03-10 01:00:01,233 - mmaction - INFO - Epoch [117][200/940] lr: 4.000e-03, eta: 7:56:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8484, loss_cls: 1.3660, loss: 1.3660, grad_norm: 3.8791 2021-03-10 01:00:18,711 - mmaction - INFO - Epoch [117][220/940] lr: 4.000e-03, eta: 7:56:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8547, loss_cls: 1.3637, loss: 1.3637, grad_norm: 3.8649 2021-03-10 01:00:36,204 - mmaction - INFO - Epoch [117][240/940] lr: 4.000e-03, eta: 7:55:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8543, loss_cls: 1.3364, loss: 1.3364, grad_norm: 3.8138 2021-03-10 01:00:53,715 - mmaction - INFO - Epoch [117][260/940] lr: 4.000e-03, eta: 7:55:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8543, loss_cls: 1.3180, loss: 1.3180, grad_norm: 3.7551 2021-03-10 01:01:11,207 - mmaction - INFO - Epoch [117][280/940] lr: 4.000e-03, eta: 7:55:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8504, loss_cls: 1.3762, loss: 1.3762, grad_norm: 3.8600 2021-03-10 01:01:28,700 - mmaction - INFO - Epoch [117][300/940] lr: 4.000e-03, eta: 7:54:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8623, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.8325 2021-03-10 01:01:46,196 - mmaction - INFO - Epoch [117][320/940] lr: 4.000e-03, eta: 7:54:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8590, loss_cls: 1.3480, loss: 1.3480, grad_norm: 3.8419 2021-03-10 01:02:03,679 - mmaction - INFO - Epoch [117][340/940] lr: 4.000e-03, eta: 7:54:17, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8564, loss_cls: 1.3176, loss: 1.3176, grad_norm: 3.7594 2021-03-10 01:02:21,176 - mmaction - INFO - Epoch [117][360/940] lr: 4.000e-03, eta: 7:53:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8537, loss_cls: 1.3448, loss: 1.3448, grad_norm: 3.8137 2021-03-10 01:02:38,670 - mmaction - INFO - Epoch [117][380/940] lr: 4.000e-03, eta: 7:53:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6672, top5_acc: 0.8541, loss_cls: 1.3693, loss: 1.3693, grad_norm: 3.9167 2021-03-10 01:02:56,164 - mmaction - INFO - Epoch [117][400/940] lr: 4.000e-03, eta: 7:53:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8557, loss_cls: 1.3522, loss: 1.3522, grad_norm: 3.8110 2021-03-10 01:03:13,666 - mmaction - INFO - Epoch [117][420/940] lr: 4.000e-03, eta: 7:53:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8576, loss_cls: 1.3250, loss: 1.3250, grad_norm: 3.8051 2021-03-10 01:03:31,148 - mmaction - INFO - Epoch [117][440/940] lr: 4.000e-03, eta: 7:52:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8514, loss_cls: 1.3377, loss: 1.3377, grad_norm: 3.8246 2021-03-10 01:03:48,642 - mmaction - INFO - Epoch [117][460/940] lr: 4.000e-03, eta: 7:52:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6961, top5_acc: 0.8660, loss_cls: 1.2874, loss: 1.2874, grad_norm: 3.7682 2021-03-10 01:04:06,122 - mmaction - INFO - Epoch [117][480/940] lr: 4.000e-03, eta: 7:52:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8578, loss_cls: 1.3285, loss: 1.3285, grad_norm: 3.8734 2021-03-10 01:04:23,606 - mmaction - INFO - Epoch [117][500/940] lr: 4.000e-03, eta: 7:51:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8576, loss_cls: 1.3460, loss: 1.3460, grad_norm: 3.7701 2021-03-10 01:04:41,110 - mmaction - INFO - Epoch [117][520/940] lr: 4.000e-03, eta: 7:51:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8553, loss_cls: 1.3602, loss: 1.3602, grad_norm: 3.8819 2021-03-10 01:04:58,605 - mmaction - INFO - Epoch [117][540/940] lr: 4.000e-03, eta: 7:51:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8564, loss_cls: 1.3260, loss: 1.3260, grad_norm: 3.7721 2021-03-10 01:05:16,094 - mmaction - INFO - Epoch [117][560/940] lr: 4.000e-03, eta: 7:50:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8615, loss_cls: 1.2996, loss: 1.2996, grad_norm: 3.8007 2021-03-10 01:05:33,589 - mmaction - INFO - Epoch [117][580/940] lr: 4.000e-03, eta: 7:50:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8619, loss_cls: 1.3203, loss: 1.3203, grad_norm: 3.8571 2021-03-10 01:05:51,105 - mmaction - INFO - Epoch [117][600/940] lr: 4.000e-03, eta: 7:50:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8535, loss_cls: 1.3273, loss: 1.3273, grad_norm: 3.8793 2021-03-10 01:06:08,596 - mmaction - INFO - Epoch [117][620/940] lr: 4.000e-03, eta: 7:50:03, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8533, loss_cls: 1.3340, loss: 1.3340, grad_norm: 3.8109 2021-03-10 01:06:26,093 - mmaction - INFO - Epoch [117][640/940] lr: 4.000e-03, eta: 7:49:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8529, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.8330 2021-03-10 01:06:43,600 - mmaction - INFO - Epoch [117][660/940] lr: 4.000e-03, eta: 7:49:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8582, loss_cls: 1.3325, loss: 1.3325, grad_norm: 3.8626 2021-03-10 01:07:01,099 - mmaction - INFO - Epoch [117][680/940] lr: 4.000e-03, eta: 7:49:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8570, loss_cls: 1.3268, loss: 1.3268, grad_norm: 3.8286 2021-03-10 01:07:18,581 - mmaction - INFO - Epoch [117][700/940] lr: 4.000e-03, eta: 7:48:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8473, loss_cls: 1.3697, loss: 1.3697, grad_norm: 3.7992 2021-03-10 01:07:36,086 - mmaction - INFO - Epoch [117][720/940] lr: 4.000e-03, eta: 7:48:33, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6645, top5_acc: 0.8520, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.8759 2021-03-10 01:07:53,569 - mmaction - INFO - Epoch [117][740/940] lr: 4.000e-03, eta: 7:48:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8631, loss_cls: 1.3051, loss: 1.3051, grad_norm: 3.8253 2021-03-10 01:08:11,050 - mmaction - INFO - Epoch [117][760/940] lr: 4.000e-03, eta: 7:47:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8611, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.8240 2021-03-10 01:08:28,530 - mmaction - INFO - Epoch [117][780/940] lr: 4.000e-03, eta: 7:47:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8680, loss_cls: 1.2871, loss: 1.2871, grad_norm: 3.8173 2021-03-10 01:08:46,032 - mmaction - INFO - Epoch [117][800/940] lr: 4.000e-03, eta: 7:47:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8529, loss_cls: 1.3669, loss: 1.3669, grad_norm: 3.9106 2021-03-10 01:09:03,545 - mmaction - INFO - Epoch [117][820/940] lr: 4.000e-03, eta: 7:47:02, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8523, loss_cls: 1.3715, loss: 1.3715, grad_norm: 3.8545 2021-03-10 01:09:21,042 - mmaction - INFO - Epoch [117][840/940] lr: 4.000e-03, eta: 7:46:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6777, top5_acc: 0.8576, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.7985 2021-03-10 01:09:38,550 - mmaction - INFO - Epoch [117][860/940] lr: 4.000e-03, eta: 7:46:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8545, loss_cls: 1.3524, loss: 1.3524, grad_norm: 3.8306 2021-03-10 01:09:56,037 - mmaction - INFO - Epoch [117][880/940] lr: 4.000e-03, eta: 7:46:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6670, top5_acc: 0.8510, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.8627 2021-03-10 01:10:13,534 - mmaction - INFO - Epoch [117][900/940] lr: 4.000e-03, eta: 7:45:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8572, loss_cls: 1.3073, loss: 1.3073, grad_norm: 3.7379 2021-03-10 01:10:31,037 - mmaction - INFO - Epoch [117][920/940] lr: 4.000e-03, eta: 7:45:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8541, loss_cls: 1.3138, loss: 1.3138, grad_norm: 3.7244 2021-03-10 01:10:47,990 - mmaction - INFO - Epoch [117][940/940] lr: 4.000e-03, eta: 7:45:13, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6650, top5_acc: 0.8567, loss_cls: 1.3852, loss: 1.3852, grad_norm: 3.9555 2021-03-10 01:10:48,689 - mmaction - INFO - Saving checkpoint at 117 epochs 2021-03-10 01:11:27,647 - mmaction - INFO - Epoch [118][20/940] lr: 4.000e-03, eta: 7:45:01, time: 1.923, data_time: 0.851, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8523, loss_cls: 1.3300, loss: 1.3300, grad_norm: 3.7425 2021-03-10 01:11:45,176 - mmaction - INFO - Epoch [118][40/940] lr: 4.000e-03, eta: 7:44:43, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8561, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.8256 2021-03-10 01:12:02,677 - mmaction - INFO - Epoch [118][60/940] lr: 4.000e-03, eta: 7:44:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6641, top5_acc: 0.8529, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.8714 2021-03-10 01:12:20,174 - mmaction - INFO - Epoch [118][80/940] lr: 4.000e-03, eta: 7:44:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6896, top5_acc: 0.8598, loss_cls: 1.3083, loss: 1.3083, grad_norm: 3.8392 2021-03-10 01:12:37,671 - mmaction - INFO - Epoch [118][100/940] lr: 4.000e-03, eta: 7:43:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8572, loss_cls: 1.3465, loss: 1.3465, grad_norm: 3.8474 2021-03-10 01:12:55,159 - mmaction - INFO - Epoch [118][120/940] lr: 4.000e-03, eta: 7:43:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8570, loss_cls: 1.3342, loss: 1.3342, grad_norm: 3.9065 2021-03-10 01:13:12,674 - mmaction - INFO - Epoch [118][140/940] lr: 4.000e-03, eta: 7:43:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8596, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.8927 2021-03-10 01:13:30,204 - mmaction - INFO - Epoch [118][160/940] lr: 4.000e-03, eta: 7:42:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8504, loss_cls: 1.3609, loss: 1.3609, grad_norm: 3.9267 2021-03-10 01:13:47,701 - mmaction - INFO - Epoch [118][180/940] lr: 4.000e-03, eta: 7:42:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8625, loss_cls: 1.3087, loss: 1.3087, grad_norm: 3.7838 2021-03-10 01:14:05,214 - mmaction - INFO - Epoch [118][200/940] lr: 4.000e-03, eta: 7:42:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8564, loss_cls: 1.3253, loss: 1.3253, grad_norm: 3.8829 2021-03-10 01:14:22,710 - mmaction - INFO - Epoch [118][220/940] lr: 4.000e-03, eta: 7:41:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6686, top5_acc: 0.8488, loss_cls: 1.3860, loss: 1.3860, grad_norm: 3.9499 2021-03-10 01:14:40,220 - mmaction - INFO - Epoch [118][240/940] lr: 4.000e-03, eta: 7:41:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8598, loss_cls: 1.3353, loss: 1.3353, grad_norm: 3.8388 2021-03-10 01:14:57,713 - mmaction - INFO - Epoch [118][260/940] lr: 4.000e-03, eta: 7:41:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6789, top5_acc: 0.8623, loss_cls: 1.3004, loss: 1.3004, grad_norm: 3.8386 2021-03-10 01:15:15,211 - mmaction - INFO - Epoch [118][280/940] lr: 4.000e-03, eta: 7:41:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8570, loss_cls: 1.3415, loss: 1.3415, grad_norm: 3.8645 2021-03-10 01:15:32,706 - mmaction - INFO - Epoch [118][300/940] lr: 4.000e-03, eta: 7:40:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8643, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.7728 2021-03-10 01:15:50,191 - mmaction - INFO - Epoch [118][320/940] lr: 4.000e-03, eta: 7:40:29, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8525, loss_cls: 1.3453, loss: 1.3453, grad_norm: 3.8571 2021-03-10 01:16:07,676 - mmaction - INFO - Epoch [118][340/940] lr: 4.000e-03, eta: 7:40:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8518, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.8624 2021-03-10 01:16:25,162 - mmaction - INFO - Epoch [118][360/940] lr: 4.000e-03, eta: 7:39:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6631, top5_acc: 0.8516, loss_cls: 1.3751, loss: 1.3751, grad_norm: 3.8491 2021-03-10 01:16:42,655 - mmaction - INFO - Epoch [118][380/940] lr: 4.000e-03, eta: 7:39:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8549, loss_cls: 1.3361, loss: 1.3361, grad_norm: 3.8079 2021-03-10 01:17:00,154 - mmaction - INFO - Epoch [118][400/940] lr: 4.000e-03, eta: 7:39:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6750, top5_acc: 0.8514, loss_cls: 1.3542, loss: 1.3542, grad_norm: 3.8979 2021-03-10 01:17:17,666 - mmaction - INFO - Epoch [118][420/940] lr: 4.000e-03, eta: 7:38:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8541, loss_cls: 1.3262, loss: 1.3262, grad_norm: 3.8060 2021-03-10 01:17:35,176 - mmaction - INFO - Epoch [118][440/940] lr: 4.000e-03, eta: 7:38:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8637, loss_cls: 1.2931, loss: 1.2931, grad_norm: 3.8139 2021-03-10 01:17:52,667 - mmaction - INFO - Epoch [118][460/940] lr: 4.000e-03, eta: 7:38:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6768, top5_acc: 0.8584, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.8456 2021-03-10 01:18:10,160 - mmaction - INFO - Epoch [118][480/940] lr: 4.000e-03, eta: 7:38:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8576, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.8474 2021-03-10 01:18:27,644 - mmaction - INFO - Epoch [118][500/940] lr: 4.000e-03, eta: 7:37:45, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6789, top5_acc: 0.8521, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.7962 2021-03-10 01:18:45,132 - mmaction - INFO - Epoch [118][520/940] lr: 4.000e-03, eta: 7:37:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8561, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.7685 2021-03-10 01:19:02,626 - mmaction - INFO - Epoch [118][540/940] lr: 4.000e-03, eta: 7:37:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8521, loss_cls: 1.3454, loss: 1.3454, grad_norm: 3.8898 2021-03-10 01:19:20,124 - mmaction - INFO - Epoch [118][560/940] lr: 4.000e-03, eta: 7:36:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6789, top5_acc: 0.8580, loss_cls: 1.3346, loss: 1.3346, grad_norm: 3.8270 2021-03-10 01:19:37,607 - mmaction - INFO - Epoch [118][580/940] lr: 4.000e-03, eta: 7:36:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8600, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.8512 2021-03-10 01:19:55,109 - mmaction - INFO - Epoch [118][600/940] lr: 4.000e-03, eta: 7:36:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6869, top5_acc: 0.8582, loss_cls: 1.3267, loss: 1.3267, grad_norm: 3.8013 2021-03-10 01:20:12,605 - mmaction - INFO - Epoch [118][620/940] lr: 4.000e-03, eta: 7:35:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6750, top5_acc: 0.8572, loss_cls: 1.3530, loss: 1.3530, grad_norm: 3.9056 2021-03-10 01:20:30,084 - mmaction - INFO - Epoch [118][640/940] lr: 4.000e-03, eta: 7:35:38, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6693, top5_acc: 0.8473, loss_cls: 1.3669, loss: 1.3669, grad_norm: 3.8684 2021-03-10 01:20:47,581 - mmaction - INFO - Epoch [118][660/940] lr: 4.000e-03, eta: 7:35:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8641, loss_cls: 1.3202, loss: 1.3202, grad_norm: 3.8621 2021-03-10 01:21:05,068 - mmaction - INFO - Epoch [118][680/940] lr: 4.000e-03, eta: 7:35:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8570, loss_cls: 1.3194, loss: 1.3194, grad_norm: 3.8165 2021-03-10 01:21:22,577 - mmaction - INFO - Epoch [118][700/940] lr: 4.000e-03, eta: 7:34:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8568, loss_cls: 1.3497, loss: 1.3497, grad_norm: 3.8223 2021-03-10 01:21:40,084 - mmaction - INFO - Epoch [118][720/940] lr: 4.000e-03, eta: 7:34:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8568, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.8566 2021-03-10 01:21:57,595 - mmaction - INFO - Epoch [118][740/940] lr: 4.000e-03, eta: 7:34:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8580, loss_cls: 1.3296, loss: 1.3296, grad_norm: 3.8643 2021-03-10 01:22:15,093 - mmaction - INFO - Epoch [118][760/940] lr: 4.000e-03, eta: 7:33:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6707, top5_acc: 0.8549, loss_cls: 1.3640, loss: 1.3640, grad_norm: 3.8670 2021-03-10 01:22:32,595 - mmaction - INFO - Epoch [118][780/940] lr: 4.000e-03, eta: 7:33:32, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8623, loss_cls: 1.3012, loss: 1.3012, grad_norm: 3.8137 2021-03-10 01:22:50,087 - mmaction - INFO - Epoch [118][800/940] lr: 4.000e-03, eta: 7:33:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8506, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.8216 2021-03-10 01:23:07,571 - mmaction - INFO - Epoch [118][820/940] lr: 4.000e-03, eta: 7:32:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8549, loss_cls: 1.3392, loss: 1.3392, grad_norm: 3.8193 2021-03-10 01:23:25,075 - mmaction - INFO - Epoch [118][840/940] lr: 4.000e-03, eta: 7:32:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8562, loss_cls: 1.3275, loss: 1.3275, grad_norm: 3.9118 2021-03-10 01:23:42,563 - mmaction - INFO - Epoch [118][860/940] lr: 4.000e-03, eta: 7:32:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8578, loss_cls: 1.3478, loss: 1.3478, grad_norm: 3.7953 2021-03-10 01:24:00,064 - mmaction - INFO - Epoch [118][880/940] lr: 4.000e-03, eta: 7:32:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8623, loss_cls: 1.3279, loss: 1.3279, grad_norm: 3.7906 2021-03-10 01:24:17,548 - mmaction - INFO - Epoch [118][900/940] lr: 4.000e-03, eta: 7:31:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6869, top5_acc: 0.8648, loss_cls: 1.2954, loss: 1.2954, grad_norm: 3.8624 2021-03-10 01:24:35,049 - mmaction - INFO - Epoch [118][920/940] lr: 4.000e-03, eta: 7:31:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8613, loss_cls: 1.3290, loss: 1.3290, grad_norm: 3.8441 2021-03-10 01:24:52,037 - mmaction - INFO - Epoch [118][940/940] lr: 4.000e-03, eta: 7:31:06, time: 0.850, data_time: 0.001, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8575, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.9036 2021-03-10 01:24:52,721 - mmaction - INFO - Saving checkpoint at 118 epochs 2021-03-10 01:25:30,735 - mmaction - INFO - Epoch [119][20/940] lr: 4.000e-03, eta: 7:30:54, time: 1.871, data_time: 0.877, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8490, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.7941 2021-03-10 01:25:48,278 - mmaction - INFO - Epoch [119][40/940] lr: 4.000e-03, eta: 7:30:35, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8562, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.8610 2021-03-10 01:26:05,774 - mmaction - INFO - Epoch [119][60/940] lr: 4.000e-03, eta: 7:30:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8584, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.8410 2021-03-10 01:26:23,288 - mmaction - INFO - Epoch [119][80/940] lr: 4.000e-03, eta: 7:29:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8566, loss_cls: 1.3198, loss: 1.3198, grad_norm: 3.7395 2021-03-10 01:26:40,781 - mmaction - INFO - Epoch [119][100/940] lr: 4.000e-03, eta: 7:29:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8520, loss_cls: 1.3345, loss: 1.3345, grad_norm: 3.8163 2021-03-10 01:26:58,287 - mmaction - INFO - Epoch [119][120/940] lr: 4.000e-03, eta: 7:29:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8523, loss_cls: 1.3538, loss: 1.3538, grad_norm: 3.9266 2021-03-10 01:27:15,796 - mmaction - INFO - Epoch [119][140/940] lr: 4.000e-03, eta: 7:29:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8584, loss_cls: 1.3183, loss: 1.3183, grad_norm: 3.8026 2021-03-10 01:27:33,299 - mmaction - INFO - Epoch [119][160/940] lr: 4.000e-03, eta: 7:28:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8648, loss_cls: 1.3055, loss: 1.3055, grad_norm: 3.8871 2021-03-10 01:27:50,794 - mmaction - INFO - Epoch [119][180/940] lr: 4.000e-03, eta: 7:28:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8600, loss_cls: 1.2954, loss: 1.2954, grad_norm: 3.7701 2021-03-10 01:28:08,283 - mmaction - INFO - Epoch [119][200/940] lr: 4.000e-03, eta: 7:28:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8529, loss_cls: 1.3748, loss: 1.3748, grad_norm: 3.9151 2021-03-10 01:28:25,781 - mmaction - INFO - Epoch [119][220/940] lr: 4.000e-03, eta: 7:27:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6705, top5_acc: 0.8518, loss_cls: 1.3703, loss: 1.3703, grad_norm: 3.9611 2021-03-10 01:28:43,283 - mmaction - INFO - Epoch [119][240/940] lr: 4.000e-03, eta: 7:27:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8588, loss_cls: 1.3285, loss: 1.3285, grad_norm: 3.8686 2021-03-10 01:29:00,771 - mmaction - INFO - Epoch [119][260/940] lr: 4.000e-03, eta: 7:27:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8570, loss_cls: 1.3285, loss: 1.3285, grad_norm: 3.8916 2021-03-10 01:29:18,254 - mmaction - INFO - Epoch [119][280/940] lr: 4.000e-03, eta: 7:26:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8484, loss_cls: 1.3586, loss: 1.3586, grad_norm: 3.9149 2021-03-10 01:29:35,749 - mmaction - INFO - Epoch [119][300/940] lr: 4.000e-03, eta: 7:26:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8539, loss_cls: 1.3368, loss: 1.3368, grad_norm: 3.8131 2021-03-10 01:29:53,230 - mmaction - INFO - Epoch [119][320/940] lr: 4.000e-03, eta: 7:26:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8584, loss_cls: 1.2933, loss: 1.2933, grad_norm: 3.9211 2021-03-10 01:30:10,728 - mmaction - INFO - Epoch [119][340/940] lr: 4.000e-03, eta: 7:26:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8545, loss_cls: 1.3540, loss: 1.3540, grad_norm: 3.9207 2021-03-10 01:30:28,202 - mmaction - INFO - Epoch [119][360/940] lr: 4.000e-03, eta: 7:25:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8645, loss_cls: 1.3061, loss: 1.3061, grad_norm: 3.8287 2021-03-10 01:30:45,685 - mmaction - INFO - Epoch [119][380/940] lr: 4.000e-03, eta: 7:25:27, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8520, loss_cls: 1.3551, loss: 1.3551, grad_norm: 3.8520 2021-03-10 01:31:03,181 - mmaction - INFO - Epoch [119][400/940] lr: 4.000e-03, eta: 7:25:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8510, loss_cls: 1.3341, loss: 1.3341, grad_norm: 3.8776 2021-03-10 01:31:20,662 - mmaction - INFO - Epoch [119][420/940] lr: 4.000e-03, eta: 7:24:51, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8648, loss_cls: 1.3196, loss: 1.3196, grad_norm: 3.8299 2021-03-10 01:31:38,153 - mmaction - INFO - Epoch [119][440/940] lr: 4.000e-03, eta: 7:24:33, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6859, top5_acc: 0.8574, loss_cls: 1.3071, loss: 1.3071, grad_norm: 3.8207 2021-03-10 01:31:55,626 - mmaction - INFO - Epoch [119][460/940] lr: 4.000e-03, eta: 7:24:15, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8639, loss_cls: 1.3169, loss: 1.3169, grad_norm: 3.8244 2021-03-10 01:32:13,113 - mmaction - INFO - Epoch [119][480/940] lr: 4.000e-03, eta: 7:23:56, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8604, loss_cls: 1.3209, loss: 1.3209, grad_norm: 3.8360 2021-03-10 01:32:30,604 - mmaction - INFO - Epoch [119][500/940] lr: 4.000e-03, eta: 7:23:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6789, top5_acc: 0.8475, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.8943 2021-03-10 01:32:48,075 - mmaction - INFO - Epoch [119][520/940] lr: 4.000e-03, eta: 7:23:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8523, loss_cls: 1.3393, loss: 1.3393, grad_norm: 3.8952 2021-03-10 01:33:05,570 - mmaction - INFO - Epoch [119][540/940] lr: 4.000e-03, eta: 7:23:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6852, top5_acc: 0.8553, loss_cls: 1.3144, loss: 1.3144, grad_norm: 3.8491 2021-03-10 01:33:23,054 - mmaction - INFO - Epoch [119][560/940] lr: 4.000e-03, eta: 7:22:44, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8520, loss_cls: 1.3445, loss: 1.3445, grad_norm: 3.9853 2021-03-10 01:33:40,547 - mmaction - INFO - Epoch [119][580/940] lr: 4.000e-03, eta: 7:22:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6898, top5_acc: 0.8572, loss_cls: 1.3232, loss: 1.3232, grad_norm: 3.8790 2021-03-10 01:33:58,024 - mmaction - INFO - Epoch [119][600/940] lr: 4.000e-03, eta: 7:22:08, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8631, loss_cls: 1.2872, loss: 1.2872, grad_norm: 3.8871 2021-03-10 01:34:15,510 - mmaction - INFO - Epoch [119][620/940] lr: 4.000e-03, eta: 7:21:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6797, top5_acc: 0.8594, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.8766 2021-03-10 01:34:32,997 - mmaction - INFO - Epoch [119][640/940] lr: 4.000e-03, eta: 7:21:31, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8578, loss_cls: 1.3211, loss: 1.3211, grad_norm: 3.8601 2021-03-10 01:34:50,472 - mmaction - INFO - Epoch [119][660/940] lr: 4.000e-03, eta: 7:21:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8637, loss_cls: 1.3034, loss: 1.3034, grad_norm: 3.8804 2021-03-10 01:35:07,971 - mmaction - INFO - Epoch [119][680/940] lr: 4.000e-03, eta: 7:20:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8604, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.9588 2021-03-10 01:35:25,452 - mmaction - INFO - Epoch [119][700/940] lr: 4.000e-03, eta: 7:20:37, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8568, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.9400 2021-03-10 01:35:42,938 - mmaction - INFO - Epoch [119][720/940] lr: 4.000e-03, eta: 7:20:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8572, loss_cls: 1.3503, loss: 1.3503, grad_norm: 3.9350 2021-03-10 01:36:00,438 - mmaction - INFO - Epoch [119][740/940] lr: 4.000e-03, eta: 7:20:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8541, loss_cls: 1.3422, loss: 1.3422, grad_norm: 3.8973 2021-03-10 01:36:17,934 - mmaction - INFO - Epoch [119][760/940] lr: 4.000e-03, eta: 7:19:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8621, loss_cls: 1.3379, loss: 1.3379, grad_norm: 3.9373 2021-03-10 01:36:35,420 - mmaction - INFO - Epoch [119][780/940] lr: 4.000e-03, eta: 7:19:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6762, top5_acc: 0.8594, loss_cls: 1.3638, loss: 1.3638, grad_norm: 3.9656 2021-03-10 01:36:52,920 - mmaction - INFO - Epoch [119][800/940] lr: 4.000e-03, eta: 7:19:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8525, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.9624 2021-03-10 01:37:10,429 - mmaction - INFO - Epoch [119][820/940] lr: 4.000e-03, eta: 7:18:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6797, top5_acc: 0.8502, loss_cls: 1.3552, loss: 1.3552, grad_norm: 3.9655 2021-03-10 01:37:27,902 - mmaction - INFO - Epoch [119][840/940] lr: 4.000e-03, eta: 7:18:30, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6664, top5_acc: 0.8523, loss_cls: 1.3842, loss: 1.3842, grad_norm: 3.9711 2021-03-10 01:37:45,399 - mmaction - INFO - Epoch [119][860/940] lr: 4.000e-03, eta: 7:18:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8557, loss_cls: 1.3619, loss: 1.3619, grad_norm: 3.9952 2021-03-10 01:38:02,904 - mmaction - INFO - Epoch [119][880/940] lr: 4.000e-03, eta: 7:17:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8641, loss_cls: 1.3060, loss: 1.3060, grad_norm: 3.9017 2021-03-10 01:38:20,408 - mmaction - INFO - Epoch [119][900/940] lr: 4.000e-03, eta: 7:17:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6881, top5_acc: 0.8611, loss_cls: 1.2982, loss: 1.2982, grad_norm: 3.8733 2021-03-10 01:38:37,906 - mmaction - INFO - Epoch [119][920/940] lr: 4.000e-03, eta: 7:17:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8531, loss_cls: 1.3609, loss: 1.3609, grad_norm: 3.8801 2021-03-10 01:38:54,859 - mmaction - INFO - Epoch [119][940/940] lr: 4.000e-03, eta: 7:16:59, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8586, loss_cls: 1.3139, loss: 1.3139, grad_norm: 3.9811 2021-03-10 01:38:55,524 - mmaction - INFO - Saving checkpoint at 119 epochs 2021-03-10 01:39:33,475 - mmaction - INFO - Epoch [120][20/940] lr: 4.000e-03, eta: 7:16:46, time: 1.854, data_time: 0.975, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8490, loss_cls: 1.3503, loss: 1.3503, grad_norm: 3.9641 2021-03-10 01:39:50,998 - mmaction - INFO - Epoch [120][40/940] lr: 4.000e-03, eta: 7:16:28, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8580, loss_cls: 1.3288, loss: 1.3288, grad_norm: 3.9554 2021-03-10 01:40:08,504 - mmaction - INFO - Epoch [120][60/940] lr: 4.000e-03, eta: 7:16:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8574, loss_cls: 1.3049, loss: 1.3049, grad_norm: 3.9637 2021-03-10 01:40:26,012 - mmaction - INFO - Epoch [120][80/940] lr: 4.000e-03, eta: 7:15:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8623, loss_cls: 1.3053, loss: 1.3053, grad_norm: 3.8940 2021-03-10 01:40:43,506 - mmaction - INFO - Epoch [120][100/940] lr: 4.000e-03, eta: 7:15:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8582, loss_cls: 1.3267, loss: 1.3267, grad_norm: 3.9387 2021-03-10 01:41:01,009 - mmaction - INFO - Epoch [120][120/940] lr: 4.000e-03, eta: 7:15:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8529, loss_cls: 1.3231, loss: 1.3231, grad_norm: 3.9304 2021-03-10 01:41:18,501 - mmaction - INFO - Epoch [120][140/940] lr: 4.000e-03, eta: 7:14:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8605, loss_cls: 1.2937, loss: 1.2937, grad_norm: 3.9004 2021-03-10 01:41:36,003 - mmaction - INFO - Epoch [120][160/940] lr: 4.000e-03, eta: 7:14:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8596, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.9090 2021-03-10 01:41:53,499 - mmaction - INFO - Epoch [120][180/940] lr: 4.000e-03, eta: 7:14:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8588, loss_cls: 1.3381, loss: 1.3381, grad_norm: 3.9729 2021-03-10 01:42:11,004 - mmaction - INFO - Epoch [120][200/940] lr: 4.000e-03, eta: 7:14:03, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8531, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.8951 2021-03-10 01:42:28,496 - mmaction - INFO - Epoch [120][220/940] lr: 4.000e-03, eta: 7:13:45, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8604, loss_cls: 1.3093, loss: 1.3093, grad_norm: 3.9188 2021-03-10 01:42:45,997 - mmaction - INFO - Epoch [120][240/940] lr: 4.000e-03, eta: 7:13:27, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6717, top5_acc: 0.8590, loss_cls: 1.3299, loss: 1.3299, grad_norm: 3.9819 2021-03-10 01:43:03,496 - mmaction - INFO - Epoch [120][260/940] lr: 4.000e-03, eta: 7:13:09, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8691, loss_cls: 1.2760, loss: 1.2760, grad_norm: 3.8095 2021-03-10 01:43:20,993 - mmaction - INFO - Epoch [120][280/940] lr: 4.000e-03, eta: 7:12:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8590, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.9818 2021-03-10 01:43:38,501 - mmaction - INFO - Epoch [120][300/940] lr: 4.000e-03, eta: 7:12:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8520, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.0049 2021-03-10 01:43:56,000 - mmaction - INFO - Epoch [120][320/940] lr: 4.000e-03, eta: 7:12:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6947, top5_acc: 0.8629, loss_cls: 1.2824, loss: 1.2824, grad_norm: 3.8708 2021-03-10 01:44:13,496 - mmaction - INFO - Epoch [120][340/940] lr: 4.000e-03, eta: 7:11:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6754, top5_acc: 0.8510, loss_cls: 1.3586, loss: 1.3586, grad_norm: 4.0045 2021-03-10 01:44:30,987 - mmaction - INFO - Epoch [120][360/940] lr: 4.000e-03, eta: 7:11:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8523, loss_cls: 1.3452, loss: 1.3452, grad_norm: 3.9379 2021-03-10 01:44:48,478 - mmaction - INFO - Epoch [120][380/940] lr: 4.000e-03, eta: 7:11:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8562, loss_cls: 1.3506, loss: 1.3506, grad_norm: 3.9118 2021-03-10 01:45:05,970 - mmaction - INFO - Epoch [120][400/940] lr: 4.000e-03, eta: 7:11:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8559, loss_cls: 1.3203, loss: 1.3203, grad_norm: 3.9110 2021-03-10 01:45:23,437 - mmaction - INFO - Epoch [120][420/940] lr: 4.000e-03, eta: 7:10:44, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8678, loss_cls: 1.2945, loss: 1.2945, grad_norm: 3.9288 2021-03-10 01:45:40,915 - mmaction - INFO - Epoch [120][440/940] lr: 4.000e-03, eta: 7:10:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8617, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.9126 2021-03-10 01:45:58,421 - mmaction - INFO - Epoch [120][460/940] lr: 4.000e-03, eta: 7:10:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8559, loss_cls: 1.3040, loss: 1.3040, grad_norm: 3.8664 2021-03-10 01:46:15,920 - mmaction - INFO - Epoch [120][480/940] lr: 4.000e-03, eta: 7:09:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6736, top5_acc: 0.8572, loss_cls: 1.3617, loss: 1.3617, grad_norm: 3.9689 2021-03-10 01:46:33,423 - mmaction - INFO - Epoch [120][500/940] lr: 4.000e-03, eta: 7:09:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8588, loss_cls: 1.3430, loss: 1.3430, grad_norm: 3.9444 2021-03-10 01:46:50,937 - mmaction - INFO - Epoch [120][520/940] lr: 4.000e-03, eta: 7:09:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8643, loss_cls: 1.2864, loss: 1.2864, grad_norm: 3.8153 2021-03-10 01:47:08,425 - mmaction - INFO - Epoch [120][540/940] lr: 4.000e-03, eta: 7:08:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8691, loss_cls: 1.2971, loss: 1.2971, grad_norm: 3.8574 2021-03-10 01:47:25,907 - mmaction - INFO - Epoch [120][560/940] lr: 4.000e-03, eta: 7:08:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8592, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.9065 2021-03-10 01:47:43,385 - mmaction - INFO - Epoch [120][580/940] lr: 4.000e-03, eta: 7:08:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6738, top5_acc: 0.8564, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.9848 2021-03-10 01:48:00,874 - mmaction - INFO - Epoch [120][600/940] lr: 4.000e-03, eta: 7:08:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6713, top5_acc: 0.8527, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.9824 2021-03-10 01:48:18,366 - mmaction - INFO - Epoch [120][620/940] lr: 4.000e-03, eta: 7:07:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8617, loss_cls: 1.3352, loss: 1.3352, grad_norm: 3.9814 2021-03-10 01:48:35,857 - mmaction - INFO - Epoch [120][640/940] lr: 4.000e-03, eta: 7:07:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8455, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.9395 2021-03-10 01:48:53,337 - mmaction - INFO - Epoch [120][660/940] lr: 4.000e-03, eta: 7:07:06, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8545, loss_cls: 1.3615, loss: 1.3615, grad_norm: 3.9698 2021-03-10 01:49:10,825 - mmaction - INFO - Epoch [120][680/940] lr: 4.000e-03, eta: 7:06:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6852, top5_acc: 0.8682, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.8898 2021-03-10 01:49:28,325 - mmaction - INFO - Epoch [120][700/940] lr: 4.000e-03, eta: 7:06:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8611, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.9590 2021-03-10 01:49:45,806 - mmaction - INFO - Epoch [120][720/940] lr: 4.000e-03, eta: 7:06:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6881, top5_acc: 0.8615, loss_cls: 1.3051, loss: 1.3051, grad_norm: 3.8982 2021-03-10 01:50:03,306 - mmaction - INFO - Epoch [120][740/940] lr: 4.000e-03, eta: 7:05:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8557, loss_cls: 1.3238, loss: 1.3238, grad_norm: 3.8723 2021-03-10 01:50:20,801 - mmaction - INFO - Epoch [120][760/940] lr: 4.000e-03, eta: 7:05:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6859, top5_acc: 0.8633, loss_cls: 1.3073, loss: 1.3073, grad_norm: 3.9253 2021-03-10 01:50:38,293 - mmaction - INFO - Epoch [120][780/940] lr: 4.000e-03, eta: 7:05:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8625, loss_cls: 1.3139, loss: 1.3139, grad_norm: 3.9095 2021-03-10 01:50:55,802 - mmaction - INFO - Epoch [120][800/940] lr: 4.000e-03, eta: 7:04:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8555, loss_cls: 1.3269, loss: 1.3269, grad_norm: 3.8631 2021-03-10 01:51:13,286 - mmaction - INFO - Epoch [120][820/940] lr: 4.000e-03, eta: 7:04:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8562, loss_cls: 1.3233, loss: 1.3233, grad_norm: 3.9380 2021-03-10 01:51:30,791 - mmaction - INFO - Epoch [120][840/940] lr: 4.000e-03, eta: 7:04:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8592, loss_cls: 1.3102, loss: 1.3102, grad_norm: 3.8574 2021-03-10 01:51:48,297 - mmaction - INFO - Epoch [120][860/940] lr: 4.000e-03, eta: 7:04:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8543, loss_cls: 1.3559, loss: 1.3559, grad_norm: 3.9469 2021-03-10 01:52:05,782 - mmaction - INFO - Epoch [120][880/940] lr: 4.000e-03, eta: 7:03:47, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8539, loss_cls: 1.3365, loss: 1.3365, grad_norm: 3.8971 2021-03-10 01:52:23,290 - mmaction - INFO - Epoch [120][900/940] lr: 4.000e-03, eta: 7:03:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8617, loss_cls: 1.3212, loss: 1.3212, grad_norm: 3.9390 2021-03-10 01:52:40,778 - mmaction - INFO - Epoch [120][920/940] lr: 4.000e-03, eta: 7:03:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8578, loss_cls: 1.3181, loss: 1.3181, grad_norm: 3.9587 2021-03-10 01:52:57,735 - mmaction - INFO - Epoch [120][940/940] lr: 4.000e-03, eta: 7:02:52, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6788, top5_acc: 0.8502, loss_cls: 1.3653, loss: 1.3653, grad_norm: 4.0462 2021-03-10 01:52:58,501 - mmaction - INFO - Saving checkpoint at 120 epochs 2021-03-10 01:53:34,085 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 01:53:34,760 - mmaction - INFO - top1_acc 0.6815 top5_acc 0.8742 2021-03-10 01:53:34,760 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 01:53:34,787 - mmaction - INFO - mean_acc 0.6814 2021-03-10 01:53:34,794 - mmaction - INFO - Epoch(val) [120][940] top1_acc: 0.6815, top5_acc: 0.8742, mean_class_accuracy: 0.6814 2021-03-10 01:54:22,940 - mmaction - INFO - Epoch [121][20/940] lr: 4.000e-03, eta: 7:02:42, time: 2.406, data_time: 1.528, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8652, loss_cls: 1.2815, loss: 1.2815, grad_norm: 3.8455 2021-03-10 01:54:40,492 - mmaction - INFO - Epoch [121][40/940] lr: 4.000e-03, eta: 7:02:24, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6934, top5_acc: 0.8617, loss_cls: 1.2927, loss: 1.2927, grad_norm: 3.8687 2021-03-10 01:54:57,988 - mmaction - INFO - Epoch [121][60/940] lr: 4.000e-03, eta: 7:02:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8584, loss_cls: 1.3135, loss: 1.3135, grad_norm: 3.8775 2021-03-10 01:55:15,492 - mmaction - INFO - Epoch [121][80/940] lr: 4.000e-03, eta: 7:01:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8617, loss_cls: 1.3163, loss: 1.3163, grad_norm: 3.9591 2021-03-10 01:55:32,999 - mmaction - INFO - Epoch [121][100/940] lr: 4.000e-03, eta: 7:01:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6963, top5_acc: 0.8660, loss_cls: 1.2760, loss: 1.2760, grad_norm: 3.9285 2021-03-10 01:55:50,502 - mmaction - INFO - Epoch [121][120/940] lr: 4.000e-03, eta: 7:01:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8641, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.0383 2021-03-10 01:56:08,012 - mmaction - INFO - Epoch [121][140/940] lr: 4.000e-03, eta: 7:00:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8590, loss_cls: 1.3315, loss: 1.3315, grad_norm: 3.9787 2021-03-10 01:56:25,515 - mmaction - INFO - Epoch [121][160/940] lr: 4.000e-03, eta: 7:00:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8611, loss_cls: 1.3223, loss: 1.3223, grad_norm: 3.9424 2021-03-10 01:56:43,007 - mmaction - INFO - Epoch [121][180/940] lr: 4.000e-03, eta: 7:00:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8646, loss_cls: 1.2920, loss: 1.2920, grad_norm: 3.9304 2021-03-10 01:57:00,504 - mmaction - INFO - Epoch [121][200/940] lr: 4.000e-03, eta: 6:59:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6852, top5_acc: 0.8543, loss_cls: 1.3276, loss: 1.3276, grad_norm: 3.9583 2021-03-10 01:57:17,997 - mmaction - INFO - Epoch [121][220/940] lr: 4.000e-03, eta: 6:59:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8566, loss_cls: 1.3100, loss: 1.3100, grad_norm: 3.9160 2021-03-10 01:57:35,511 - mmaction - INFO - Epoch [121][240/940] lr: 4.000e-03, eta: 6:59:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8551, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.9891 2021-03-10 01:57:53,017 - mmaction - INFO - Epoch [121][260/940] lr: 4.000e-03, eta: 6:59:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8617, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.9381 2021-03-10 01:58:10,522 - mmaction - INFO - Epoch [121][280/940] lr: 4.000e-03, eta: 6:58:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8561, loss_cls: 1.3381, loss: 1.3381, grad_norm: 3.9331 2021-03-10 01:58:28,051 - mmaction - INFO - Epoch [121][300/940] lr: 4.000e-03, eta: 6:58:28, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8586, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.9492 2021-03-10 01:58:45,556 - mmaction - INFO - Epoch [121][320/940] lr: 4.000e-03, eta: 6:58:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8564, loss_cls: 1.3242, loss: 1.3242, grad_norm: 4.0038 2021-03-10 01:59:03,053 - mmaction - INFO - Epoch [121][340/940] lr: 4.000e-03, eta: 6:57:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8682, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.9493 2021-03-10 01:59:20,542 - mmaction - INFO - Epoch [121][360/940] lr: 4.000e-03, eta: 6:57:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6777, top5_acc: 0.8508, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.0069 2021-03-10 01:59:38,040 - mmaction - INFO - Epoch [121][380/940] lr: 4.000e-03, eta: 6:57:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8518, loss_cls: 1.3582, loss: 1.3582, grad_norm: 4.0384 2021-03-10 01:59:55,537 - mmaction - INFO - Epoch [121][400/940] lr: 4.000e-03, eta: 6:56:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6963, top5_acc: 0.8652, loss_cls: 1.2819, loss: 1.2819, grad_norm: 3.8761 2021-03-10 02:00:13,025 - mmaction - INFO - Epoch [121][420/940] lr: 4.000e-03, eta: 6:56:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8641, loss_cls: 1.3058, loss: 1.3058, grad_norm: 3.9513 2021-03-10 02:00:30,506 - mmaction - INFO - Epoch [121][440/940] lr: 4.000e-03, eta: 6:56:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8562, loss_cls: 1.3350, loss: 1.3350, grad_norm: 3.9981 2021-03-10 02:00:48,001 - mmaction - INFO - Epoch [121][460/940] lr: 4.000e-03, eta: 6:56:03, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6803, top5_acc: 0.8561, loss_cls: 1.3398, loss: 1.3398, grad_norm: 3.9324 2021-03-10 02:01:05,500 - mmaction - INFO - Epoch [121][480/940] lr: 4.000e-03, eta: 6:55:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8572, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.9356 2021-03-10 02:01:23,000 - mmaction - INFO - Epoch [121][500/940] lr: 4.000e-03, eta: 6:55:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8623, loss_cls: 1.3153, loss: 1.3153, grad_norm: 3.9041 2021-03-10 02:01:40,488 - mmaction - INFO - Epoch [121][520/940] lr: 4.000e-03, eta: 6:55:09, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8590, loss_cls: 1.3447, loss: 1.3447, grad_norm: 3.9265 2021-03-10 02:01:57,989 - mmaction - INFO - Epoch [121][540/940] lr: 4.000e-03, eta: 6:54:51, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6959, top5_acc: 0.8584, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.9447 2021-03-10 02:02:15,472 - mmaction - INFO - Epoch [121][560/940] lr: 4.000e-03, eta: 6:54:33, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8641, loss_cls: 1.3077, loss: 1.3077, grad_norm: 3.8677 2021-03-10 02:02:32,962 - mmaction - INFO - Epoch [121][580/940] lr: 4.000e-03, eta: 6:54:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8527, loss_cls: 1.3599, loss: 1.3599, grad_norm: 3.9922 2021-03-10 02:02:50,461 - mmaction - INFO - Epoch [121][600/940] lr: 4.000e-03, eta: 6:53:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6738, top5_acc: 0.8562, loss_cls: 1.3381, loss: 1.3381, grad_norm: 3.9539 2021-03-10 02:03:07,953 - mmaction - INFO - Epoch [121][620/940] lr: 4.000e-03, eta: 6:53:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8496, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.8910 2021-03-10 02:03:25,466 - mmaction - INFO - Epoch [121][640/940] lr: 4.000e-03, eta: 6:53:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8643, loss_cls: 1.2704, loss: 1.2704, grad_norm: 3.8977 2021-03-10 02:03:42,961 - mmaction - INFO - Epoch [121][660/940] lr: 4.000e-03, eta: 6:53:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6760, top5_acc: 0.8496, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.9169 2021-03-10 02:04:00,441 - mmaction - INFO - Epoch [121][680/940] lr: 4.000e-03, eta: 6:52:44, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8578, loss_cls: 1.3284, loss: 1.3284, grad_norm: 3.9247 2021-03-10 02:04:17,925 - mmaction - INFO - Epoch [121][700/940] lr: 4.000e-03, eta: 6:52:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8627, loss_cls: 1.2962, loss: 1.2962, grad_norm: 3.9114 2021-03-10 02:04:35,414 - mmaction - INFO - Epoch [121][720/940] lr: 4.000e-03, eta: 6:52:08, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7002, top5_acc: 0.8623, loss_cls: 1.2639, loss: 1.2639, grad_norm: 3.8059 2021-03-10 02:04:52,891 - mmaction - INFO - Epoch [121][740/940] lr: 4.000e-03, eta: 6:51:50, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8588, loss_cls: 1.3381, loss: 1.3381, grad_norm: 4.0283 2021-03-10 02:05:10,376 - mmaction - INFO - Epoch [121][760/940] lr: 4.000e-03, eta: 6:51:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8578, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.9278 2021-03-10 02:05:27,860 - mmaction - INFO - Epoch [121][780/940] lr: 4.000e-03, eta: 6:51:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6973, top5_acc: 0.8637, loss_cls: 1.2905, loss: 1.2905, grad_norm: 3.8718 2021-03-10 02:05:45,347 - mmaction - INFO - Epoch [121][800/940] lr: 4.000e-03, eta: 6:50:55, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8592, loss_cls: 1.3155, loss: 1.3155, grad_norm: 3.9919 2021-03-10 02:06:02,849 - mmaction - INFO - Epoch [121][820/940] lr: 4.000e-03, eta: 6:50:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8557, loss_cls: 1.3261, loss: 1.3261, grad_norm: 4.0250 2021-03-10 02:06:20,342 - mmaction - INFO - Epoch [121][840/940] lr: 4.000e-03, eta: 6:50:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8631, loss_cls: 1.2839, loss: 1.2839, grad_norm: 3.8755 2021-03-10 02:06:37,827 - mmaction - INFO - Epoch [121][860/940] lr: 4.000e-03, eta: 6:50:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8578, loss_cls: 1.3150, loss: 1.3150, grad_norm: 3.9525 2021-03-10 02:06:55,333 - mmaction - INFO - Epoch [121][880/940] lr: 4.000e-03, eta: 6:49:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8572, loss_cls: 1.3393, loss: 1.3393, grad_norm: 4.0027 2021-03-10 02:07:12,820 - mmaction - INFO - Epoch [121][900/940] lr: 4.000e-03, eta: 6:49:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6945, top5_acc: 0.8615, loss_cls: 1.2989, loss: 1.2989, grad_norm: 3.9598 2021-03-10 02:07:30,305 - mmaction - INFO - Epoch [121][920/940] lr: 4.000e-03, eta: 6:49:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6701, top5_acc: 0.8475, loss_cls: 1.3884, loss: 1.3884, grad_norm: 4.0335 2021-03-10 02:07:47,250 - mmaction - INFO - Epoch [121][940/940] lr: 4.000e-03, eta: 6:48:48, time: 0.847, data_time: 0.001, memory: 8896, top1_acc: 0.6765, top5_acc: 0.8549, loss_cls: 1.3655, loss: 1.3655, grad_norm: 4.1674 2021-03-10 02:07:48,959 - mmaction - INFO - Saving checkpoint at 121 epochs 2021-03-10 02:08:25,964 - mmaction - INFO - Epoch [122][20/940] lr: 4.000e-03, eta: 6:48:35, time: 1.823, data_time: 0.892, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8604, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.9473 2021-03-10 02:08:43,501 - mmaction - INFO - Epoch [122][40/940] lr: 4.000e-03, eta: 6:48:17, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8582, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.9487 2021-03-10 02:09:01,000 - mmaction - INFO - Epoch [122][60/940] lr: 4.000e-03, eta: 6:47:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6729, top5_acc: 0.8455, loss_cls: 1.3727, loss: 1.3727, grad_norm: 4.0141 2021-03-10 02:09:18,489 - mmaction - INFO - Epoch [122][80/940] lr: 4.000e-03, eta: 6:47:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6799, top5_acc: 0.8580, loss_cls: 1.3280, loss: 1.3280, grad_norm: 3.9296 2021-03-10 02:09:35,996 - mmaction - INFO - Epoch [122][100/940] lr: 4.000e-03, eta: 6:47:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8588, loss_cls: 1.3119, loss: 1.3119, grad_norm: 3.9576 2021-03-10 02:09:53,488 - mmaction - INFO - Epoch [122][120/940] lr: 4.000e-03, eta: 6:47:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8559, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.9967 2021-03-10 02:10:10,977 - mmaction - INFO - Epoch [122][140/940] lr: 4.000e-03, eta: 6:46:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8531, loss_cls: 1.3455, loss: 1.3455, grad_norm: 3.9902 2021-03-10 02:10:28,479 - mmaction - INFO - Epoch [122][160/940] lr: 4.000e-03, eta: 6:46:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8637, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.8266 2021-03-10 02:10:45,973 - mmaction - INFO - Epoch [122][180/940] lr: 4.000e-03, eta: 6:46:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8734, loss_cls: 1.2609, loss: 1.2609, grad_norm: 3.8486 2021-03-10 02:11:03,498 - mmaction - INFO - Epoch [122][200/940] lr: 4.000e-03, eta: 6:45:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6687, top5_acc: 0.8539, loss_cls: 1.3648, loss: 1.3648, grad_norm: 4.0254 2021-03-10 02:11:20,988 - mmaction - INFO - Epoch [122][220/940] lr: 4.000e-03, eta: 6:45:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8598, loss_cls: 1.3163, loss: 1.3163, grad_norm: 3.9189 2021-03-10 02:11:38,484 - mmaction - INFO - Epoch [122][240/940] lr: 4.000e-03, eta: 6:45:15, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6969, top5_acc: 0.8660, loss_cls: 1.2826, loss: 1.2826, grad_norm: 3.9376 2021-03-10 02:11:55,963 - mmaction - INFO - Epoch [122][260/940] lr: 4.000e-03, eta: 6:44:57, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8641, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.0325 2021-03-10 02:12:13,455 - mmaction - INFO - Epoch [122][280/940] lr: 4.000e-03, eta: 6:44:39, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8604, loss_cls: 1.3082, loss: 1.3082, grad_norm: 3.9472 2021-03-10 02:12:30,928 - mmaction - INFO - Epoch [122][300/940] lr: 4.000e-03, eta: 6:44:21, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8617, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.9594 2021-03-10 02:12:48,416 - mmaction - INFO - Epoch [122][320/940] lr: 4.000e-03, eta: 6:44:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8658, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.9250 2021-03-10 02:13:05,903 - mmaction - INFO - Epoch [122][340/940] lr: 4.000e-03, eta: 6:43:45, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8615, loss_cls: 1.3103, loss: 1.3103, grad_norm: 4.0349 2021-03-10 02:13:23,399 - mmaction - INFO - Epoch [122][360/940] lr: 4.000e-03, eta: 6:43:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8561, loss_cls: 1.3476, loss: 1.3476, grad_norm: 4.0561 2021-03-10 02:13:40,889 - mmaction - INFO - Epoch [122][380/940] lr: 4.000e-03, eta: 6:43:09, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6953, top5_acc: 0.8674, loss_cls: 1.2874, loss: 1.2874, grad_norm: 3.8976 2021-03-10 02:13:58,386 - mmaction - INFO - Epoch [122][400/940] lr: 4.000e-03, eta: 6:42:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8564, loss_cls: 1.2972, loss: 1.2972, grad_norm: 3.9482 2021-03-10 02:14:15,872 - mmaction - INFO - Epoch [122][420/940] lr: 4.000e-03, eta: 6:42:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8592, loss_cls: 1.3278, loss: 1.3278, grad_norm: 3.9951 2021-03-10 02:14:33,361 - mmaction - INFO - Epoch [122][440/940] lr: 4.000e-03, eta: 6:42:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8633, loss_cls: 1.2746, loss: 1.2746, grad_norm: 3.8741 2021-03-10 02:14:50,858 - mmaction - INFO - Epoch [122][460/940] lr: 4.000e-03, eta: 6:41:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6711, top5_acc: 0.8533, loss_cls: 1.3707, loss: 1.3707, grad_norm: 3.9886 2021-03-10 02:15:08,349 - mmaction - INFO - Epoch [122][480/940] lr: 4.000e-03, eta: 6:41:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6951, top5_acc: 0.8689, loss_cls: 1.2716, loss: 1.2716, grad_norm: 3.9478 2021-03-10 02:15:25,834 - mmaction - INFO - Epoch [122][500/940] lr: 4.000e-03, eta: 6:41:20, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8580, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.0261 2021-03-10 02:15:43,345 - mmaction - INFO - Epoch [122][520/940] lr: 4.000e-03, eta: 6:41:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8637, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.9682 2021-03-10 02:16:00,842 - mmaction - INFO - Epoch [122][540/940] lr: 4.000e-03, eta: 6:40:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8629, loss_cls: 1.2908, loss: 1.2908, grad_norm: 3.9385 2021-03-10 02:16:18,320 - mmaction - INFO - Epoch [122][560/940] lr: 4.000e-03, eta: 6:40:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8557, loss_cls: 1.3456, loss: 1.3456, grad_norm: 4.0262 2021-03-10 02:16:35,811 - mmaction - INFO - Epoch [122][580/940] lr: 4.000e-03, eta: 6:40:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8578, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.0516 2021-03-10 02:16:53,312 - mmaction - INFO - Epoch [122][600/940] lr: 4.000e-03, eta: 6:39:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8514, loss_cls: 1.3495, loss: 1.3495, grad_norm: 3.9515 2021-03-10 02:17:10,776 - mmaction - INFO - Epoch [122][620/940] lr: 4.000e-03, eta: 6:39:31, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.6975, top5_acc: 0.8686, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.9235 2021-03-10 02:17:28,255 - mmaction - INFO - Epoch [122][640/940] lr: 4.000e-03, eta: 6:39:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8553, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.9395 2021-03-10 02:17:45,735 - mmaction - INFO - Epoch [122][660/940] lr: 4.000e-03, eta: 6:38:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6725, top5_acc: 0.8602, loss_cls: 1.3512, loss: 1.3512, grad_norm: 4.0294 2021-03-10 02:18:03,264 - mmaction - INFO - Epoch [122][680/940] lr: 4.000e-03, eta: 6:38:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6773, top5_acc: 0.8607, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.0259 2021-03-10 02:18:20,761 - mmaction - INFO - Epoch [122][700/940] lr: 4.000e-03, eta: 6:38:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8594, loss_cls: 1.3091, loss: 1.3091, grad_norm: 3.9197 2021-03-10 02:18:38,251 - mmaction - INFO - Epoch [122][720/940] lr: 4.000e-03, eta: 6:38:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8492, loss_cls: 1.3568, loss: 1.3568, grad_norm: 3.9567 2021-03-10 02:18:55,747 - mmaction - INFO - Epoch [122][740/940] lr: 4.000e-03, eta: 6:37:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6811, top5_acc: 0.8562, loss_cls: 1.3311, loss: 1.3311, grad_norm: 3.9976 2021-03-10 02:19:13,242 - mmaction - INFO - Epoch [122][760/940] lr: 4.000e-03, eta: 6:37:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8559, loss_cls: 1.3300, loss: 1.3300, grad_norm: 3.9874 2021-03-10 02:19:30,732 - mmaction - INFO - Epoch [122][780/940] lr: 4.000e-03, eta: 6:37:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6779, top5_acc: 0.8586, loss_cls: 1.3532, loss: 1.3532, grad_norm: 4.0212 2021-03-10 02:19:48,231 - mmaction - INFO - Epoch [122][800/940] lr: 4.000e-03, eta: 6:36:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8537, loss_cls: 1.3199, loss: 1.3199, grad_norm: 3.9973 2021-03-10 02:20:05,728 - mmaction - INFO - Epoch [122][820/940] lr: 4.000e-03, eta: 6:36:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8584, loss_cls: 1.3247, loss: 1.3247, grad_norm: 3.9429 2021-03-10 02:20:23,210 - mmaction - INFO - Epoch [122][840/940] lr: 4.000e-03, eta: 6:36:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6875, top5_acc: 0.8594, loss_cls: 1.2985, loss: 1.2985, grad_norm: 3.9788 2021-03-10 02:20:40,701 - mmaction - INFO - Epoch [122][860/940] lr: 4.000e-03, eta: 6:35:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6941, top5_acc: 0.8650, loss_cls: 1.2790, loss: 1.2790, grad_norm: 3.9826 2021-03-10 02:20:58,200 - mmaction - INFO - Epoch [122][880/940] lr: 4.000e-03, eta: 6:35:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7018, top5_acc: 0.8650, loss_cls: 1.2737, loss: 1.2737, grad_norm: 3.9101 2021-03-10 02:21:15,693 - mmaction - INFO - Epoch [122][900/940] lr: 4.000e-03, eta: 6:35:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2695, loss: 1.2695, grad_norm: 3.9908 2021-03-10 02:21:33,200 - mmaction - INFO - Epoch [122][920/940] lr: 4.000e-03, eta: 6:34:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8631, loss_cls: 1.2939, loss: 1.2939, grad_norm: 3.9974 2021-03-10 02:21:50,162 - mmaction - INFO - Epoch [122][940/940] lr: 4.000e-03, eta: 6:34:41, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6772, top5_acc: 0.8600, loss_cls: 1.3441, loss: 1.3441, grad_norm: 4.0374 2021-03-10 02:21:50,761 - mmaction - INFO - Saving checkpoint at 122 epochs 2021-03-10 02:22:27,061 - mmaction - INFO - Epoch [123][20/940] lr: 4.000e-03, eta: 6:34:27, time: 1.792, data_time: 0.897, memory: 8896, top1_acc: 0.6799, top5_acc: 0.8543, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.9827 2021-03-10 02:22:44,596 - mmaction - INFO - Epoch [123][40/940] lr: 4.000e-03, eta: 6:34:09, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6838, top5_acc: 0.8604, loss_cls: 1.3192, loss: 1.3192, grad_norm: 3.9169 2021-03-10 02:23:02,093 - mmaction - INFO - Epoch [123][60/940] lr: 4.000e-03, eta: 6:33:51, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8615, loss_cls: 1.3101, loss: 1.3101, grad_norm: 4.0000 2021-03-10 02:23:19,580 - mmaction - INFO - Epoch [123][80/940] lr: 4.000e-03, eta: 6:33:33, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8535, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.0222 2021-03-10 02:23:37,063 - mmaction - INFO - Epoch [123][100/940] lr: 4.000e-03, eta: 6:33:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8580, loss_cls: 1.3278, loss: 1.3278, grad_norm: 4.0515 2021-03-10 02:23:54,557 - mmaction - INFO - Epoch [123][120/940] lr: 4.000e-03, eta: 6:32:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6949, top5_acc: 0.8691, loss_cls: 1.2868, loss: 1.2868, grad_norm: 3.9981 2021-03-10 02:24:12,046 - mmaction - INFO - Epoch [123][140/940] lr: 4.000e-03, eta: 6:32:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8646, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.9717 2021-03-10 02:24:29,544 - mmaction - INFO - Epoch [123][160/940] lr: 4.000e-03, eta: 6:32:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8645, loss_cls: 1.2955, loss: 1.2955, grad_norm: 3.9420 2021-03-10 02:24:47,040 - mmaction - INFO - Epoch [123][180/940] lr: 4.000e-03, eta: 6:32:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8570, loss_cls: 1.2955, loss: 1.2955, grad_norm: 3.9192 2021-03-10 02:25:04,530 - mmaction - INFO - Epoch [123][200/940] lr: 4.000e-03, eta: 6:31:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8578, loss_cls: 1.3159, loss: 1.3159, grad_norm: 4.0012 2021-03-10 02:25:22,004 - mmaction - INFO - Epoch [123][220/940] lr: 4.000e-03, eta: 6:31:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8549, loss_cls: 1.3282, loss: 1.3282, grad_norm: 4.0234 2021-03-10 02:25:39,489 - mmaction - INFO - Epoch [123][240/940] lr: 4.000e-03, eta: 6:31:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8555, loss_cls: 1.3127, loss: 1.3127, grad_norm: 4.0411 2021-03-10 02:25:56,989 - mmaction - INFO - Epoch [123][260/940] lr: 4.000e-03, eta: 6:30:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8641, loss_cls: 1.2938, loss: 1.2938, grad_norm: 3.9496 2021-03-10 02:26:14,477 - mmaction - INFO - Epoch [123][280/940] lr: 4.000e-03, eta: 6:30:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8617, loss_cls: 1.2957, loss: 1.2957, grad_norm: 3.9994 2021-03-10 02:26:31,964 - mmaction - INFO - Epoch [123][300/940] lr: 4.000e-03, eta: 6:30:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6682, top5_acc: 0.8475, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.0816 2021-03-10 02:26:49,463 - mmaction - INFO - Epoch [123][320/940] lr: 4.000e-03, eta: 6:29:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6838, top5_acc: 0.8564, loss_cls: 1.3181, loss: 1.3181, grad_norm: 3.9948 2021-03-10 02:27:06,950 - mmaction - INFO - Epoch [123][340/940] lr: 4.000e-03, eta: 6:29:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8531, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.0349 2021-03-10 02:27:24,440 - mmaction - INFO - Epoch [123][360/940] lr: 4.000e-03, eta: 6:29:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8568, loss_cls: 1.3219, loss: 1.3219, grad_norm: 4.0427 2021-03-10 02:27:41,931 - mmaction - INFO - Epoch [123][380/940] lr: 4.000e-03, eta: 6:29:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7039, top5_acc: 0.8723, loss_cls: 1.2454, loss: 1.2454, grad_norm: 3.9390 2021-03-10 02:27:59,431 - mmaction - INFO - Epoch [123][400/940] lr: 4.000e-03, eta: 6:28:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8582, loss_cls: 1.3126, loss: 1.3126, grad_norm: 4.0660 2021-03-10 02:28:16,912 - mmaction - INFO - Epoch [123][420/940] lr: 4.000e-03, eta: 6:28:25, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8613, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.0377 2021-03-10 02:28:34,408 - mmaction - INFO - Epoch [123][440/940] lr: 4.000e-03, eta: 6:28:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8619, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.0037 2021-03-10 02:28:51,903 - mmaction - INFO - Epoch [123][460/940] lr: 4.000e-03, eta: 6:27:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8590, loss_cls: 1.3118, loss: 1.3118, grad_norm: 4.0355 2021-03-10 02:29:09,394 - mmaction - INFO - Epoch [123][480/940] lr: 4.000e-03, eta: 6:27:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8561, loss_cls: 1.3238, loss: 1.3238, grad_norm: 3.9689 2021-03-10 02:29:26,887 - mmaction - INFO - Epoch [123][500/940] lr: 4.000e-03, eta: 6:27:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6963, top5_acc: 0.8666, loss_cls: 1.2890, loss: 1.2890, grad_norm: 3.9810 2021-03-10 02:29:44,375 - mmaction - INFO - Epoch [123][520/940] lr: 4.000e-03, eta: 6:26:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8605, loss_cls: 1.3116, loss: 1.3116, grad_norm: 4.0437 2021-03-10 02:30:01,868 - mmaction - INFO - Epoch [123][540/940] lr: 4.000e-03, eta: 6:26:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8586, loss_cls: 1.3316, loss: 1.3316, grad_norm: 4.0081 2021-03-10 02:30:19,343 - mmaction - INFO - Epoch [123][560/940] lr: 4.000e-03, eta: 6:26:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8572, loss_cls: 1.3006, loss: 1.3006, grad_norm: 3.9265 2021-03-10 02:30:36,822 - mmaction - INFO - Epoch [123][580/940] lr: 4.000e-03, eta: 6:26:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8609, loss_cls: 1.3305, loss: 1.3305, grad_norm: 3.9865 2021-03-10 02:30:54,332 - mmaction - INFO - Epoch [123][600/940] lr: 4.000e-03, eta: 6:25:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8564, loss_cls: 1.3352, loss: 1.3352, grad_norm: 4.0164 2021-03-10 02:31:11,820 - mmaction - INFO - Epoch [123][620/940] lr: 4.000e-03, eta: 6:25:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8561, loss_cls: 1.3484, loss: 1.3484, grad_norm: 4.0588 2021-03-10 02:31:29,316 - mmaction - INFO - Epoch [123][640/940] lr: 4.000e-03, eta: 6:25:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8658, loss_cls: 1.2901, loss: 1.2901, grad_norm: 3.9770 2021-03-10 02:31:46,799 - mmaction - INFO - Epoch [123][660/940] lr: 4.000e-03, eta: 6:24:48, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8543, loss_cls: 1.3524, loss: 1.3524, grad_norm: 4.0426 2021-03-10 02:32:04,298 - mmaction - INFO - Epoch [123][680/940] lr: 4.000e-03, eta: 6:24:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6799, top5_acc: 0.8551, loss_cls: 1.3259, loss: 1.3259, grad_norm: 3.9567 2021-03-10 02:32:21,789 - mmaction - INFO - Epoch [123][700/940] lr: 4.000e-03, eta: 6:24:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8672, loss_cls: 1.2820, loss: 1.2820, grad_norm: 3.9254 2021-03-10 02:32:39,289 - mmaction - INFO - Epoch [123][720/940] lr: 4.000e-03, eta: 6:23:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8592, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.0040 2021-03-10 02:32:56,795 - mmaction - INFO - Epoch [123][740/940] lr: 4.000e-03, eta: 6:23:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8557, loss_cls: 1.3207, loss: 1.3207, grad_norm: 4.0252 2021-03-10 02:33:14,288 - mmaction - INFO - Epoch [123][760/940] lr: 4.000e-03, eta: 6:23:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8480, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.0219 2021-03-10 02:33:31,773 - mmaction - INFO - Epoch [123][780/940] lr: 4.000e-03, eta: 6:22:59, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8607, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.0689 2021-03-10 02:33:49,261 - mmaction - INFO - Epoch [123][800/940] lr: 4.000e-03, eta: 6:22:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6766, top5_acc: 0.8576, loss_cls: 1.3452, loss: 1.3452, grad_norm: 4.1390 2021-03-10 02:34:06,744 - mmaction - INFO - Epoch [123][820/940] lr: 4.000e-03, eta: 6:22:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6680, top5_acc: 0.8561, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.0419 2021-03-10 02:34:24,221 - mmaction - INFO - Epoch [123][840/940] lr: 4.000e-03, eta: 6:22:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8574, loss_cls: 1.3379, loss: 1.3379, grad_norm: 4.0019 2021-03-10 02:34:41,693 - mmaction - INFO - Epoch [123][860/940] lr: 4.000e-03, eta: 6:21:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8572, loss_cls: 1.3442, loss: 1.3442, grad_norm: 4.0186 2021-03-10 02:34:59,175 - mmaction - INFO - Epoch [123][880/940] lr: 4.000e-03, eta: 6:21:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8598, loss_cls: 1.3234, loss: 1.3234, grad_norm: 4.0819 2021-03-10 02:35:16,652 - mmaction - INFO - Epoch [123][900/940] lr: 4.000e-03, eta: 6:21:11, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6797, top5_acc: 0.8596, loss_cls: 1.3341, loss: 1.3341, grad_norm: 4.0013 2021-03-10 02:35:34,141 - mmaction - INFO - Epoch [123][920/940] lr: 4.000e-03, eta: 6:20:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8523, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.0056 2021-03-10 02:35:51,084 - mmaction - INFO - Epoch [123][940/940] lr: 4.000e-03, eta: 6:20:34, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8588, loss_cls: 1.3309, loss: 1.3309, grad_norm: 4.0113 2021-03-10 02:35:51,834 - mmaction - INFO - Saving checkpoint at 123 epochs 2021-03-10 02:36:29,674 - mmaction - INFO - Epoch [124][20/940] lr: 4.000e-03, eta: 6:20:20, time: 1.826, data_time: 0.915, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8590, loss_cls: 1.3130, loss: 1.3130, grad_norm: 3.9911 2021-03-10 02:36:47,157 - mmaction - INFO - Epoch [124][40/940] lr: 4.000e-03, eta: 6:20:02, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8639, loss_cls: 1.2847, loss: 1.2847, grad_norm: 3.9913 2021-03-10 02:37:04,630 - mmaction - INFO - Epoch [124][60/940] lr: 4.000e-03, eta: 6:19:44, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8598, loss_cls: 1.3029, loss: 1.3029, grad_norm: 4.0083 2021-03-10 02:37:22,142 - mmaction - INFO - Epoch [124][80/940] lr: 4.000e-03, eta: 6:19:26, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6916, top5_acc: 0.8564, loss_cls: 1.3158, loss: 1.3158, grad_norm: 3.9722 2021-03-10 02:37:39,631 - mmaction - INFO - Epoch [124][100/940] lr: 4.000e-03, eta: 6:19:08, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8594, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.0312 2021-03-10 02:37:57,104 - mmaction - INFO - Epoch [124][120/940] lr: 4.000e-03, eta: 6:18:50, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.6834, top5_acc: 0.8623, loss_cls: 1.3205, loss: 1.3205, grad_norm: 4.0643 2021-03-10 02:38:14,584 - mmaction - INFO - Epoch [124][140/940] lr: 4.000e-03, eta: 6:18:32, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8564, loss_cls: 1.3228, loss: 1.3228, grad_norm: 4.0322 2021-03-10 02:38:32,071 - mmaction - INFO - Epoch [124][160/940] lr: 4.000e-03, eta: 6:18:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8635, loss_cls: 1.2877, loss: 1.2877, grad_norm: 4.0176 2021-03-10 02:38:49,557 - mmaction - INFO - Epoch [124][180/940] lr: 4.000e-03, eta: 6:17:55, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8625, loss_cls: 1.3160, loss: 1.3160, grad_norm: 4.0336 2021-03-10 02:39:07,047 - mmaction - INFO - Epoch [124][200/940] lr: 4.000e-03, eta: 6:17:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6893, top5_acc: 0.8580, loss_cls: 1.3039, loss: 1.3039, grad_norm: 3.9859 2021-03-10 02:39:24,547 - mmaction - INFO - Epoch [124][220/940] lr: 4.000e-03, eta: 6:17:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8621, loss_cls: 1.3148, loss: 1.3148, grad_norm: 4.0338 2021-03-10 02:39:42,031 - mmaction - INFO - Epoch [124][240/940] lr: 4.000e-03, eta: 6:17:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6740, top5_acc: 0.8574, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.0614 2021-03-10 02:39:59,514 - mmaction - INFO - Epoch [124][260/940] lr: 4.000e-03, eta: 6:16:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8598, loss_cls: 1.3208, loss: 1.3208, grad_norm: 4.0324 2021-03-10 02:40:17,010 - mmaction - INFO - Epoch [124][280/940] lr: 4.000e-03, eta: 6:16:25, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8666, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.9779 2021-03-10 02:40:34,484 - mmaction - INFO - Epoch [124][300/940] lr: 4.000e-03, eta: 6:16:07, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6916, top5_acc: 0.8609, loss_cls: 1.2868, loss: 1.2868, grad_norm: 4.0228 2021-03-10 02:40:51,985 - mmaction - INFO - Epoch [124][320/940] lr: 4.000e-03, eta: 6:15:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7061, top5_acc: 0.8619, loss_cls: 1.2634, loss: 1.2634, grad_norm: 4.0122 2021-03-10 02:41:09,484 - mmaction - INFO - Epoch [124][340/940] lr: 4.000e-03, eta: 6:15:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6965, top5_acc: 0.8555, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.1054 2021-03-10 02:41:26,958 - mmaction - INFO - Epoch [124][360/940] lr: 4.000e-03, eta: 6:15:12, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8547, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.1178 2021-03-10 02:41:44,455 - mmaction - INFO - Epoch [124][380/940] lr: 4.000e-03, eta: 6:14:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8555, loss_cls: 1.3278, loss: 1.3278, grad_norm: 4.0872 2021-03-10 02:42:01,942 - mmaction - INFO - Epoch [124][400/940] lr: 4.000e-03, eta: 6:14:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8635, loss_cls: 1.2959, loss: 1.2959, grad_norm: 4.0963 2021-03-10 02:42:19,436 - mmaction - INFO - Epoch [124][420/940] lr: 4.000e-03, eta: 6:14:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6922, top5_acc: 0.8664, loss_cls: 1.2881, loss: 1.2881, grad_norm: 4.0252 2021-03-10 02:42:36,930 - mmaction - INFO - Epoch [124][440/940] lr: 4.000e-03, eta: 6:14:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8621, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.0544 2021-03-10 02:42:54,412 - mmaction - INFO - Epoch [124][460/940] lr: 4.000e-03, eta: 6:13:42, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8662, loss_cls: 1.3085, loss: 1.3085, grad_norm: 4.1416 2021-03-10 02:43:11,920 - mmaction - INFO - Epoch [124][480/940] lr: 4.000e-03, eta: 6:13:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8604, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.9843 2021-03-10 02:43:29,405 - mmaction - INFO - Epoch [124][500/940] lr: 4.000e-03, eta: 6:13:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6939, top5_acc: 0.8645, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.9613 2021-03-10 02:43:46,927 - mmaction - INFO - Epoch [124][520/940] lr: 4.000e-03, eta: 6:12:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6873, top5_acc: 0.8541, loss_cls: 1.3500, loss: 1.3500, grad_norm: 4.0566 2021-03-10 02:44:04,405 - mmaction - INFO - Epoch [124][540/940] lr: 4.000e-03, eta: 6:12:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6820, top5_acc: 0.8564, loss_cls: 1.3306, loss: 1.3306, grad_norm: 4.0246 2021-03-10 02:44:21,898 - mmaction - INFO - Epoch [124][560/940] lr: 4.000e-03, eta: 6:12:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8654, loss_cls: 1.2639, loss: 1.2639, grad_norm: 3.9681 2021-03-10 02:44:39,412 - mmaction - INFO - Epoch [124][580/940] lr: 4.000e-03, eta: 6:11:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6756, top5_acc: 0.8613, loss_cls: 1.3276, loss: 1.3276, grad_norm: 4.0906 2021-03-10 02:44:56,899 - mmaction - INFO - Epoch [124][600/940] lr: 4.000e-03, eta: 6:11:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8619, loss_cls: 1.3206, loss: 1.3206, grad_norm: 4.1308 2021-03-10 02:45:14,397 - mmaction - INFO - Epoch [124][620/940] lr: 4.000e-03, eta: 6:11:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8604, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.1197 2021-03-10 02:45:31,891 - mmaction - INFO - Epoch [124][640/940] lr: 4.000e-03, eta: 6:10:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8637, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.0643 2021-03-10 02:45:49,405 - mmaction - INFO - Epoch [124][660/940] lr: 4.000e-03, eta: 6:10:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8561, loss_cls: 1.3067, loss: 1.3067, grad_norm: 3.9669 2021-03-10 02:46:06,904 - mmaction - INFO - Epoch [124][680/940] lr: 4.000e-03, eta: 6:10:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8645, loss_cls: 1.2817, loss: 1.2817, grad_norm: 4.0394 2021-03-10 02:46:24,394 - mmaction - INFO - Epoch [124][700/940] lr: 4.000e-03, eta: 6:10:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8666, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.0369 2021-03-10 02:46:41,902 - mmaction - INFO - Epoch [124][720/940] lr: 4.000e-03, eta: 6:09:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8596, loss_cls: 1.3247, loss: 1.3247, grad_norm: 3.9772 2021-03-10 02:46:59,401 - mmaction - INFO - Epoch [124][740/940] lr: 4.000e-03, eta: 6:09:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6775, top5_acc: 0.8475, loss_cls: 1.3705, loss: 1.3705, grad_norm: 4.1629 2021-03-10 02:47:16,890 - mmaction - INFO - Epoch [124][760/940] lr: 4.000e-03, eta: 6:09:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6852, top5_acc: 0.8584, loss_cls: 1.3155, loss: 1.3155, grad_norm: 4.0136 2021-03-10 02:47:34,396 - mmaction - INFO - Epoch [124][780/940] lr: 4.000e-03, eta: 6:08:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8598, loss_cls: 1.3162, loss: 1.3162, grad_norm: 4.1097 2021-03-10 02:47:51,888 - mmaction - INFO - Epoch [124][800/940] lr: 4.000e-03, eta: 6:08:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8578, loss_cls: 1.3440, loss: 1.3440, grad_norm: 4.1117 2021-03-10 02:48:09,396 - mmaction - INFO - Epoch [124][820/940] lr: 4.000e-03, eta: 6:08:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8559, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.9261 2021-03-10 02:48:26,897 - mmaction - INFO - Epoch [124][840/940] lr: 4.000e-03, eta: 6:07:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8537, loss_cls: 1.3369, loss: 1.3369, grad_norm: 4.0113 2021-03-10 02:48:44,384 - mmaction - INFO - Epoch [124][860/940] lr: 4.000e-03, eta: 6:07:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8553, loss_cls: 1.3183, loss: 1.3183, grad_norm: 4.0676 2021-03-10 02:49:01,890 - mmaction - INFO - Epoch [124][880/940] lr: 4.000e-03, eta: 6:07:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8605, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.0319 2021-03-10 02:49:19,383 - mmaction - INFO - Epoch [124][900/940] lr: 4.000e-03, eta: 6:07:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6980, top5_acc: 0.8674, loss_cls: 1.2599, loss: 1.2599, grad_norm: 3.9792 2021-03-10 02:49:36,876 - mmaction - INFO - Epoch [124][920/940] lr: 4.000e-03, eta: 6:06:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8668, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.9197 2021-03-10 02:49:53,839 - mmaction - INFO - Epoch [124][940/940] lr: 4.000e-03, eta: 6:06:27, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.7033, top5_acc: 0.8689, loss_cls: 1.2460, loss: 1.2460, grad_norm: 3.9509 2021-03-10 02:49:54,487 - mmaction - INFO - Saving checkpoint at 124 epochs 2021-03-10 02:50:32,952 - mmaction - INFO - Epoch [125][20/940] lr: 4.000e-03, eta: 6:06:14, time: 1.894, data_time: 1.018, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8592, loss_cls: 1.3194, loss: 1.3194, grad_norm: 4.0115 2021-03-10 02:50:50,473 - mmaction - INFO - Epoch [125][40/940] lr: 4.000e-03, eta: 6:05:55, time: 0.876, data_time: 0.003, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8598, loss_cls: 1.3123, loss: 1.3123, grad_norm: 3.9983 2021-03-10 02:51:07,983 - mmaction - INFO - Epoch [125][60/940] lr: 4.000e-03, eta: 6:05:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6875, top5_acc: 0.8580, loss_cls: 1.3257, loss: 1.3257, grad_norm: 4.0125 2021-03-10 02:51:25,468 - mmaction - INFO - Epoch [125][80/940] lr: 4.000e-03, eta: 6:05:19, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6965, top5_acc: 0.8682, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.0167 2021-03-10 02:51:42,971 - mmaction - INFO - Epoch [125][100/940] lr: 4.000e-03, eta: 6:05:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8586, loss_cls: 1.3329, loss: 1.3329, grad_norm: 4.0887 2021-03-10 02:52:00,484 - mmaction - INFO - Epoch [125][120/940] lr: 4.000e-03, eta: 6:04:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8674, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.9125 2021-03-10 02:52:18,007 - mmaction - INFO - Epoch [125][140/940] lr: 4.000e-03, eta: 6:04:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6955, top5_acc: 0.8629, loss_cls: 1.2912, loss: 1.2912, grad_norm: 4.0514 2021-03-10 02:52:35,525 - mmaction - INFO - Epoch [125][160/940] lr: 4.000e-03, eta: 6:04:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8598, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.1377 2021-03-10 02:52:53,027 - mmaction - INFO - Epoch [125][180/940] lr: 4.000e-03, eta: 6:03:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8635, loss_cls: 1.2944, loss: 1.2944, grad_norm: 4.1213 2021-03-10 02:53:10,535 - mmaction - INFO - Epoch [125][200/940] lr: 4.000e-03, eta: 6:03:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8648, loss_cls: 1.2979, loss: 1.2979, grad_norm: 4.0711 2021-03-10 02:53:28,068 - mmaction - INFO - Epoch [125][220/940] lr: 4.000e-03, eta: 6:03:13, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8607, loss_cls: 1.2870, loss: 1.2870, grad_norm: 3.9587 2021-03-10 02:53:45,580 - mmaction - INFO - Epoch [125][240/940] lr: 4.000e-03, eta: 6:02:54, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8572, loss_cls: 1.2837, loss: 1.2837, grad_norm: 4.0068 2021-03-10 02:54:03,074 - mmaction - INFO - Epoch [125][260/940] lr: 4.000e-03, eta: 6:02:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8574, loss_cls: 1.2942, loss: 1.2942, grad_norm: 4.0711 2021-03-10 02:54:20,574 - mmaction - INFO - Epoch [125][280/940] lr: 4.000e-03, eta: 6:02:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8643, loss_cls: 1.3178, loss: 1.3178, grad_norm: 4.1119 2021-03-10 02:54:38,065 - mmaction - INFO - Epoch [125][300/940] lr: 4.000e-03, eta: 6:02:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6947, top5_acc: 0.8711, loss_cls: 1.2604, loss: 1.2604, grad_norm: 4.0047 2021-03-10 02:54:55,585 - mmaction - INFO - Epoch [125][320/940] lr: 4.000e-03, eta: 6:01:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8652, loss_cls: 1.2943, loss: 1.2943, grad_norm: 4.1311 2021-03-10 02:55:13,094 - mmaction - INFO - Epoch [125][340/940] lr: 4.000e-03, eta: 6:01:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8592, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.0751 2021-03-10 02:55:30,599 - mmaction - INFO - Epoch [125][360/940] lr: 4.000e-03, eta: 6:01:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8617, loss_cls: 1.3342, loss: 1.3342, grad_norm: 4.1112 2021-03-10 02:55:48,105 - mmaction - INFO - Epoch [125][380/940] lr: 4.000e-03, eta: 6:00:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8605, loss_cls: 1.3239, loss: 1.3239, grad_norm: 3.9966 2021-03-10 02:56:05,603 - mmaction - INFO - Epoch [125][400/940] lr: 4.000e-03, eta: 6:00:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6916, top5_acc: 0.8609, loss_cls: 1.2986, loss: 1.2986, grad_norm: 4.0553 2021-03-10 02:56:23,091 - mmaction - INFO - Epoch [125][420/940] lr: 4.000e-03, eta: 6:00:12, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6900, top5_acc: 0.8592, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.0362 2021-03-10 02:56:40,578 - mmaction - INFO - Epoch [125][440/940] lr: 4.000e-03, eta: 5:59:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8592, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.1180 2021-03-10 02:56:58,083 - mmaction - INFO - Epoch [125][460/940] lr: 4.000e-03, eta: 5:59:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8639, loss_cls: 1.2996, loss: 1.2996, grad_norm: 4.0608 2021-03-10 02:57:15,570 - mmaction - INFO - Epoch [125][480/940] lr: 4.000e-03, eta: 5:59:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8561, loss_cls: 1.3489, loss: 1.3489, grad_norm: 4.0464 2021-03-10 02:57:33,087 - mmaction - INFO - Epoch [125][500/940] lr: 4.000e-03, eta: 5:58:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8643, loss_cls: 1.2871, loss: 1.2871, grad_norm: 4.0460 2021-03-10 02:57:50,583 - mmaction - INFO - Epoch [125][520/940] lr: 4.000e-03, eta: 5:58:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8652, loss_cls: 1.2866, loss: 1.2866, grad_norm: 4.0446 2021-03-10 02:58:08,085 - mmaction - INFO - Epoch [125][540/940] lr: 4.000e-03, eta: 5:58:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8602, loss_cls: 1.3029, loss: 1.3029, grad_norm: 4.0335 2021-03-10 02:58:25,566 - mmaction - INFO - Epoch [125][560/940] lr: 4.000e-03, eta: 5:58:05, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8602, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.0180 2021-03-10 02:58:43,050 - mmaction - INFO - Epoch [125][580/940] lr: 4.000e-03, eta: 5:57:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6809, top5_acc: 0.8615, loss_cls: 1.3130, loss: 1.3130, grad_norm: 4.0257 2021-03-10 02:59:00,548 - mmaction - INFO - Epoch [125][600/940] lr: 4.000e-03, eta: 5:57:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8592, loss_cls: 1.3242, loss: 1.3242, grad_norm: 4.0784 2021-03-10 02:59:18,045 - mmaction - INFO - Epoch [125][620/940] lr: 4.000e-03, eta: 5:57:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8721, loss_cls: 1.2755, loss: 1.2755, grad_norm: 4.1169 2021-03-10 02:59:35,527 - mmaction - INFO - Epoch [125][640/940] lr: 4.000e-03, eta: 5:56:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6758, top5_acc: 0.8584, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.1875 2021-03-10 02:59:53,009 - mmaction - INFO - Epoch [125][660/940] lr: 4.000e-03, eta: 5:56:34, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6859, top5_acc: 0.8648, loss_cls: 1.3020, loss: 1.3020, grad_norm: 4.0703 2021-03-10 03:00:10,490 - mmaction - INFO - Epoch [125][680/940] lr: 4.000e-03, eta: 5:56:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8680, loss_cls: 1.2973, loss: 1.2973, grad_norm: 4.1406 2021-03-10 03:00:27,975 - mmaction - INFO - Epoch [125][700/940] lr: 4.000e-03, eta: 5:55:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8625, loss_cls: 1.2953, loss: 1.2953, grad_norm: 4.1116 2021-03-10 03:00:45,472 - mmaction - INFO - Epoch [125][720/940] lr: 4.000e-03, eta: 5:55:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8596, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.1105 2021-03-10 03:01:02,989 - mmaction - INFO - Epoch [125][740/940] lr: 4.000e-03, eta: 5:55:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8580, loss_cls: 1.3222, loss: 1.3222, grad_norm: 4.0635 2021-03-10 03:01:20,484 - mmaction - INFO - Epoch [125][760/940] lr: 4.000e-03, eta: 5:55:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8623, loss_cls: 1.3029, loss: 1.3029, grad_norm: 4.0459 2021-03-10 03:01:37,999 - mmaction - INFO - Epoch [125][780/940] lr: 4.000e-03, eta: 5:54:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6799, top5_acc: 0.8516, loss_cls: 1.3350, loss: 1.3350, grad_norm: 4.1163 2021-03-10 03:01:55,503 - mmaction - INFO - Epoch [125][800/940] lr: 4.000e-03, eta: 5:54:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8512, loss_cls: 1.3321, loss: 1.3321, grad_norm: 4.0729 2021-03-10 03:02:12,998 - mmaction - INFO - Epoch [125][820/940] lr: 4.000e-03, eta: 5:54:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6906, top5_acc: 0.8514, loss_cls: 1.3212, loss: 1.3212, grad_norm: 4.0584 2021-03-10 03:02:30,483 - mmaction - INFO - Epoch [125][840/940] lr: 4.000e-03, eta: 5:53:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6932, top5_acc: 0.8629, loss_cls: 1.2869, loss: 1.2869, grad_norm: 4.0965 2021-03-10 03:02:47,966 - mmaction - INFO - Epoch [125][860/940] lr: 4.000e-03, eta: 5:53:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6994, top5_acc: 0.8594, loss_cls: 1.2849, loss: 1.2849, grad_norm: 3.9589 2021-03-10 03:03:05,452 - mmaction - INFO - Epoch [125][880/940] lr: 4.000e-03, eta: 5:53:15, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8623, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.1213 2021-03-10 03:03:22,963 - mmaction - INFO - Epoch [125][900/940] lr: 4.000e-03, eta: 5:52:57, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8582, loss_cls: 1.3219, loss: 1.3219, grad_norm: 4.0616 2021-03-10 03:03:40,443 - mmaction - INFO - Epoch [125][920/940] lr: 4.000e-03, eta: 5:52:39, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8598, loss_cls: 1.3173, loss: 1.3173, grad_norm: 4.0799 2021-03-10 03:03:57,410 - mmaction - INFO - Epoch [125][940/940] lr: 4.000e-03, eta: 5:52:21, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6812, top5_acc: 0.8590, loss_cls: 1.3304, loss: 1.3304, grad_norm: 4.0334 2021-03-10 03:03:58,017 - mmaction - INFO - Saving checkpoint at 125 epochs 2021-03-10 03:04:32,000 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 03:04:32,679 - mmaction - INFO - top1_acc 0.6827 top5_acc 0.8748 2021-03-10 03:04:32,679 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 03:04:32,706 - mmaction - INFO - mean_acc 0.6826 2021-03-10 03:04:32,719 - mmaction - INFO - Epoch(val) [125][940] top1_acc: 0.6827, top5_acc: 0.8748, mean_class_accuracy: 0.6826 2021-03-10 03:05:22,432 - mmaction - INFO - Epoch [126][20/940] lr: 4.000e-03, eta: 5:52:09, time: 2.485, data_time: 1.441, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8627, loss_cls: 1.2950, loss: 1.2950, grad_norm: 4.0063 2021-03-10 03:05:39,997 - mmaction - INFO - Epoch [126][40/940] lr: 4.000e-03, eta: 5:51:51, time: 0.878, data_time: 0.005, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8584, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.1287 2021-03-10 03:05:57,505 - mmaction - INFO - Epoch [126][60/940] lr: 4.000e-03, eta: 5:51:33, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8559, loss_cls: 1.3055, loss: 1.3055, grad_norm: 4.1098 2021-03-10 03:06:15,003 - mmaction - INFO - Epoch [126][80/940] lr: 4.000e-03, eta: 5:51:15, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8607, loss_cls: 1.2903, loss: 1.2903, grad_norm: 3.9749 2021-03-10 03:06:32,510 - mmaction - INFO - Epoch [126][100/940] lr: 4.000e-03, eta: 5:50:57, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8537, loss_cls: 1.3618, loss: 1.3618, grad_norm: 4.0654 2021-03-10 03:06:50,013 - mmaction - INFO - Epoch [126][120/940] lr: 4.000e-03, eta: 5:50:39, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8600, loss_cls: 1.3027, loss: 1.3027, grad_norm: 4.1041 2021-03-10 03:07:07,510 - mmaction - INFO - Epoch [126][140/940] lr: 4.000e-03, eta: 5:50:21, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6881, top5_acc: 0.8637, loss_cls: 1.2921, loss: 1.2921, grad_norm: 4.1017 2021-03-10 03:07:25,001 - mmaction - INFO - Epoch [126][160/940] lr: 4.000e-03, eta: 5:50:03, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6898, top5_acc: 0.8656, loss_cls: 1.2773, loss: 1.2773, grad_norm: 4.0926 2021-03-10 03:07:42,499 - mmaction - INFO - Epoch [126][180/940] lr: 4.000e-03, eta: 5:49:45, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8561, loss_cls: 1.3503, loss: 1.3503, grad_norm: 4.1792 2021-03-10 03:07:59,996 - mmaction - INFO - Epoch [126][200/940] lr: 4.000e-03, eta: 5:49:27, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8654, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.0452 2021-03-10 03:08:17,489 - mmaction - INFO - Epoch [126][220/940] lr: 4.000e-03, eta: 5:49:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8566, loss_cls: 1.3458, loss: 1.3458, grad_norm: 4.1546 2021-03-10 03:08:34,968 - mmaction - INFO - Epoch [126][240/940] lr: 4.000e-03, eta: 5:48:50, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8705, loss_cls: 1.2747, loss: 1.2747, grad_norm: 4.0819 2021-03-10 03:08:52,467 - mmaction - INFO - Epoch [126][260/940] lr: 4.000e-03, eta: 5:48:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6936, top5_acc: 0.8596, loss_cls: 1.3255, loss: 1.3255, grad_norm: 4.0718 2021-03-10 03:09:09,965 - mmaction - INFO - Epoch [126][280/940] lr: 4.000e-03, eta: 5:48:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8627, loss_cls: 1.2664, loss: 1.2664, grad_norm: 4.0039 2021-03-10 03:09:27,453 - mmaction - INFO - Epoch [126][300/940] lr: 4.000e-03, eta: 5:47:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8658, loss_cls: 1.3149, loss: 1.3149, grad_norm: 4.1101 2021-03-10 03:09:44,957 - mmaction - INFO - Epoch [126][320/940] lr: 4.000e-03, eta: 5:47:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6945, top5_acc: 0.8637, loss_cls: 1.2750, loss: 1.2750, grad_norm: 4.0773 2021-03-10 03:10:02,449 - mmaction - INFO - Epoch [126][340/940] lr: 4.000e-03, eta: 5:47:20, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8623, loss_cls: 1.2835, loss: 1.2835, grad_norm: 4.0674 2021-03-10 03:10:19,927 - mmaction - INFO - Epoch [126][360/940] lr: 4.000e-03, eta: 5:47:02, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8623, loss_cls: 1.2760, loss: 1.2760, grad_norm: 4.1304 2021-03-10 03:10:37,415 - mmaction - INFO - Epoch [126][380/940] lr: 4.000e-03, eta: 5:46:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6859, top5_acc: 0.8646, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.1611 2021-03-10 03:10:54,901 - mmaction - INFO - Epoch [126][400/940] lr: 4.000e-03, eta: 5:46:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8627, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.0949 2021-03-10 03:11:12,395 - mmaction - INFO - Epoch [126][420/940] lr: 4.000e-03, eta: 5:46:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6906, top5_acc: 0.8549, loss_cls: 1.3062, loss: 1.3062, grad_norm: 4.1171 2021-03-10 03:11:29,898 - mmaction - INFO - Epoch [126][440/940] lr: 4.000e-03, eta: 5:45:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8668, loss_cls: 1.2844, loss: 1.2844, grad_norm: 4.1058 2021-03-10 03:11:47,403 - mmaction - INFO - Epoch [126][460/940] lr: 4.000e-03, eta: 5:45:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8588, loss_cls: 1.3048, loss: 1.3048, grad_norm: 4.0657 2021-03-10 03:12:04,892 - mmaction - INFO - Epoch [126][480/940] lr: 4.000e-03, eta: 5:45:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8605, loss_cls: 1.2811, loss: 1.2811, grad_norm: 4.0728 2021-03-10 03:12:22,385 - mmaction - INFO - Epoch [126][500/940] lr: 4.000e-03, eta: 5:44:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8592, loss_cls: 1.3136, loss: 1.3136, grad_norm: 4.1528 2021-03-10 03:12:39,879 - mmaction - INFO - Epoch [126][520/940] lr: 4.000e-03, eta: 5:44:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8572, loss_cls: 1.3322, loss: 1.3322, grad_norm: 4.2253 2021-03-10 03:12:57,381 - mmaction - INFO - Epoch [126][540/940] lr: 4.000e-03, eta: 5:44:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6936, top5_acc: 0.8643, loss_cls: 1.2898, loss: 1.2898, grad_norm: 4.0737 2021-03-10 03:13:14,871 - mmaction - INFO - Epoch [126][560/940] lr: 4.000e-03, eta: 5:44:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6881, top5_acc: 0.8586, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.0981 2021-03-10 03:13:32,361 - mmaction - INFO - Epoch [126][580/940] lr: 4.000e-03, eta: 5:43:43, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8627, loss_cls: 1.2972, loss: 1.2972, grad_norm: 4.0332 2021-03-10 03:13:49,849 - mmaction - INFO - Epoch [126][600/940] lr: 4.000e-03, eta: 5:43:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8639, loss_cls: 1.2810, loss: 1.2810, grad_norm: 4.0709 2021-03-10 03:14:07,332 - mmaction - INFO - Epoch [126][620/940] lr: 4.000e-03, eta: 5:43:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6840, top5_acc: 0.8643, loss_cls: 1.2866, loss: 1.2866, grad_norm: 4.1609 2021-03-10 03:14:24,836 - mmaction - INFO - Epoch [126][640/940] lr: 4.000e-03, eta: 5:42:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6979, top5_acc: 0.8641, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.1011 2021-03-10 03:14:42,326 - mmaction - INFO - Epoch [126][660/940] lr: 4.000e-03, eta: 5:42:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6795, top5_acc: 0.8604, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.1596 2021-03-10 03:14:59,861 - mmaction - INFO - Epoch [126][680/940] lr: 4.000e-03, eta: 5:42:12, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8510, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.0859 2021-03-10 03:15:17,357 - mmaction - INFO - Epoch [126][700/940] lr: 4.000e-03, eta: 5:41:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8674, loss_cls: 1.2823, loss: 1.2823, grad_norm: 4.0299 2021-03-10 03:15:34,843 - mmaction - INFO - Epoch [126][720/940] lr: 4.000e-03, eta: 5:41:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8609, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.1093 2021-03-10 03:15:52,331 - mmaction - INFO - Epoch [126][740/940] lr: 4.000e-03, eta: 5:41:18, time: 0.874, data_time: 0.002, memory: 8896, top1_acc: 0.6930, top5_acc: 0.8617, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.0545 2021-03-10 03:16:09,829 - mmaction - INFO - Epoch [126][760/940] lr: 4.000e-03, eta: 5:41:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8543, loss_cls: 1.3333, loss: 1.3333, grad_norm: 4.1377 2021-03-10 03:16:27,340 - mmaction - INFO - Epoch [126][780/940] lr: 4.000e-03, eta: 5:40:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6982, top5_acc: 0.8691, loss_cls: 1.2805, loss: 1.2805, grad_norm: 4.0200 2021-03-10 03:16:44,838 - mmaction - INFO - Epoch [126][800/940] lr: 4.000e-03, eta: 5:40:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6863, top5_acc: 0.8641, loss_cls: 1.3045, loss: 1.3045, grad_norm: 4.1389 2021-03-10 03:17:02,343 - mmaction - INFO - Epoch [126][820/940] lr: 4.000e-03, eta: 5:40:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8738, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.0101 2021-03-10 03:17:19,852 - mmaction - INFO - Epoch [126][840/940] lr: 4.000e-03, eta: 5:39:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6832, top5_acc: 0.8520, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.0755 2021-03-10 03:17:37,342 - mmaction - INFO - Epoch [126][860/940] lr: 4.000e-03, eta: 5:39:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8486, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.0967 2021-03-10 03:17:54,837 - mmaction - INFO - Epoch [126][880/940] lr: 4.000e-03, eta: 5:39:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8551, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.1224 2021-03-10 03:18:12,322 - mmaction - INFO - Epoch [126][900/940] lr: 4.000e-03, eta: 5:38:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6732, top5_acc: 0.8527, loss_cls: 1.3628, loss: 1.3628, grad_norm: 4.2029 2021-03-10 03:18:29,808 - mmaction - INFO - Epoch [126][920/940] lr: 4.000e-03, eta: 5:38:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6764, top5_acc: 0.8613, loss_cls: 1.3341, loss: 1.3341, grad_norm: 4.1338 2021-03-10 03:18:46,764 - mmaction - INFO - Epoch [126][940/940] lr: 4.000e-03, eta: 5:38:17, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6901, top5_acc: 0.8618, loss_cls: 1.3194, loss: 1.3194, grad_norm: 4.0810 2021-03-10 03:18:47,623 - mmaction - INFO - Saving checkpoint at 126 epochs 2021-03-10 03:19:25,695 - mmaction - INFO - Epoch [127][20/940] lr: 4.000e-03, eta: 5:38:03, time: 1.875, data_time: 0.977, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8551, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.1201 2021-03-10 03:19:43,206 - mmaction - INFO - Epoch [127][40/940] lr: 4.000e-03, eta: 5:37:45, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.7021, top5_acc: 0.8684, loss_cls: 1.2634, loss: 1.2634, grad_norm: 4.0468 2021-03-10 03:20:00,709 - mmaction - INFO - Epoch [127][60/940] lr: 4.000e-03, eta: 5:37:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8574, loss_cls: 1.3100, loss: 1.3100, grad_norm: 4.0683 2021-03-10 03:20:18,220 - mmaction - INFO - Epoch [127][80/940] lr: 4.000e-03, eta: 5:37:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8602, loss_cls: 1.2818, loss: 1.2818, grad_norm: 4.0570 2021-03-10 03:20:35,728 - mmaction - INFO - Epoch [127][100/940] lr: 4.000e-03, eta: 5:36:50, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8662, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.1465 2021-03-10 03:20:53,234 - mmaction - INFO - Epoch [127][120/940] lr: 4.000e-03, eta: 5:36:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7037, top5_acc: 0.8648, loss_cls: 1.2470, loss: 1.2470, grad_norm: 3.9659 2021-03-10 03:21:10,727 - mmaction - INFO - Epoch [127][140/940] lr: 4.000e-03, eta: 5:36:14, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8627, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.0648 2021-03-10 03:21:28,222 - mmaction - INFO - Epoch [127][160/940] lr: 4.000e-03, eta: 5:35:56, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6881, top5_acc: 0.8574, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.0880 2021-03-10 03:21:45,699 - mmaction - INFO - Epoch [127][180/940] lr: 4.000e-03, eta: 5:35:38, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8582, loss_cls: 1.3196, loss: 1.3196, grad_norm: 4.1421 2021-03-10 03:22:03,203 - mmaction - INFO - Epoch [127][200/940] lr: 4.000e-03, eta: 5:35:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8691, loss_cls: 1.2654, loss: 1.2654, grad_norm: 4.0916 2021-03-10 03:22:20,701 - mmaction - INFO - Epoch [127][220/940] lr: 4.000e-03, eta: 5:35:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8551, loss_cls: 1.3253, loss: 1.3253, grad_norm: 4.1418 2021-03-10 03:22:38,222 - mmaction - INFO - Epoch [127][240/940] lr: 4.000e-03, eta: 5:34:44, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6875, top5_acc: 0.8648, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.1005 2021-03-10 03:22:55,714 - mmaction - INFO - Epoch [127][260/940] lr: 4.000e-03, eta: 5:34:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8541, loss_cls: 1.3363, loss: 1.3363, grad_norm: 4.1398 2021-03-10 03:23:13,209 - mmaction - INFO - Epoch [127][280/940] lr: 4.000e-03, eta: 5:34:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6902, top5_acc: 0.8633, loss_cls: 1.2845, loss: 1.2845, grad_norm: 4.0702 2021-03-10 03:23:30,706 - mmaction - INFO - Epoch [127][300/940] lr: 4.000e-03, eta: 5:33:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6934, top5_acc: 0.8643, loss_cls: 1.2748, loss: 1.2748, grad_norm: 4.1714 2021-03-10 03:23:48,213 - mmaction - INFO - Epoch [127][320/940] lr: 4.000e-03, eta: 5:33:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6967, top5_acc: 0.8666, loss_cls: 1.2785, loss: 1.2785, grad_norm: 4.1862 2021-03-10 03:24:05,717 - mmaction - INFO - Epoch [127][340/940] lr: 4.000e-03, eta: 5:33:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6896, top5_acc: 0.8604, loss_cls: 1.2990, loss: 1.2990, grad_norm: 4.1715 2021-03-10 03:24:23,215 - mmaction - INFO - Epoch [127][360/940] lr: 4.000e-03, eta: 5:32:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8604, loss_cls: 1.3279, loss: 1.3279, grad_norm: 4.1783 2021-03-10 03:24:40,717 - mmaction - INFO - Epoch [127][380/940] lr: 4.000e-03, eta: 5:32:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6906, top5_acc: 0.8654, loss_cls: 1.3110, loss: 1.3110, grad_norm: 4.0896 2021-03-10 03:24:58,235 - mmaction - INFO - Epoch [127][400/940] lr: 4.000e-03, eta: 5:32:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8619, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.2084 2021-03-10 03:25:15,729 - mmaction - INFO - Epoch [127][420/940] lr: 4.000e-03, eta: 5:32:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6930, top5_acc: 0.8572, loss_cls: 1.3144, loss: 1.3144, grad_norm: 4.1689 2021-03-10 03:25:33,229 - mmaction - INFO - Epoch [127][440/940] lr: 4.000e-03, eta: 5:31:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6900, top5_acc: 0.8600, loss_cls: 1.3083, loss: 1.3083, grad_norm: 4.1568 2021-03-10 03:25:50,740 - mmaction - INFO - Epoch [127][460/940] lr: 4.000e-03, eta: 5:31:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6937, top5_acc: 0.8674, loss_cls: 1.2653, loss: 1.2653, grad_norm: 4.0599 2021-03-10 03:26:08,256 - mmaction - INFO - Epoch [127][480/940] lr: 4.000e-03, eta: 5:31:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8635, loss_cls: 1.3085, loss: 1.3085, grad_norm: 4.0906 2021-03-10 03:26:25,763 - mmaction - INFO - Epoch [127][500/940] lr: 4.000e-03, eta: 5:30:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6922, top5_acc: 0.8631, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.1231 2021-03-10 03:26:43,272 - mmaction - INFO - Epoch [127][520/940] lr: 4.000e-03, eta: 5:30:30, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6834, top5_acc: 0.8566, loss_cls: 1.3289, loss: 1.3289, grad_norm: 4.1337 2021-03-10 03:27:00,781 - mmaction - INFO - Epoch [127][540/940] lr: 4.000e-03, eta: 5:30:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8588, loss_cls: 1.3185, loss: 1.3185, grad_norm: 4.1703 2021-03-10 03:27:18,289 - mmaction - INFO - Epoch [127][560/940] lr: 4.000e-03, eta: 5:29:54, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.6787, top5_acc: 0.8641, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.1252 2021-03-10 03:27:35,781 - mmaction - INFO - Epoch [127][580/940] lr: 4.000e-03, eta: 5:29:36, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6855, top5_acc: 0.8648, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.2122 2021-03-10 03:27:53,278 - mmaction - INFO - Epoch [127][600/940] lr: 4.000e-03, eta: 5:29:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8658, loss_cls: 1.3009, loss: 1.3009, grad_norm: 4.1624 2021-03-10 03:28:10,763 - mmaction - INFO - Epoch [127][620/940] lr: 4.000e-03, eta: 5:29:00, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.3426, loss: 1.3426, grad_norm: 4.1326 2021-03-10 03:28:28,263 - mmaction - INFO - Epoch [127][640/940] lr: 4.000e-03, eta: 5:28:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8633, loss_cls: 1.2972, loss: 1.2972, grad_norm: 4.1660 2021-03-10 03:28:45,757 - mmaction - INFO - Epoch [127][660/940] lr: 4.000e-03, eta: 5:28:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8535, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.2379 2021-03-10 03:29:03,247 - mmaction - INFO - Epoch [127][680/940] lr: 4.000e-03, eta: 5:28:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8594, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.1411 2021-03-10 03:29:20,739 - mmaction - INFO - Epoch [127][700/940] lr: 4.000e-03, eta: 5:27:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8621, loss_cls: 1.2923, loss: 1.2923, grad_norm: 4.1070 2021-03-10 03:29:38,241 - mmaction - INFO - Epoch [127][720/940] lr: 4.000e-03, eta: 5:27:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8668, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.1428 2021-03-10 03:29:55,751 - mmaction - INFO - Epoch [127][740/940] lr: 4.000e-03, eta: 5:27:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8623, loss_cls: 1.3106, loss: 1.3106, grad_norm: 4.0929 2021-03-10 03:30:13,235 - mmaction - INFO - Epoch [127][760/940] lr: 4.000e-03, eta: 5:26:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8598, loss_cls: 1.3070, loss: 1.3070, grad_norm: 4.1746 2021-03-10 03:30:30,722 - mmaction - INFO - Epoch [127][780/940] lr: 4.000e-03, eta: 5:26:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6937, top5_acc: 0.8613, loss_cls: 1.2833, loss: 1.2833, grad_norm: 4.1062 2021-03-10 03:30:48,218 - mmaction - INFO - Epoch [127][800/940] lr: 4.000e-03, eta: 5:26:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6744, top5_acc: 0.8555, loss_cls: 1.3490, loss: 1.3490, grad_norm: 4.1219 2021-03-10 03:31:05,730 - mmaction - INFO - Epoch [127][820/940] lr: 4.000e-03, eta: 5:25:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6945, top5_acc: 0.8668, loss_cls: 1.2715, loss: 1.2715, grad_norm: 4.1292 2021-03-10 03:31:23,217 - mmaction - INFO - Epoch [127][840/940] lr: 4.000e-03, eta: 5:25:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6801, top5_acc: 0.8600, loss_cls: 1.3030, loss: 1.3030, grad_norm: 4.1255 2021-03-10 03:31:40,717 - mmaction - INFO - Epoch [127][860/940] lr: 4.000e-03, eta: 5:25:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8549, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.1256 2021-03-10 03:31:58,210 - mmaction - INFO - Epoch [127][880/940] lr: 4.000e-03, eta: 5:25:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6891, top5_acc: 0.8629, loss_cls: 1.2913, loss: 1.2913, grad_norm: 4.0980 2021-03-10 03:32:15,702 - mmaction - INFO - Epoch [127][900/940] lr: 4.000e-03, eta: 5:24:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8602, loss_cls: 1.3217, loss: 1.3217, grad_norm: 4.1318 2021-03-10 03:32:33,202 - mmaction - INFO - Epoch [127][920/940] lr: 4.000e-03, eta: 5:24:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8689, loss_cls: 1.2792, loss: 1.2792, grad_norm: 4.0887 2021-03-10 03:32:50,156 - mmaction - INFO - Epoch [127][940/940] lr: 4.000e-03, eta: 5:24:11, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6875, top5_acc: 0.8569, loss_cls: 1.3044, loss: 1.3044, grad_norm: 4.1542 2021-03-10 03:32:50,838 - mmaction - INFO - Saving checkpoint at 127 epochs 2021-03-10 03:33:29,061 - mmaction - INFO - Epoch [128][20/940] lr: 4.000e-03, eta: 5:23:56, time: 1.849, data_time: 0.822, memory: 8896, top1_acc: 0.6982, top5_acc: 0.8721, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.1349 2021-03-10 03:33:46,592 - mmaction - INFO - Epoch [128][40/940] lr: 4.000e-03, eta: 5:23:38, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8721, loss_cls: 1.2555, loss: 1.2555, grad_norm: 4.1339 2021-03-10 03:34:04,128 - mmaction - INFO - Epoch [128][60/940] lr: 4.000e-03, eta: 5:23:20, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.7010, top5_acc: 0.8602, loss_cls: 1.2809, loss: 1.2809, grad_norm: 4.1506 2021-03-10 03:34:21,644 - mmaction - INFO - Epoch [128][80/940] lr: 4.000e-03, eta: 5:23:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6900, top5_acc: 0.8617, loss_cls: 1.2928, loss: 1.2928, grad_norm: 4.2076 2021-03-10 03:34:39,123 - mmaction - INFO - Epoch [128][100/940] lr: 4.000e-03, eta: 5:22:44, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8617, loss_cls: 1.3144, loss: 1.3144, grad_norm: 4.2892 2021-03-10 03:34:56,613 - mmaction - INFO - Epoch [128][120/940] lr: 4.000e-03, eta: 5:22:26, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8654, loss_cls: 1.2848, loss: 1.2848, grad_norm: 4.1448 2021-03-10 03:35:14,101 - mmaction - INFO - Epoch [128][140/940] lr: 4.000e-03, eta: 5:22:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6945, top5_acc: 0.8654, loss_cls: 1.2819, loss: 1.2819, grad_norm: 4.1128 2021-03-10 03:35:31,596 - mmaction - INFO - Epoch [128][160/940] lr: 4.000e-03, eta: 5:21:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8578, loss_cls: 1.3109, loss: 1.3109, grad_norm: 4.1284 2021-03-10 03:35:49,093 - mmaction - INFO - Epoch [128][180/940] lr: 4.000e-03, eta: 5:21:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6967, top5_acc: 0.8633, loss_cls: 1.2728, loss: 1.2728, grad_norm: 4.0845 2021-03-10 03:36:06,584 - mmaction - INFO - Epoch [128][200/940] lr: 4.000e-03, eta: 5:21:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8635, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.1057 2021-03-10 03:36:24,082 - mmaction - INFO - Epoch [128][220/940] lr: 4.000e-03, eta: 5:20:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6885, top5_acc: 0.8631, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.2041 2021-03-10 03:36:41,584 - mmaction - INFO - Epoch [128][240/940] lr: 4.000e-03, eta: 5:20:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6908, top5_acc: 0.8627, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.0798 2021-03-10 03:36:59,076 - mmaction - INFO - Epoch [128][260/940] lr: 4.000e-03, eta: 5:20:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8582, loss_cls: 1.2853, loss: 1.2853, grad_norm: 4.0174 2021-03-10 03:37:16,562 - mmaction - INFO - Epoch [128][280/940] lr: 4.000e-03, eta: 5:20:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8652, loss_cls: 1.2813, loss: 1.2813, grad_norm: 4.1607 2021-03-10 03:37:34,058 - mmaction - INFO - Epoch [128][300/940] lr: 4.000e-03, eta: 5:19:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8666, loss_cls: 1.2853, loss: 1.2853, grad_norm: 4.2519 2021-03-10 03:37:51,549 - mmaction - INFO - Epoch [128][320/940] lr: 4.000e-03, eta: 5:19:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6949, top5_acc: 0.8646, loss_cls: 1.2702, loss: 1.2702, grad_norm: 4.1041 2021-03-10 03:38:09,035 - mmaction - INFO - Epoch [128][340/940] lr: 4.000e-03, eta: 5:19:07, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6770, top5_acc: 0.8594, loss_cls: 1.3256, loss: 1.3256, grad_norm: 4.2303 2021-03-10 03:38:26,540 - mmaction - INFO - Epoch [128][360/940] lr: 4.000e-03, eta: 5:18:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6791, top5_acc: 0.8504, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.2095 2021-03-10 03:38:44,032 - mmaction - INFO - Epoch [128][380/940] lr: 4.000e-03, eta: 5:18:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8525, loss_cls: 1.3532, loss: 1.3532, grad_norm: 4.2362 2021-03-10 03:39:01,520 - mmaction - INFO - Epoch [128][400/940] lr: 4.000e-03, eta: 5:18:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6916, top5_acc: 0.8668, loss_cls: 1.2980, loss: 1.2980, grad_norm: 4.1172 2021-03-10 03:39:19,014 - mmaction - INFO - Epoch [128][420/940] lr: 4.000e-03, eta: 5:17:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8703, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.0335 2021-03-10 03:39:36,514 - mmaction - INFO - Epoch [128][440/940] lr: 4.000e-03, eta: 5:17:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6986, top5_acc: 0.8676, loss_cls: 1.2637, loss: 1.2637, grad_norm: 4.1076 2021-03-10 03:39:53,992 - mmaction - INFO - Epoch [128][460/940] lr: 4.000e-03, eta: 5:17:18, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6967, top5_acc: 0.8633, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.2064 2021-03-10 03:40:11,507 - mmaction - INFO - Epoch [128][480/940] lr: 4.000e-03, eta: 5:17:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8609, loss_cls: 1.3262, loss: 1.3262, grad_norm: 4.2129 2021-03-10 03:40:29,013 - mmaction - INFO - Epoch [128][500/940] lr: 4.000e-03, eta: 5:16:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6838, top5_acc: 0.8568, loss_cls: 1.3314, loss: 1.3314, grad_norm: 4.1377 2021-03-10 03:40:46,503 - mmaction - INFO - Epoch [128][520/940] lr: 4.000e-03, eta: 5:16:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6916, top5_acc: 0.8639, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.0808 2021-03-10 03:41:03,999 - mmaction - INFO - Epoch [128][540/940] lr: 4.000e-03, eta: 5:16:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6955, top5_acc: 0.8650, loss_cls: 1.2755, loss: 1.2755, grad_norm: 4.0843 2021-03-10 03:41:21,514 - mmaction - INFO - Epoch [128][560/940] lr: 4.000e-03, eta: 5:15:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6982, top5_acc: 0.8631, loss_cls: 1.2714, loss: 1.2714, grad_norm: 4.1078 2021-03-10 03:41:39,009 - mmaction - INFO - Epoch [128][580/940] lr: 4.000e-03, eta: 5:15:30, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8547, loss_cls: 1.3161, loss: 1.3161, grad_norm: 4.1545 2021-03-10 03:41:56,488 - mmaction - INFO - Epoch [128][600/940] lr: 4.000e-03, eta: 5:15:12, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6816, top5_acc: 0.8582, loss_cls: 1.3181, loss: 1.3181, grad_norm: 4.1775 2021-03-10 03:42:13,986 - mmaction - INFO - Epoch [128][620/940] lr: 4.000e-03, eta: 5:14:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6793, top5_acc: 0.8676, loss_cls: 1.3016, loss: 1.3016, grad_norm: 4.1941 2021-03-10 03:42:31,476 - mmaction - INFO - Epoch [128][640/940] lr: 4.000e-03, eta: 5:14:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8633, loss_cls: 1.2839, loss: 1.2839, grad_norm: 4.1364 2021-03-10 03:42:48,991 - mmaction - INFO - Epoch [128][660/940] lr: 4.000e-03, eta: 5:14:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8590, loss_cls: 1.3115, loss: 1.3115, grad_norm: 4.1524 2021-03-10 03:43:06,495 - mmaction - INFO - Epoch [128][680/940] lr: 4.000e-03, eta: 5:13:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6953, top5_acc: 0.8604, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.1367 2021-03-10 03:43:23,992 - mmaction - INFO - Epoch [128][700/940] lr: 4.000e-03, eta: 5:13:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8658, loss_cls: 1.2716, loss: 1.2716, grad_norm: 4.1934 2021-03-10 03:43:41,486 - mmaction - INFO - Epoch [128][720/940] lr: 4.000e-03, eta: 5:13:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6992, top5_acc: 0.8674, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.1277 2021-03-10 03:43:58,983 - mmaction - INFO - Epoch [128][740/940] lr: 4.000e-03, eta: 5:13:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6896, top5_acc: 0.8664, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.1332 2021-03-10 03:44:16,479 - mmaction - INFO - Epoch [128][760/940] lr: 4.000e-03, eta: 5:12:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6955, top5_acc: 0.8666, loss_cls: 1.2784, loss: 1.2784, grad_norm: 4.1836 2021-03-10 03:44:33,982 - mmaction - INFO - Epoch [128][780/940] lr: 4.000e-03, eta: 5:12:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6959, top5_acc: 0.8633, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.1889 2021-03-10 03:44:51,486 - mmaction - INFO - Epoch [128][800/940] lr: 4.000e-03, eta: 5:12:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8617, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.1662 2021-03-10 03:45:08,994 - mmaction - INFO - Epoch [128][820/940] lr: 4.000e-03, eta: 5:11:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8561, loss_cls: 1.3236, loss: 1.3236, grad_norm: 4.1428 2021-03-10 03:45:26,511 - mmaction - INFO - Epoch [128][840/940] lr: 4.000e-03, eta: 5:11:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8619, loss_cls: 1.3032, loss: 1.3032, grad_norm: 4.1592 2021-03-10 03:45:44,003 - mmaction - INFO - Epoch [128][860/940] lr: 4.000e-03, eta: 5:11:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8621, loss_cls: 1.2923, loss: 1.2923, grad_norm: 4.1353 2021-03-10 03:46:01,493 - mmaction - INFO - Epoch [128][880/940] lr: 4.000e-03, eta: 5:10:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8510, loss_cls: 1.3206, loss: 1.3206, grad_norm: 4.1392 2021-03-10 03:46:18,995 - mmaction - INFO - Epoch [128][900/940] lr: 4.000e-03, eta: 5:10:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6896, top5_acc: 0.8590, loss_cls: 1.3169, loss: 1.3169, grad_norm: 4.1308 2021-03-10 03:46:36,497 - mmaction - INFO - Epoch [128][920/940] lr: 4.000e-03, eta: 5:10:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6785, top5_acc: 0.8582, loss_cls: 1.3219, loss: 1.3219, grad_norm: 4.2372 2021-03-10 03:46:53,473 - mmaction - INFO - Epoch [128][940/940] lr: 4.000e-03, eta: 5:10:04, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.6964, top5_acc: 0.8614, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.1422 2021-03-10 03:46:54,142 - mmaction - INFO - Saving checkpoint at 128 epochs 2021-03-10 03:47:32,682 - mmaction - INFO - Epoch [129][20/940] lr: 4.000e-03, eta: 5:09:50, time: 1.904, data_time: 0.906, memory: 8896, top1_acc: 0.6900, top5_acc: 0.8590, loss_cls: 1.3218, loss: 1.3218, grad_norm: 4.2079 2021-03-10 03:47:50,303 - mmaction - INFO - Epoch [129][40/940] lr: 4.000e-03, eta: 5:09:32, time: 0.881, data_time: 0.007, memory: 8896, top1_acc: 0.6965, top5_acc: 0.8662, loss_cls: 1.2718, loss: 1.2718, grad_norm: 4.1553 2021-03-10 03:48:07,822 - mmaction - INFO - Epoch [129][60/940] lr: 4.000e-03, eta: 5:09:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6969, top5_acc: 0.8693, loss_cls: 1.2590, loss: 1.2590, grad_norm: 4.1975 2021-03-10 03:48:25,339 - mmaction - INFO - Epoch [129][80/940] lr: 4.000e-03, eta: 5:08:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8736, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.2458 2021-03-10 03:48:42,867 - mmaction - INFO - Epoch [129][100/940] lr: 4.000e-03, eta: 5:08:37, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6814, top5_acc: 0.8574, loss_cls: 1.3393, loss: 1.3393, grad_norm: 4.2716 2021-03-10 03:49:00,373 - mmaction - INFO - Epoch [129][120/940] lr: 4.000e-03, eta: 5:08:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8676, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.1754 2021-03-10 03:49:17,871 - mmaction - INFO - Epoch [129][140/940] lr: 4.000e-03, eta: 5:08:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6971, top5_acc: 0.8658, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.1195 2021-03-10 03:49:35,377 - mmaction - INFO - Epoch [129][160/940] lr: 4.000e-03, eta: 5:07:43, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6937, top5_acc: 0.8605, loss_cls: 1.2811, loss: 1.2811, grad_norm: 4.1665 2021-03-10 03:49:52,885 - mmaction - INFO - Epoch [129][180/940] lr: 4.000e-03, eta: 5:07:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6994, top5_acc: 0.8680, loss_cls: 1.2704, loss: 1.2704, grad_norm: 4.1986 2021-03-10 03:50:10,392 - mmaction - INFO - Epoch [129][200/940] lr: 4.000e-03, eta: 5:07:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6875, top5_acc: 0.8580, loss_cls: 1.3112, loss: 1.3112, grad_norm: 4.2546 2021-03-10 03:50:27,891 - mmaction - INFO - Epoch [129][220/940] lr: 4.000e-03, eta: 5:06:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8623, loss_cls: 1.2800, loss: 1.2800, grad_norm: 4.1602 2021-03-10 03:50:45,387 - mmaction - INFO - Epoch [129][240/940] lr: 4.000e-03, eta: 5:06:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8619, loss_cls: 1.3209, loss: 1.3209, grad_norm: 4.2842 2021-03-10 03:51:02,879 - mmaction - INFO - Epoch [129][260/940] lr: 4.000e-03, eta: 5:06:13, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6879, top5_acc: 0.8605, loss_cls: 1.2910, loss: 1.2910, grad_norm: 4.1386 2021-03-10 03:51:20,380 - mmaction - INFO - Epoch [129][280/940] lr: 4.000e-03, eta: 5:05:55, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.6910, top5_acc: 0.8664, loss_cls: 1.2714, loss: 1.2714, grad_norm: 4.2641 2021-03-10 03:51:37,892 - mmaction - INFO - Epoch [129][300/940] lr: 4.000e-03, eta: 5:05:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6963, top5_acc: 0.8648, loss_cls: 1.2921, loss: 1.2921, grad_norm: 4.1308 2021-03-10 03:51:55,425 - mmaction - INFO - Epoch [129][320/940] lr: 4.000e-03, eta: 5:05:18, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6928, top5_acc: 0.8678, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.1992 2021-03-10 03:52:12,955 - mmaction - INFO - Epoch [129][340/940] lr: 4.000e-03, eta: 5:05:00, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6953, top5_acc: 0.8637, loss_cls: 1.3049, loss: 1.3049, grad_norm: 4.2067 2021-03-10 03:52:30,457 - mmaction - INFO - Epoch [129][360/940] lr: 4.000e-03, eta: 5:04:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8600, loss_cls: 1.2979, loss: 1.2979, grad_norm: 4.2057 2021-03-10 03:52:47,960 - mmaction - INFO - Epoch [129][380/940] lr: 4.000e-03, eta: 5:04:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6828, top5_acc: 0.8568, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.2093 2021-03-10 03:53:05,458 - mmaction - INFO - Epoch [129][400/940] lr: 4.000e-03, eta: 5:04:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7000, top5_acc: 0.8684, loss_cls: 1.2639, loss: 1.2639, grad_norm: 4.1340 2021-03-10 03:53:22,957 - mmaction - INFO - Epoch [129][420/940] lr: 4.000e-03, eta: 5:03:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8619, loss_cls: 1.2901, loss: 1.2901, grad_norm: 4.0925 2021-03-10 03:53:40,470 - mmaction - INFO - Epoch [129][440/940] lr: 4.000e-03, eta: 5:03:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8695, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.2720 2021-03-10 03:53:57,967 - mmaction - INFO - Epoch [129][460/940] lr: 4.000e-03, eta: 5:03:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6937, top5_acc: 0.8629, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.1879 2021-03-10 03:54:15,473 - mmaction - INFO - Epoch [129][480/940] lr: 4.000e-03, eta: 5:02:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8562, loss_cls: 1.3316, loss: 1.3316, grad_norm: 4.2540 2021-03-10 03:54:32,970 - mmaction - INFO - Epoch [129][500/940] lr: 4.000e-03, eta: 5:02:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6656, top5_acc: 0.8467, loss_cls: 1.3822, loss: 1.3822, grad_norm: 4.3263 2021-03-10 03:54:50,472 - mmaction - INFO - Epoch [129][520/940] lr: 4.000e-03, eta: 5:02:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6813, top5_acc: 0.8557, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.2014 2021-03-10 03:55:07,987 - mmaction - INFO - Epoch [129][540/940] lr: 4.000e-03, eta: 5:02:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6904, top5_acc: 0.8646, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.1079 2021-03-10 03:55:25,496 - mmaction - INFO - Epoch [129][560/940] lr: 4.000e-03, eta: 5:01:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8559, loss_cls: 1.3499, loss: 1.3499, grad_norm: 4.2377 2021-03-10 03:55:43,004 - mmaction - INFO - Epoch [129][580/940] lr: 4.000e-03, eta: 5:01:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6771, top5_acc: 0.8570, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.2268 2021-03-10 03:56:00,517 - mmaction - INFO - Epoch [129][600/940] lr: 4.000e-03, eta: 5:01:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8750, loss_cls: 1.2176, loss: 1.2176, grad_norm: 4.1465 2021-03-10 03:56:18,013 - mmaction - INFO - Epoch [129][620/940] lr: 4.000e-03, eta: 5:00:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6895, top5_acc: 0.8578, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.1837 2021-03-10 03:56:35,538 - mmaction - INFO - Epoch [129][640/940] lr: 4.000e-03, eta: 5:00:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6818, top5_acc: 0.8576, loss_cls: 1.3248, loss: 1.3248, grad_norm: 4.2407 2021-03-10 03:56:53,051 - mmaction - INFO - Epoch [129][660/940] lr: 4.000e-03, eta: 5:00:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6842, top5_acc: 0.8568, loss_cls: 1.3108, loss: 1.3108, grad_norm: 4.1976 2021-03-10 03:57:10,571 - mmaction - INFO - Epoch [129][680/940] lr: 4.000e-03, eta: 4:59:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6854, top5_acc: 0.8654, loss_cls: 1.2968, loss: 1.2968, grad_norm: 4.1733 2021-03-10 03:57:28,073 - mmaction - INFO - Epoch [129][700/940] lr: 4.000e-03, eta: 4:59:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8645, loss_cls: 1.2982, loss: 1.2982, grad_norm: 4.2523 2021-03-10 03:57:45,562 - mmaction - INFO - Epoch [129][720/940] lr: 4.000e-03, eta: 4:59:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6922, top5_acc: 0.8633, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.1889 2021-03-10 03:58:03,059 - mmaction - INFO - Epoch [129][740/940] lr: 4.000e-03, eta: 4:58:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6959, top5_acc: 0.8629, loss_cls: 1.2830, loss: 1.2830, grad_norm: 4.2534 2021-03-10 03:58:20,546 - mmaction - INFO - Epoch [129][760/940] lr: 4.000e-03, eta: 4:58:41, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8580, loss_cls: 1.3160, loss: 1.3160, grad_norm: 4.2152 2021-03-10 03:58:38,033 - mmaction - INFO - Epoch [129][780/940] lr: 4.000e-03, eta: 4:58:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8629, loss_cls: 1.3037, loss: 1.3037, grad_norm: 4.2137 2021-03-10 03:58:55,537 - mmaction - INFO - Epoch [129][800/940] lr: 4.000e-03, eta: 4:58:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6961, top5_acc: 0.8607, loss_cls: 1.2954, loss: 1.2954, grad_norm: 4.2279 2021-03-10 03:59:13,037 - mmaction - INFO - Epoch [129][820/940] lr: 4.000e-03, eta: 4:57:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6883, top5_acc: 0.8590, loss_cls: 1.3253, loss: 1.3253, grad_norm: 4.2088 2021-03-10 03:59:30,518 - mmaction - INFO - Epoch [129][840/940] lr: 4.000e-03, eta: 4:57:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6844, top5_acc: 0.8580, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.1939 2021-03-10 03:59:47,999 - mmaction - INFO - Epoch [129][860/940] lr: 4.000e-03, eta: 4:57:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6748, top5_acc: 0.8605, loss_cls: 1.3230, loss: 1.3230, grad_norm: 4.2086 2021-03-10 04:00:05,492 - mmaction - INFO - Epoch [129][880/940] lr: 4.000e-03, eta: 4:56:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6836, top5_acc: 0.8559, loss_cls: 1.3155, loss: 1.3155, grad_norm: 4.2294 2021-03-10 04:00:22,977 - mmaction - INFO - Epoch [129][900/940] lr: 4.000e-03, eta: 4:56:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6830, top5_acc: 0.8590, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.3004 2021-03-10 04:00:40,471 - mmaction - INFO - Epoch [129][920/940] lr: 4.000e-03, eta: 4:56:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6887, top5_acc: 0.8676, loss_cls: 1.2750, loss: 1.2750, grad_norm: 4.1607 2021-03-10 04:00:57,440 - mmaction - INFO - Epoch [129][940/940] lr: 4.000e-03, eta: 4:55:58, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.6966, top5_acc: 0.8634, loss_cls: 1.2665, loss: 1.2665, grad_norm: 4.2260 2021-03-10 04:00:58,382 - mmaction - INFO - Saving checkpoint at 129 epochs 2021-03-10 04:01:39,158 - mmaction - INFO - Epoch [130][20/940] lr: 4.000e-03, eta: 4:55:44, time: 2.008, data_time: 1.081, memory: 8896, top1_acc: 0.6955, top5_acc: 0.8680, loss_cls: 1.2598, loss: 1.2598, grad_norm: 4.1677 2021-03-10 04:01:56,727 - mmaction - INFO - Epoch [130][40/940] lr: 4.000e-03, eta: 4:55:26, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.7000, top5_acc: 0.8689, loss_cls: 1.2594, loss: 1.2594, grad_norm: 4.1357 2021-03-10 04:02:14,226 - mmaction - INFO - Epoch [130][60/940] lr: 4.000e-03, eta: 4:55:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6912, top5_acc: 0.8629, loss_cls: 1.2701, loss: 1.2701, grad_norm: 4.1841 2021-03-10 04:02:31,743 - mmaction - INFO - Epoch [130][80/940] lr: 4.000e-03, eta: 4:54:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7000, top5_acc: 0.8725, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.2018 2021-03-10 04:02:49,256 - mmaction - INFO - Epoch [130][100/940] lr: 4.000e-03, eta: 4:54:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6861, top5_acc: 0.8596, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.3575 2021-03-10 04:03:06,772 - mmaction - INFO - Epoch [130][120/940] lr: 4.000e-03, eta: 4:54:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7027, top5_acc: 0.8688, loss_cls: 1.2565, loss: 1.2565, grad_norm: 4.0888 2021-03-10 04:03:24,308 - mmaction - INFO - Epoch [130][140/940] lr: 4.000e-03, eta: 4:53:55, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8627, loss_cls: 1.2771, loss: 1.2771, grad_norm: 4.2501 2021-03-10 04:03:41,826 - mmaction - INFO - Epoch [130][160/940] lr: 4.000e-03, eta: 4:53:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8615, loss_cls: 1.2862, loss: 1.2862, grad_norm: 4.1611 2021-03-10 04:03:59,337 - mmaction - INFO - Epoch [130][180/940] lr: 4.000e-03, eta: 4:53:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8590, loss_cls: 1.2949, loss: 1.2949, grad_norm: 4.2039 2021-03-10 04:04:16,856 - mmaction - INFO - Epoch [130][200/940] lr: 4.000e-03, eta: 4:53:01, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7020, top5_acc: 0.8729, loss_cls: 1.2298, loss: 1.2298, grad_norm: 4.1599 2021-03-10 04:04:34,385 - mmaction - INFO - Epoch [130][220/940] lr: 4.000e-03, eta: 4:52:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6930, top5_acc: 0.8715, loss_cls: 1.2491, loss: 1.2491, grad_norm: 4.1984 2021-03-10 04:04:51,890 - mmaction - INFO - Epoch [130][240/940] lr: 4.000e-03, eta: 4:52:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6859, top5_acc: 0.8613, loss_cls: 1.3161, loss: 1.3161, grad_norm: 4.2240 2021-03-10 04:05:09,411 - mmaction - INFO - Epoch [130][260/940] lr: 4.000e-03, eta: 4:52:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6971, top5_acc: 0.8617, loss_cls: 1.2796, loss: 1.2796, grad_norm: 4.1301 2021-03-10 04:05:26,927 - mmaction - INFO - Epoch [130][280/940] lr: 4.000e-03, eta: 4:51:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6924, top5_acc: 0.8637, loss_cls: 1.2837, loss: 1.2837, grad_norm: 4.2712 2021-03-10 04:05:44,438 - mmaction - INFO - Epoch [130][300/940] lr: 4.000e-03, eta: 4:51:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7037, top5_acc: 0.8652, loss_cls: 1.2659, loss: 1.2659, grad_norm: 4.2426 2021-03-10 04:06:01,948 - mmaction - INFO - Epoch [130][320/940] lr: 4.000e-03, eta: 4:51:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6857, top5_acc: 0.8547, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.2671 2021-03-10 04:06:19,451 - mmaction - INFO - Epoch [130][340/940] lr: 4.000e-03, eta: 4:50:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6877, top5_acc: 0.8559, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.2988 2021-03-10 04:06:36,959 - mmaction - INFO - Epoch [130][360/940] lr: 4.000e-03, eta: 4:50:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6998, top5_acc: 0.8613, loss_cls: 1.2728, loss: 1.2728, grad_norm: 4.1578 2021-03-10 04:06:54,477 - mmaction - INFO - Epoch [130][380/940] lr: 4.000e-03, eta: 4:50:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7014, top5_acc: 0.8676, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.1566 2021-03-10 04:07:11,997 - mmaction - INFO - Epoch [130][400/940] lr: 4.000e-03, eta: 4:50:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6865, top5_acc: 0.8639, loss_cls: 1.3019, loss: 1.3019, grad_norm: 4.2387 2021-03-10 04:07:29,507 - mmaction - INFO - Epoch [130][420/940] lr: 4.000e-03, eta: 4:49:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6871, top5_acc: 0.8617, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.3089 2021-03-10 04:07:47,030 - mmaction - INFO - Epoch [130][440/940] lr: 4.000e-03, eta: 4:49:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6949, top5_acc: 0.8594, loss_cls: 1.3127, loss: 1.3127, grad_norm: 4.2011 2021-03-10 04:08:04,548 - mmaction - INFO - Epoch [130][460/940] lr: 4.000e-03, eta: 4:49:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6783, top5_acc: 0.8572, loss_cls: 1.3233, loss: 1.3233, grad_norm: 4.2487 2021-03-10 04:08:22,055 - mmaction - INFO - Epoch [130][480/940] lr: 4.000e-03, eta: 4:48:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6822, top5_acc: 0.8580, loss_cls: 1.3276, loss: 1.3276, grad_norm: 4.2570 2021-03-10 04:08:39,556 - mmaction - INFO - Epoch [130][500/940] lr: 4.000e-03, eta: 4:48:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6896, top5_acc: 0.8686, loss_cls: 1.2686, loss: 1.2686, grad_norm: 4.2737 2021-03-10 04:08:57,062 - mmaction - INFO - Epoch [130][520/940] lr: 4.000e-03, eta: 4:48:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6848, top5_acc: 0.8615, loss_cls: 1.2906, loss: 1.2906, grad_norm: 4.3142 2021-03-10 04:09:14,583 - mmaction - INFO - Epoch [130][540/940] lr: 4.000e-03, eta: 4:47:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8584, loss_cls: 1.2883, loss: 1.2883, grad_norm: 4.1883 2021-03-10 04:09:32,097 - mmaction - INFO - Epoch [130][560/940] lr: 4.000e-03, eta: 4:47:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8623, loss_cls: 1.2883, loss: 1.2883, grad_norm: 4.1958 2021-03-10 04:09:49,601 - mmaction - INFO - Epoch [130][580/940] lr: 4.000e-03, eta: 4:47:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6826, top5_acc: 0.8543, loss_cls: 1.3121, loss: 1.3121, grad_norm: 4.2458 2021-03-10 04:10:07,097 - mmaction - INFO - Epoch [130][600/940] lr: 4.000e-03, eta: 4:47:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6846, top5_acc: 0.8605, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.2968 2021-03-10 04:10:24,602 - mmaction - INFO - Epoch [130][620/940] lr: 4.000e-03, eta: 4:46:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8596, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.3264 2021-03-10 04:10:42,109 - mmaction - INFO - Epoch [130][640/940] lr: 4.000e-03, eta: 4:46:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6824, top5_acc: 0.8539, loss_cls: 1.3395, loss: 1.3395, grad_norm: 4.2561 2021-03-10 04:10:59,637 - mmaction - INFO - Epoch [130][660/940] lr: 4.000e-03, eta: 4:46:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6930, top5_acc: 0.8656, loss_cls: 1.2739, loss: 1.2739, grad_norm: 4.1147 2021-03-10 04:11:17,129 - mmaction - INFO - Epoch [130][680/940] lr: 4.000e-03, eta: 4:45:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6920, top5_acc: 0.8621, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.2168 2021-03-10 04:11:34,652 - mmaction - INFO - Epoch [130][700/940] lr: 4.000e-03, eta: 4:45:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6914, top5_acc: 0.8660, loss_cls: 1.2684, loss: 1.2684, grad_norm: 4.2592 2021-03-10 04:11:52,160 - mmaction - INFO - Epoch [130][720/940] lr: 4.000e-03, eta: 4:45:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6926, top5_acc: 0.8633, loss_cls: 1.2703, loss: 1.2703, grad_norm: 4.1527 2021-03-10 04:12:09,661 - mmaction - INFO - Epoch [130][740/940] lr: 4.000e-03, eta: 4:44:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6752, top5_acc: 0.8529, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.2395 2021-03-10 04:12:27,168 - mmaction - INFO - Epoch [130][760/940] lr: 4.000e-03, eta: 4:44:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6918, top5_acc: 0.8574, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.2064 2021-03-10 04:12:44,660 - mmaction - INFO - Epoch [130][780/940] lr: 4.000e-03, eta: 4:44:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6850, top5_acc: 0.8586, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.2362 2021-03-10 04:13:02,145 - mmaction - INFO - Epoch [130][800/940] lr: 4.000e-03, eta: 4:43:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6867, top5_acc: 0.8689, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.2562 2021-03-10 04:13:19,663 - mmaction - INFO - Epoch [130][820/940] lr: 4.000e-03, eta: 4:43:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6928, top5_acc: 0.8584, loss_cls: 1.2953, loss: 1.2953, grad_norm: 4.3104 2021-03-10 04:13:37,166 - mmaction - INFO - Epoch [130][840/940] lr: 4.000e-03, eta: 4:43:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6889, top5_acc: 0.8586, loss_cls: 1.3203, loss: 1.3203, grad_norm: 4.2628 2021-03-10 04:13:54,709 - mmaction - INFO - Epoch [130][860/940] lr: 4.000e-03, eta: 4:43:05, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.6936, top5_acc: 0.8727, loss_cls: 1.2468, loss: 1.2468, grad_norm: 4.1662 2021-03-10 04:14:12,201 - mmaction - INFO - Epoch [130][880/940] lr: 4.000e-03, eta: 4:42:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6807, top5_acc: 0.8602, loss_cls: 1.3048, loss: 1.3048, grad_norm: 4.2628 2021-03-10 04:14:29,685 - mmaction - INFO - Epoch [130][900/940] lr: 4.000e-03, eta: 4:42:28, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6906, top5_acc: 0.8691, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.2363 2021-03-10 04:14:47,186 - mmaction - INFO - Epoch [130][920/940] lr: 4.000e-03, eta: 4:42:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6951, top5_acc: 0.8660, loss_cls: 1.2718, loss: 1.2718, grad_norm: 4.2949 2021-03-10 04:15:04,140 - mmaction - INFO - Epoch [130][940/940] lr: 4.000e-03, eta: 4:41:52, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.6800, top5_acc: 0.8511, loss_cls: 1.3569, loss: 1.3569, grad_norm: 4.3904 2021-03-10 04:15:04,790 - mmaction - INFO - Saving checkpoint at 130 epochs 2021-03-10 04:15:40,093 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 04:15:40,773 - mmaction - INFO - top1_acc 0.6806 top5_acc 0.8743 2021-03-10 04:15:40,773 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 04:15:40,800 - mmaction - INFO - mean_acc 0.6804 2021-03-10 04:15:40,807 - mmaction - INFO - Epoch(val) [130][940] top1_acc: 0.6806, top5_acc: 0.8743, mean_class_accuracy: 0.6804 2021-03-10 04:16:26,262 - mmaction - INFO - Epoch [131][20/940] lr: 4.000e-04, eta: 4:41:38, time: 2.272, data_time: 1.355, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8645, loss_cls: 1.2802, loss: 1.2802, grad_norm: 4.2398 2021-03-10 04:16:43,818 - mmaction - INFO - Epoch [131][40/940] lr: 4.000e-04, eta: 4:41:20, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.6936, top5_acc: 0.8582, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.1684 2021-03-10 04:17:01,333 - mmaction - INFO - Epoch [131][60/940] lr: 4.000e-04, eta: 4:41:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8672, loss_cls: 1.2603, loss: 1.2603, grad_norm: 4.1263 2021-03-10 04:17:18,832 - mmaction - INFO - Epoch [131][80/940] lr: 4.000e-04, eta: 4:40:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7014, top5_acc: 0.8701, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.1212 2021-03-10 04:17:36,332 - mmaction - INFO - Epoch [131][100/940] lr: 4.000e-04, eta: 4:40:26, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8693, loss_cls: 1.2626, loss: 1.2626, grad_norm: 4.1856 2021-03-10 04:17:53,851 - mmaction - INFO - Epoch [131][120/940] lr: 4.000e-04, eta: 4:40:08, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6961, top5_acc: 0.8654, loss_cls: 1.2731, loss: 1.2731, grad_norm: 4.1883 2021-03-10 04:18:11,354 - mmaction - INFO - Epoch [131][140/940] lr: 4.000e-04, eta: 4:39:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6805, top5_acc: 0.8545, loss_cls: 1.3274, loss: 1.3274, grad_norm: 4.3461 2021-03-10 04:18:28,844 - mmaction - INFO - Epoch [131][160/940] lr: 4.000e-04, eta: 4:39:32, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6975, top5_acc: 0.8713, loss_cls: 1.2505, loss: 1.2505, grad_norm: 4.1460 2021-03-10 04:18:46,342 - mmaction - INFO - Epoch [131][180/940] lr: 4.000e-04, eta: 4:39:14, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8648, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.1964 2021-03-10 04:19:03,856 - mmaction - INFO - Epoch [131][200/940] lr: 4.000e-04, eta: 4:38:56, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8686, loss_cls: 1.2033, loss: 1.2033, grad_norm: 4.1090 2021-03-10 04:19:21,346 - mmaction - INFO - Epoch [131][220/940] lr: 4.000e-04, eta: 4:38:38, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8725, loss_cls: 1.2308, loss: 1.2308, grad_norm: 4.1610 2021-03-10 04:19:38,848 - mmaction - INFO - Epoch [131][240/940] lr: 4.000e-04, eta: 4:38:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6943, top5_acc: 0.8646, loss_cls: 1.2757, loss: 1.2757, grad_norm: 4.2385 2021-03-10 04:19:56,356 - mmaction - INFO - Epoch [131][260/940] lr: 4.000e-04, eta: 4:38:02, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7000, top5_acc: 0.8607, loss_cls: 1.2693, loss: 1.2693, grad_norm: 4.1794 2021-03-10 04:20:13,860 - mmaction - INFO - Epoch [131][280/940] lr: 4.000e-04, eta: 4:37:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7039, top5_acc: 0.8721, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.1218 2021-03-10 04:20:31,351 - mmaction - INFO - Epoch [131][300/940] lr: 4.000e-04, eta: 4:37:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8752, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.1334 2021-03-10 04:20:48,862 - mmaction - INFO - Epoch [131][320/940] lr: 4.000e-04, eta: 4:37:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7039, top5_acc: 0.8707, loss_cls: 1.2328, loss: 1.2328, grad_norm: 4.1656 2021-03-10 04:21:06,361 - mmaction - INFO - Epoch [131][340/940] lr: 4.000e-04, eta: 4:36:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8742, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.0966 2021-03-10 04:21:23,868 - mmaction - INFO - Epoch [131][360/940] lr: 4.000e-04, eta: 4:36:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7004, top5_acc: 0.8727, loss_cls: 1.2318, loss: 1.2318, grad_norm: 4.1730 2021-03-10 04:21:41,372 - mmaction - INFO - Epoch [131][380/940] lr: 4.000e-04, eta: 4:36:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8676, loss_cls: 1.2518, loss: 1.2518, grad_norm: 4.2313 2021-03-10 04:21:58,880 - mmaction - INFO - Epoch [131][400/940] lr: 4.000e-04, eta: 4:35:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7004, top5_acc: 0.8688, loss_cls: 1.2624, loss: 1.2624, grad_norm: 4.2145 2021-03-10 04:22:16,406 - mmaction - INFO - Epoch [131][420/940] lr: 4.000e-04, eta: 4:35:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6957, top5_acc: 0.8668, loss_cls: 1.2522, loss: 1.2522, grad_norm: 4.1703 2021-03-10 04:22:33,912 - mmaction - INFO - Epoch [131][440/940] lr: 4.000e-04, eta: 4:35:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7012, top5_acc: 0.8686, loss_cls: 1.2508, loss: 1.2508, grad_norm: 4.2322 2021-03-10 04:22:51,419 - mmaction - INFO - Epoch [131][460/940] lr: 4.000e-04, eta: 4:35:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8742, loss_cls: 1.2439, loss: 1.2439, grad_norm: 4.1897 2021-03-10 04:23:08,917 - mmaction - INFO - Epoch [131][480/940] lr: 4.000e-04, eta: 4:34:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7045, top5_acc: 0.8688, loss_cls: 1.2638, loss: 1.2638, grad_norm: 4.1448 2021-03-10 04:23:26,424 - mmaction - INFO - Epoch [131][500/940] lr: 4.000e-04, eta: 4:34:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7066, top5_acc: 0.8699, loss_cls: 1.2254, loss: 1.2254, grad_norm: 4.1451 2021-03-10 04:23:43,946 - mmaction - INFO - Epoch [131][520/940] lr: 4.000e-04, eta: 4:34:07, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6996, top5_acc: 0.8693, loss_cls: 1.2556, loss: 1.2556, grad_norm: 4.1397 2021-03-10 04:24:01,461 - mmaction - INFO - Epoch [131][540/940] lr: 4.000e-04, eta: 4:33:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8693, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.1668 2021-03-10 04:24:18,976 - mmaction - INFO - Epoch [131][560/940] lr: 4.000e-04, eta: 4:33:31, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8689, loss_cls: 1.1968, loss: 1.1968, grad_norm: 4.0637 2021-03-10 04:24:36,493 - mmaction - INFO - Epoch [131][580/940] lr: 4.000e-04, eta: 4:33:13, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6969, top5_acc: 0.8660, loss_cls: 1.2601, loss: 1.2601, grad_norm: 4.2596 2021-03-10 04:24:54,005 - mmaction - INFO - Epoch [131][600/940] lr: 4.000e-04, eta: 4:32:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8766, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.1004 2021-03-10 04:25:11,512 - mmaction - INFO - Epoch [131][620/940] lr: 4.000e-04, eta: 4:32:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8760, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.0818 2021-03-10 04:25:29,017 - mmaction - INFO - Epoch [131][640/940] lr: 4.000e-04, eta: 4:32:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8729, loss_cls: 1.2291, loss: 1.2291, grad_norm: 4.2226 2021-03-10 04:25:46,539 - mmaction - INFO - Epoch [131][660/940] lr: 4.000e-04, eta: 4:32:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6984, top5_acc: 0.8664, loss_cls: 1.2585, loss: 1.2585, grad_norm: 4.2975 2021-03-10 04:26:04,041 - mmaction - INFO - Epoch [131][680/940] lr: 4.000e-04, eta: 4:31:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7018, top5_acc: 0.8672, loss_cls: 1.2324, loss: 1.2324, grad_norm: 4.1809 2021-03-10 04:26:21,545 - mmaction - INFO - Epoch [131][700/940] lr: 4.000e-04, eta: 4:31:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6994, top5_acc: 0.8689, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.2267 2021-03-10 04:26:39,053 - mmaction - INFO - Epoch [131][720/940] lr: 4.000e-04, eta: 4:31:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6922, top5_acc: 0.8686, loss_cls: 1.2567, loss: 1.2567, grad_norm: 4.2502 2021-03-10 04:26:56,547 - mmaction - INFO - Epoch [131][740/940] lr: 4.000e-04, eta: 4:30:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7014, top5_acc: 0.8713, loss_cls: 1.2371, loss: 1.2371, grad_norm: 4.1888 2021-03-10 04:27:14,070 - mmaction - INFO - Epoch [131][760/940] lr: 4.000e-04, eta: 4:30:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8658, loss_cls: 1.2510, loss: 1.2510, grad_norm: 4.2148 2021-03-10 04:27:31,569 - mmaction - INFO - Epoch [131][780/940] lr: 4.000e-04, eta: 4:30:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6971, top5_acc: 0.8686, loss_cls: 1.2432, loss: 1.2432, grad_norm: 4.2189 2021-03-10 04:27:49,082 - mmaction - INFO - Epoch [131][800/940] lr: 4.000e-04, eta: 4:29:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6980, top5_acc: 0.8668, loss_cls: 1.2503, loss: 1.2503, grad_norm: 4.2191 2021-03-10 04:28:06,591 - mmaction - INFO - Epoch [131][820/940] lr: 4.000e-04, eta: 4:29:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8768, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.1203 2021-03-10 04:28:24,113 - mmaction - INFO - Epoch [131][840/940] lr: 4.000e-04, eta: 4:29:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6988, top5_acc: 0.8646, loss_cls: 1.2377, loss: 1.2377, grad_norm: 4.2704 2021-03-10 04:28:41,615 - mmaction - INFO - Epoch [131][860/940] lr: 4.000e-04, eta: 4:29:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8658, loss_cls: 1.2416, loss: 1.2416, grad_norm: 4.2321 2021-03-10 04:28:59,137 - mmaction - INFO - Epoch [131][880/940] lr: 4.000e-04, eta: 4:28:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6984, top5_acc: 0.8668, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.1989 2021-03-10 04:29:16,659 - mmaction - INFO - Epoch [131][900/940] lr: 4.000e-04, eta: 4:28:24, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8730, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.1985 2021-03-10 04:29:34,159 - mmaction - INFO - Epoch [131][920/940] lr: 4.000e-04, eta: 4:28:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8803, loss_cls: 1.1845, loss: 1.1845, grad_norm: 4.0953 2021-03-10 04:29:51,134 - mmaction - INFO - Epoch [131][940/940] lr: 4.000e-04, eta: 4:27:47, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.6958, top5_acc: 0.8632, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.3310 2021-03-10 04:29:52,675 - mmaction - INFO - Saving checkpoint at 131 epochs 2021-03-10 04:30:31,090 - mmaction - INFO - Epoch [132][20/940] lr: 4.000e-04, eta: 4:27:32, time: 1.893, data_time: 0.892, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8670, loss_cls: 1.2309, loss: 1.2309, grad_norm: 4.2089 2021-03-10 04:30:48,627 - mmaction - INFO - Epoch [132][40/940] lr: 4.000e-04, eta: 4:27:14, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8707, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.1522 2021-03-10 04:31:06,136 - mmaction - INFO - Epoch [132][60/940] lr: 4.000e-04, eta: 4:26:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8771, loss_cls: 1.1996, loss: 1.1996, grad_norm: 4.1320 2021-03-10 04:31:23,655 - mmaction - INFO - Epoch [132][80/940] lr: 4.000e-04, eta: 4:26:38, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6990, top5_acc: 0.8699, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.2380 2021-03-10 04:31:41,155 - mmaction - INFO - Epoch [132][100/940] lr: 4.000e-04, eta: 4:26:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7029, top5_acc: 0.8744, loss_cls: 1.2229, loss: 1.2229, grad_norm: 4.1909 2021-03-10 04:31:58,666 - mmaction - INFO - Epoch [132][120/940] lr: 4.000e-04, eta: 4:26:02, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7006, top5_acc: 0.8664, loss_cls: 1.2516, loss: 1.2516, grad_norm: 4.1692 2021-03-10 04:32:16,179 - mmaction - INFO - Epoch [132][140/940] lr: 4.000e-04, eta: 4:25:44, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7045, top5_acc: 0.8676, loss_cls: 1.2260, loss: 1.2260, grad_norm: 4.1488 2021-03-10 04:32:33,686 - mmaction - INFO - Epoch [132][160/940] lr: 4.000e-04, eta: 4:25:26, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7002, top5_acc: 0.8684, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.1930 2021-03-10 04:32:51,184 - mmaction - INFO - Epoch [132][180/940] lr: 4.000e-04, eta: 4:25:08, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7018, top5_acc: 0.8639, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.1553 2021-03-10 04:33:08,688 - mmaction - INFO - Epoch [132][200/940] lr: 4.000e-04, eta: 4:24:50, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7063, top5_acc: 0.8662, loss_cls: 1.2476, loss: 1.2476, grad_norm: 4.1926 2021-03-10 04:33:26,183 - mmaction - INFO - Epoch [132][220/940] lr: 4.000e-04, eta: 4:24:32, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8744, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.1113 2021-03-10 04:33:43,685 - mmaction - INFO - Epoch [132][240/940] lr: 4.000e-04, eta: 4:24:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8783, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.1818 2021-03-10 04:34:01,193 - mmaction - INFO - Epoch [132][260/940] lr: 4.000e-04, eta: 4:23:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8715, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.1649 2021-03-10 04:34:18,704 - mmaction - INFO - Epoch [132][280/940] lr: 4.000e-04, eta: 4:23:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8754, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.1345 2021-03-10 04:34:36,199 - mmaction - INFO - Epoch [132][300/940] lr: 4.000e-04, eta: 4:23:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6934, top5_acc: 0.8639, loss_cls: 1.2565, loss: 1.2565, grad_norm: 4.2757 2021-03-10 04:34:53,701 - mmaction - INFO - Epoch [132][320/940] lr: 4.000e-04, eta: 4:23:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7008, top5_acc: 0.8697, loss_cls: 1.2563, loss: 1.2563, grad_norm: 4.2739 2021-03-10 04:35:11,211 - mmaction - INFO - Epoch [132][340/940] lr: 4.000e-04, eta: 4:22:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8762, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.1751 2021-03-10 04:35:28,704 - mmaction - INFO - Epoch [132][360/940] lr: 4.000e-04, eta: 4:22:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8732, loss_cls: 1.2198, loss: 1.2198, grad_norm: 4.1860 2021-03-10 04:35:46,197 - mmaction - INFO - Epoch [132][380/940] lr: 4.000e-04, eta: 4:22:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8738, loss_cls: 1.1895, loss: 1.1895, grad_norm: 4.0838 2021-03-10 04:36:03,702 - mmaction - INFO - Epoch [132][400/940] lr: 4.000e-04, eta: 4:21:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8684, loss_cls: 1.2317, loss: 1.2317, grad_norm: 4.1449 2021-03-10 04:36:21,190 - mmaction - INFO - Epoch [132][420/940] lr: 4.000e-04, eta: 4:21:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8717, loss_cls: 1.2382, loss: 1.2382, grad_norm: 4.2264 2021-03-10 04:36:38,697 - mmaction - INFO - Epoch [132][440/940] lr: 4.000e-04, eta: 4:21:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8758, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.2145 2021-03-10 04:36:56,199 - mmaction - INFO - Epoch [132][460/940] lr: 4.000e-04, eta: 4:20:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8736, loss_cls: 1.2036, loss: 1.2036, grad_norm: 4.1779 2021-03-10 04:37:13,701 - mmaction - INFO - Epoch [132][480/940] lr: 4.000e-04, eta: 4:20:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7021, top5_acc: 0.8721, loss_cls: 1.2497, loss: 1.2497, grad_norm: 4.2831 2021-03-10 04:37:31,204 - mmaction - INFO - Epoch [132][500/940] lr: 4.000e-04, eta: 4:20:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8775, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.1515 2021-03-10 04:37:48,689 - mmaction - INFO - Epoch [132][520/940] lr: 4.000e-04, eta: 4:20:01, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7035, top5_acc: 0.8674, loss_cls: 1.2377, loss: 1.2377, grad_norm: 4.1930 2021-03-10 04:38:06,183 - mmaction - INFO - Epoch [132][540/940] lr: 4.000e-04, eta: 4:19:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8756, loss_cls: 1.2007, loss: 1.2007, grad_norm: 4.1559 2021-03-10 04:38:23,685 - mmaction - INFO - Epoch [132][560/940] lr: 4.000e-04, eta: 4:19:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8684, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.1940 2021-03-10 04:38:41,177 - mmaction - INFO - Epoch [132][580/940] lr: 4.000e-04, eta: 4:19:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7027, top5_acc: 0.8707, loss_cls: 1.2367, loss: 1.2367, grad_norm: 4.2282 2021-03-10 04:38:58,692 - mmaction - INFO - Epoch [132][600/940] lr: 4.000e-04, eta: 4:18:48, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.6967, top5_acc: 0.8727, loss_cls: 1.2445, loss: 1.2445, grad_norm: 4.2025 2021-03-10 04:39:16,199 - mmaction - INFO - Epoch [132][620/940] lr: 4.000e-04, eta: 4:18:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7021, top5_acc: 0.8682, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.2955 2021-03-10 04:39:33,684 - mmaction - INFO - Epoch [132][640/940] lr: 4.000e-04, eta: 4:18:12, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8723, loss_cls: 1.2381, loss: 1.2381, grad_norm: 4.2490 2021-03-10 04:39:51,195 - mmaction - INFO - Epoch [132][660/940] lr: 4.000e-04, eta: 4:17:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8748, loss_cls: 1.2119, loss: 1.2119, grad_norm: 4.1926 2021-03-10 04:40:08,690 - mmaction - INFO - Epoch [132][680/940] lr: 4.000e-04, eta: 4:17:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7033, top5_acc: 0.8754, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.1406 2021-03-10 04:40:26,193 - mmaction - INFO - Epoch [132][700/940] lr: 4.000e-04, eta: 4:17:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6955, top5_acc: 0.8654, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.1398 2021-03-10 04:40:43,702 - mmaction - INFO - Epoch [132][720/940] lr: 4.000e-04, eta: 4:17:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8770, loss_cls: 1.1920, loss: 1.1920, grad_norm: 4.1182 2021-03-10 04:41:01,199 - mmaction - INFO - Epoch [132][740/940] lr: 4.000e-04, eta: 4:16:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8682, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.2106 2021-03-10 04:41:18,692 - mmaction - INFO - Epoch [132][760/940] lr: 4.000e-04, eta: 4:16:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8758, loss_cls: 1.2152, loss: 1.2152, grad_norm: 4.2261 2021-03-10 04:41:36,203 - mmaction - INFO - Epoch [132][780/940] lr: 4.000e-04, eta: 4:16:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8645, loss_cls: 1.2438, loss: 1.2438, grad_norm: 4.2454 2021-03-10 04:41:53,719 - mmaction - INFO - Epoch [132][800/940] lr: 4.000e-04, eta: 4:15:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8785, loss_cls: 1.2077, loss: 1.2077, grad_norm: 4.1869 2021-03-10 04:42:11,225 - mmaction - INFO - Epoch [132][820/940] lr: 4.000e-04, eta: 4:15:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7043, top5_acc: 0.8760, loss_cls: 1.2300, loss: 1.2300, grad_norm: 4.2339 2021-03-10 04:42:28,718 - mmaction - INFO - Epoch [132][840/940] lr: 4.000e-04, eta: 4:15:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8807, loss_cls: 1.2075, loss: 1.2075, grad_norm: 4.2104 2021-03-10 04:42:46,207 - mmaction - INFO - Epoch [132][860/940] lr: 4.000e-04, eta: 4:14:54, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8736, loss_cls: 1.2454, loss: 1.2454, grad_norm: 4.2415 2021-03-10 04:43:03,700 - mmaction - INFO - Epoch [132][880/940] lr: 4.000e-04, eta: 4:14:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8709, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.1607 2021-03-10 04:43:21,199 - mmaction - INFO - Epoch [132][900/940] lr: 4.000e-04, eta: 4:14:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7037, top5_acc: 0.8736, loss_cls: 1.2161, loss: 1.2161, grad_norm: 4.2069 2021-03-10 04:43:38,706 - mmaction - INFO - Epoch [132][920/940] lr: 4.000e-04, eta: 4:13:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7035, top5_acc: 0.8631, loss_cls: 1.2380, loss: 1.2380, grad_norm: 4.2577 2021-03-10 04:43:55,682 - mmaction - INFO - Epoch [132][940/940] lr: 4.000e-04, eta: 4:13:41, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7116, top5_acc: 0.8758, loss_cls: 1.1902, loss: 1.1902, grad_norm: 4.2577 2021-03-10 04:43:56,444 - mmaction - INFO - Saving checkpoint at 132 epochs 2021-03-10 04:44:34,099 - mmaction - INFO - Epoch [133][20/940] lr: 4.000e-04, eta: 4:13:26, time: 1.854, data_time: 0.957, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8721, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.2966 2021-03-10 04:44:51,631 - mmaction - INFO - Epoch [133][40/940] lr: 4.000e-04, eta: 4:13:08, time: 0.876, data_time: 0.002, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8699, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.1041 2021-03-10 04:45:09,139 - mmaction - INFO - Epoch [133][60/940] lr: 4.000e-04, eta: 4:12:50, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6949, top5_acc: 0.8676, loss_cls: 1.2580, loss: 1.2580, grad_norm: 4.2479 2021-03-10 04:45:26,664 - mmaction - INFO - Epoch [133][80/940] lr: 4.000e-04, eta: 4:12:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8791, loss_cls: 1.1862, loss: 1.1862, grad_norm: 4.2245 2021-03-10 04:45:44,198 - mmaction - INFO - Epoch [133][100/940] lr: 4.000e-04, eta: 4:12:14, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7006, top5_acc: 0.8730, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.3031 2021-03-10 04:46:01,709 - mmaction - INFO - Epoch [133][120/940] lr: 4.000e-04, eta: 4:11:56, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8754, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.1835 2021-03-10 04:46:19,214 - mmaction - INFO - Epoch [133][140/940] lr: 4.000e-04, eta: 4:11:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7248, top5_acc: 0.8785, loss_cls: 1.1390, loss: 1.1390, grad_norm: 4.0947 2021-03-10 04:46:36,720 - mmaction - INFO - Epoch [133][160/940] lr: 4.000e-04, eta: 4:11:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8787, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.1913 2021-03-10 04:46:54,222 - mmaction - INFO - Epoch [133][180/940] lr: 4.000e-04, eta: 4:11:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8736, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.2191 2021-03-10 04:47:11,739 - mmaction - INFO - Epoch [133][200/940] lr: 4.000e-04, eta: 4:10:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6980, top5_acc: 0.8756, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.3055 2021-03-10 04:47:29,251 - mmaction - INFO - Epoch [133][220/940] lr: 4.000e-04, eta: 4:10:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8723, loss_cls: 1.2298, loss: 1.2298, grad_norm: 4.2164 2021-03-10 04:47:46,764 - mmaction - INFO - Epoch [133][240/940] lr: 4.000e-04, eta: 4:10:07, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7045, top5_acc: 0.8648, loss_cls: 1.2413, loss: 1.2413, grad_norm: 4.1661 2021-03-10 04:48:04,284 - mmaction - INFO - Epoch [133][260/940] lr: 4.000e-04, eta: 4:09:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7025, top5_acc: 0.8641, loss_cls: 1.2412, loss: 1.2412, grad_norm: 4.3099 2021-03-10 04:48:21,803 - mmaction - INFO - Epoch [133][280/940] lr: 4.000e-04, eta: 4:09:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8740, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.2296 2021-03-10 04:48:39,313 - mmaction - INFO - Epoch [133][300/940] lr: 4.000e-04, eta: 4:09:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8744, loss_cls: 1.1815, loss: 1.1815, grad_norm: 4.1310 2021-03-10 04:48:56,819 - mmaction - INFO - Epoch [133][320/940] lr: 4.000e-04, eta: 4:08:55, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8713, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.1915 2021-03-10 04:49:14,338 - mmaction - INFO - Epoch [133][340/940] lr: 4.000e-04, eta: 4:08:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8781, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.2136 2021-03-10 04:49:31,831 - mmaction - INFO - Epoch [133][360/940] lr: 4.000e-04, eta: 4:08:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7025, top5_acc: 0.8686, loss_cls: 1.2468, loss: 1.2468, grad_norm: 4.2334 2021-03-10 04:49:49,324 - mmaction - INFO - Epoch [133][380/940] lr: 4.000e-04, eta: 4:08:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7029, top5_acc: 0.8740, loss_cls: 1.2400, loss: 1.2400, grad_norm: 4.1779 2021-03-10 04:50:06,805 - mmaction - INFO - Epoch [133][400/940] lr: 4.000e-04, eta: 4:07:43, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.6986, top5_acc: 0.8682, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.2527 2021-03-10 04:50:24,299 - mmaction - INFO - Epoch [133][420/940] lr: 4.000e-04, eta: 4:07:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7066, top5_acc: 0.8670, loss_cls: 1.2353, loss: 1.2353, grad_norm: 4.1668 2021-03-10 04:50:41,806 - mmaction - INFO - Epoch [133][440/940] lr: 4.000e-04, eta: 4:07:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8699, loss_cls: 1.2088, loss: 1.2088, grad_norm: 4.2109 2021-03-10 04:50:59,299 - mmaction - INFO - Epoch [133][460/940] lr: 4.000e-04, eta: 4:06:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8721, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.2508 2021-03-10 04:51:16,815 - mmaction - INFO - Epoch [133][480/940] lr: 4.000e-04, eta: 4:06:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7041, top5_acc: 0.8744, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.2434 2021-03-10 04:51:34,313 - mmaction - INFO - Epoch [133][500/940] lr: 4.000e-04, eta: 4:06:12, time: 0.875, data_time: 0.002, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8740, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.2772 2021-03-10 04:51:51,812 - mmaction - INFO - Epoch [133][520/940] lr: 4.000e-04, eta: 4:05:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8752, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.2425 2021-03-10 04:52:09,319 - mmaction - INFO - Epoch [133][540/940] lr: 4.000e-04, eta: 4:05:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6973, top5_acc: 0.8637, loss_cls: 1.2529, loss: 1.2529, grad_norm: 4.3594 2021-03-10 04:52:26,826 - mmaction - INFO - Epoch [133][560/940] lr: 4.000e-04, eta: 4:05:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8752, loss_cls: 1.2061, loss: 1.2061, grad_norm: 4.2523 2021-03-10 04:52:44,353 - mmaction - INFO - Epoch [133][580/940] lr: 4.000e-04, eta: 4:05:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7012, top5_acc: 0.8652, loss_cls: 1.2397, loss: 1.2397, grad_norm: 4.2546 2021-03-10 04:53:01,851 - mmaction - INFO - Epoch [133][600/940] lr: 4.000e-04, eta: 4:04:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8734, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.2578 2021-03-10 04:53:19,351 - mmaction - INFO - Epoch [133][620/940] lr: 4.000e-04, eta: 4:04:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8660, loss_cls: 1.2557, loss: 1.2557, grad_norm: 4.3008 2021-03-10 04:53:36,870 - mmaction - INFO - Epoch [133][640/940] lr: 4.000e-04, eta: 4:04:06, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8773, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.2844 2021-03-10 04:53:54,360 - mmaction - INFO - Epoch [133][660/940] lr: 4.000e-04, eta: 4:03:48, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8701, loss_cls: 1.2280, loss: 1.2280, grad_norm: 4.2312 2021-03-10 04:54:11,858 - mmaction - INFO - Epoch [133][680/940] lr: 4.000e-04, eta: 4:03:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8752, loss_cls: 1.1916, loss: 1.1916, grad_norm: 4.1662 2021-03-10 04:54:29,347 - mmaction - INFO - Epoch [133][700/940] lr: 4.000e-04, eta: 4:03:12, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8783, loss_cls: 1.1817, loss: 1.1817, grad_norm: 4.1565 2021-03-10 04:54:46,851 - mmaction - INFO - Epoch [133][720/940] lr: 4.000e-04, eta: 4:02:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8697, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.2117 2021-03-10 04:55:04,356 - mmaction - INFO - Epoch [133][740/940] lr: 4.000e-04, eta: 4:02:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8754, loss_cls: 1.2126, loss: 1.2126, grad_norm: 4.2600 2021-03-10 04:55:21,859 - mmaction - INFO - Epoch [133][760/940] lr: 4.000e-04, eta: 4:02:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8801, loss_cls: 1.2010, loss: 1.2010, grad_norm: 4.2669 2021-03-10 04:55:39,365 - mmaction - INFO - Epoch [133][780/940] lr: 4.000e-04, eta: 4:02:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8684, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.2785 2021-03-10 04:55:56,865 - mmaction - INFO - Epoch [133][800/940] lr: 4.000e-04, eta: 4:01:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8684, loss_cls: 1.2057, loss: 1.2057, grad_norm: 4.1472 2021-03-10 04:56:14,356 - mmaction - INFO - Epoch [133][820/940] lr: 4.000e-04, eta: 4:01:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7021, top5_acc: 0.8682, loss_cls: 1.2372, loss: 1.2372, grad_norm: 4.2695 2021-03-10 04:56:31,855 - mmaction - INFO - Epoch [133][840/940] lr: 4.000e-04, eta: 4:01:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7006, top5_acc: 0.8750, loss_cls: 1.2103, loss: 1.2103, grad_norm: 4.2854 2021-03-10 04:56:49,356 - mmaction - INFO - Epoch [133][860/940] lr: 4.000e-04, eta: 4:00:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8779, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.1929 2021-03-10 04:57:06,852 - mmaction - INFO - Epoch [133][880/940] lr: 4.000e-04, eta: 4:00:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8730, loss_cls: 1.2021, loss: 1.2021, grad_norm: 4.2642 2021-03-10 04:57:24,350 - mmaction - INFO - Epoch [133][900/940] lr: 4.000e-04, eta: 4:00:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7061, top5_acc: 0.8701, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.3132 2021-03-10 04:57:41,846 - mmaction - INFO - Epoch [133][920/940] lr: 4.000e-04, eta: 3:59:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8721, loss_cls: 1.1985, loss: 1.1985, grad_norm: 4.2104 2021-03-10 04:57:58,784 - mmaction - INFO - Epoch [133][940/940] lr: 4.000e-04, eta: 3:59:35, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.7001, top5_acc: 0.8687, loss_cls: 1.2450, loss: 1.2450, grad_norm: 4.3564 2021-03-10 04:57:59,410 - mmaction - INFO - Saving checkpoint at 133 epochs 2021-03-10 04:58:37,612 - mmaction - INFO - Epoch [134][20/940] lr: 4.000e-04, eta: 3:59:19, time: 1.816, data_time: 0.927, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8781, loss_cls: 1.1937, loss: 1.1937, grad_norm: 4.2683 2021-03-10 04:58:55,182 - mmaction - INFO - Epoch [134][40/940] lr: 4.000e-04, eta: 3:59:01, time: 0.879, data_time: 0.004, memory: 8896, top1_acc: 0.7072, top5_acc: 0.8688, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.2846 2021-03-10 04:59:12,692 - mmaction - INFO - Epoch [134][60/940] lr: 4.000e-04, eta: 3:58:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8727, loss_cls: 1.1925, loss: 1.1925, grad_norm: 4.1607 2021-03-10 04:59:30,196 - mmaction - INFO - Epoch [134][80/940] lr: 4.000e-04, eta: 3:58:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8758, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.1740 2021-03-10 04:59:47,696 - mmaction - INFO - Epoch [134][100/940] lr: 4.000e-04, eta: 3:58:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8719, loss_cls: 1.2089, loss: 1.2089, grad_norm: 4.2860 2021-03-10 05:00:05,202 - mmaction - INFO - Epoch [134][120/940] lr: 4.000e-04, eta: 3:57:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8760, loss_cls: 1.1952, loss: 1.1952, grad_norm: 4.2323 2021-03-10 05:00:22,696 - mmaction - INFO - Epoch [134][140/940] lr: 4.000e-04, eta: 3:57:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8766, loss_cls: 1.1911, loss: 1.1911, grad_norm: 4.2804 2021-03-10 05:00:40,198 - mmaction - INFO - Epoch [134][160/940] lr: 4.000e-04, eta: 3:57:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8707, loss_cls: 1.2054, loss: 1.2054, grad_norm: 4.2149 2021-03-10 05:00:57,701 - mmaction - INFO - Epoch [134][180/940] lr: 4.000e-04, eta: 3:56:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7045, top5_acc: 0.8734, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.1603 2021-03-10 05:01:15,191 - mmaction - INFO - Epoch [134][200/940] lr: 4.000e-04, eta: 3:56:37, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.6953, top5_acc: 0.8660, loss_cls: 1.2553, loss: 1.2553, grad_norm: 4.3648 2021-03-10 05:01:32,684 - mmaction - INFO - Epoch [134][220/940] lr: 4.000e-04, eta: 3:56:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8793, loss_cls: 1.1875, loss: 1.1875, grad_norm: 4.2271 2021-03-10 05:01:50,173 - mmaction - INFO - Epoch [134][240/940] lr: 4.000e-04, eta: 3:56:01, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7033, top5_acc: 0.8705, loss_cls: 1.2293, loss: 1.2293, grad_norm: 4.2027 2021-03-10 05:02:07,688 - mmaction - INFO - Epoch [134][260/940] lr: 4.000e-04, eta: 3:55:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8646, loss_cls: 1.2268, loss: 1.2268, grad_norm: 4.2229 2021-03-10 05:02:25,199 - mmaction - INFO - Epoch [134][280/940] lr: 4.000e-04, eta: 3:55:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8768, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.1659 2021-03-10 05:02:42,689 - mmaction - INFO - Epoch [134][300/940] lr: 4.000e-04, eta: 3:55:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8727, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.2711 2021-03-10 05:03:00,196 - mmaction - INFO - Epoch [134][320/940] lr: 4.000e-04, eta: 3:54:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8795, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.2107 2021-03-10 05:03:17,716 - mmaction - INFO - Epoch [134][340/940] lr: 4.000e-04, eta: 3:54:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8744, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.2650 2021-03-10 05:03:35,250 - mmaction - INFO - Epoch [134][360/940] lr: 4.000e-04, eta: 3:54:12, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7008, top5_acc: 0.8725, loss_cls: 1.2198, loss: 1.2198, grad_norm: 4.2763 2021-03-10 05:03:52,749 - mmaction - INFO - Epoch [134][380/940] lr: 4.000e-04, eta: 3:53:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8742, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.2229 2021-03-10 05:04:10,242 - mmaction - INFO - Epoch [134][400/940] lr: 4.000e-04, eta: 3:53:36, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7020, top5_acc: 0.8738, loss_cls: 1.2275, loss: 1.2275, grad_norm: 4.3047 2021-03-10 05:04:27,741 - mmaction - INFO - Epoch [134][420/940] lr: 4.000e-04, eta: 3:53:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6953, top5_acc: 0.8736, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.3272 2021-03-10 05:04:45,243 - mmaction - INFO - Epoch [134][440/940] lr: 4.000e-04, eta: 3:53:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7193, top5_acc: 0.8797, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.1917 2021-03-10 05:05:02,767 - mmaction - INFO - Epoch [134][460/940] lr: 4.000e-04, eta: 3:52:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7029, top5_acc: 0.8693, loss_cls: 1.2558, loss: 1.2558, grad_norm: 4.3121 2021-03-10 05:05:20,273 - mmaction - INFO - Epoch [134][480/940] lr: 4.000e-04, eta: 3:52:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8781, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.2953 2021-03-10 05:05:37,764 - mmaction - INFO - Epoch [134][500/940] lr: 4.000e-04, eta: 3:52:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8717, loss_cls: 1.1933, loss: 1.1933, grad_norm: 4.2088 2021-03-10 05:05:55,261 - mmaction - INFO - Epoch [134][520/940] lr: 4.000e-04, eta: 3:51:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8775, loss_cls: 1.2013, loss: 1.2013, grad_norm: 4.2600 2021-03-10 05:06:12,752 - mmaction - INFO - Epoch [134][540/940] lr: 4.000e-04, eta: 3:51:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8686, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.2945 2021-03-10 05:06:30,263 - mmaction - INFO - Epoch [134][560/940] lr: 4.000e-04, eta: 3:51:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8717, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.2741 2021-03-10 05:06:47,776 - mmaction - INFO - Epoch [134][580/940] lr: 4.000e-04, eta: 3:50:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8727, loss_cls: 1.2033, loss: 1.2033, grad_norm: 4.2579 2021-03-10 05:07:05,298 - mmaction - INFO - Epoch [134][600/940] lr: 4.000e-04, eta: 3:50:36, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8670, loss_cls: 1.2367, loss: 1.2367, grad_norm: 4.2826 2021-03-10 05:07:22,802 - mmaction - INFO - Epoch [134][620/940] lr: 4.000e-04, eta: 3:50:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7025, top5_acc: 0.8729, loss_cls: 1.2302, loss: 1.2302, grad_norm: 4.3209 2021-03-10 05:07:40,312 - mmaction - INFO - Epoch [134][640/940] lr: 4.000e-04, eta: 3:50:00, time: 0.875, data_time: 0.003, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8670, loss_cls: 1.2528, loss: 1.2528, grad_norm: 4.3030 2021-03-10 05:07:57,810 - mmaction - INFO - Epoch [134][660/940] lr: 4.000e-04, eta: 3:49:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7043, top5_acc: 0.8637, loss_cls: 1.2370, loss: 1.2370, grad_norm: 4.2485 2021-03-10 05:08:15,303 - mmaction - INFO - Epoch [134][680/940] lr: 4.000e-04, eta: 3:49:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7025, top5_acc: 0.8660, loss_cls: 1.2234, loss: 1.2234, grad_norm: 4.2362 2021-03-10 05:08:32,803 - mmaction - INFO - Epoch [134][700/940] lr: 4.000e-04, eta: 3:49:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8693, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.2591 2021-03-10 05:08:50,294 - mmaction - INFO - Epoch [134][720/940] lr: 4.000e-04, eta: 3:48:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7234, top5_acc: 0.8814, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.1607 2021-03-10 05:09:07,797 - mmaction - INFO - Epoch [134][740/940] lr: 4.000e-04, eta: 3:48:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8742, loss_cls: 1.2057, loss: 1.2057, grad_norm: 4.3418 2021-03-10 05:09:25,299 - mmaction - INFO - Epoch [134][760/940] lr: 4.000e-04, eta: 3:48:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8740, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.2433 2021-03-10 05:09:42,808 - mmaction - INFO - Epoch [134][780/940] lr: 4.000e-04, eta: 3:47:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8762, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.2264 2021-03-10 05:10:00,321 - mmaction - INFO - Epoch [134][800/940] lr: 4.000e-04, eta: 3:47:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8736, loss_cls: 1.1951, loss: 1.1951, grad_norm: 4.2934 2021-03-10 05:10:17,841 - mmaction - INFO - Epoch [134][820/940] lr: 4.000e-04, eta: 3:47:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8707, loss_cls: 1.2085, loss: 1.2085, grad_norm: 4.2711 2021-03-10 05:10:35,387 - mmaction - INFO - Epoch [134][840/940] lr: 4.000e-04, eta: 3:46:59, time: 0.878, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8787, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.2673 2021-03-10 05:10:52,884 - mmaction - INFO - Epoch [134][860/940] lr: 4.000e-04, eta: 3:46:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8664, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.2945 2021-03-10 05:11:10,398 - mmaction - INFO - Epoch [134][880/940] lr: 4.000e-04, eta: 3:46:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8785, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.2873 2021-03-10 05:11:27,898 - mmaction - INFO - Epoch [134][900/940] lr: 4.000e-04, eta: 3:46:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7012, top5_acc: 0.8693, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.3365 2021-03-10 05:11:45,390 - mmaction - INFO - Epoch [134][920/940] lr: 4.000e-04, eta: 3:45:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8746, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.2167 2021-03-10 05:12:02,358 - mmaction - INFO - Epoch [134][940/940] lr: 4.000e-04, eta: 3:45:29, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8640, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.3401 2021-03-10 05:12:03,201 - mmaction - INFO - Saving checkpoint at 134 epochs 2021-03-10 05:12:40,678 - mmaction - INFO - Epoch [135][20/940] lr: 4.000e-04, eta: 3:45:13, time: 1.850, data_time: 0.975, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8773, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.2666 2021-03-10 05:12:58,229 - mmaction - INFO - Epoch [135][40/940] lr: 4.000e-04, eta: 3:44:55, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8766, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.2845 2021-03-10 05:13:15,754 - mmaction - INFO - Epoch [135][60/940] lr: 4.000e-04, eta: 3:44:37, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8742, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.2693 2021-03-10 05:13:33,263 - mmaction - INFO - Epoch [135][80/940] lr: 4.000e-04, eta: 3:44:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7227, top5_acc: 0.8791, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.2258 2021-03-10 05:13:50,772 - mmaction - INFO - Epoch [135][100/940] lr: 4.000e-04, eta: 3:44:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8697, loss_cls: 1.2208, loss: 1.2208, grad_norm: 4.2163 2021-03-10 05:14:08,293 - mmaction - INFO - Epoch [135][120/940] lr: 4.000e-04, eta: 3:43:43, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8793, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.2397 2021-03-10 05:14:25,804 - mmaction - INFO - Epoch [135][140/940] lr: 4.000e-04, eta: 3:43:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8703, loss_cls: 1.2187, loss: 1.2187, grad_norm: 4.2781 2021-03-10 05:14:43,310 - mmaction - INFO - Epoch [135][160/940] lr: 4.000e-04, eta: 3:43:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8711, loss_cls: 1.1967, loss: 1.1967, grad_norm: 4.2687 2021-03-10 05:15:00,811 - mmaction - INFO - Epoch [135][180/940] lr: 4.000e-04, eta: 3:42:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8760, loss_cls: 1.2018, loss: 1.2018, grad_norm: 4.2891 2021-03-10 05:15:18,322 - mmaction - INFO - Epoch [135][200/940] lr: 4.000e-04, eta: 3:42:31, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7000, top5_acc: 0.8682, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.3208 2021-03-10 05:15:35,826 - mmaction - INFO - Epoch [135][220/940] lr: 4.000e-04, eta: 3:42:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8744, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.1870 2021-03-10 05:15:53,319 - mmaction - INFO - Epoch [135][240/940] lr: 4.000e-04, eta: 3:41:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8775, loss_cls: 1.1749, loss: 1.1749, grad_norm: 4.2261 2021-03-10 05:16:10,832 - mmaction - INFO - Epoch [135][260/940] lr: 4.000e-04, eta: 3:41:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8742, loss_cls: 1.2162, loss: 1.2162, grad_norm: 4.2205 2021-03-10 05:16:28,342 - mmaction - INFO - Epoch [135][280/940] lr: 4.000e-04, eta: 3:41:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8773, loss_cls: 1.1933, loss: 1.1933, grad_norm: 4.2840 2021-03-10 05:16:45,855 - mmaction - INFO - Epoch [135][300/940] lr: 4.000e-04, eta: 3:41:00, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8746, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.2991 2021-03-10 05:17:03,361 - mmaction - INFO - Epoch [135][320/940] lr: 4.000e-04, eta: 3:40:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8730, loss_cls: 1.2097, loss: 1.2097, grad_norm: 4.2373 2021-03-10 05:17:20,868 - mmaction - INFO - Epoch [135][340/940] lr: 4.000e-04, eta: 3:40:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7033, top5_acc: 0.8727, loss_cls: 1.2115, loss: 1.2115, grad_norm: 4.3161 2021-03-10 05:17:38,377 - mmaction - INFO - Epoch [135][360/940] lr: 4.000e-04, eta: 3:40:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8764, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.2614 2021-03-10 05:17:55,873 - mmaction - INFO - Epoch [135][380/940] lr: 4.000e-04, eta: 3:39:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7047, top5_acc: 0.8727, loss_cls: 1.2044, loss: 1.2044, grad_norm: 4.3274 2021-03-10 05:18:13,369 - mmaction - INFO - Epoch [135][400/940] lr: 4.000e-04, eta: 3:39:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8748, loss_cls: 1.2044, loss: 1.2044, grad_norm: 4.3198 2021-03-10 05:18:30,892 - mmaction - INFO - Epoch [135][420/940] lr: 4.000e-04, eta: 3:39:12, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7057, top5_acc: 0.8695, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.3018 2021-03-10 05:18:48,388 - mmaction - INFO - Epoch [135][440/940] lr: 4.000e-04, eta: 3:38:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8705, loss_cls: 1.2130, loss: 1.2130, grad_norm: 4.2874 2021-03-10 05:19:05,890 - mmaction - INFO - Epoch [135][460/940] lr: 4.000e-04, eta: 3:38:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8791, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.2856 2021-03-10 05:19:23,385 - mmaction - INFO - Epoch [135][480/940] lr: 4.000e-04, eta: 3:38:18, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8729, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.2572 2021-03-10 05:19:40,882 - mmaction - INFO - Epoch [135][500/940] lr: 4.000e-04, eta: 3:38:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7047, top5_acc: 0.8654, loss_cls: 1.2456, loss: 1.2456, grad_norm: 4.3274 2021-03-10 05:19:58,407 - mmaction - INFO - Epoch [135][520/940] lr: 4.000e-04, eta: 3:37:42, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8723, loss_cls: 1.2210, loss: 1.2210, grad_norm: 4.2633 2021-03-10 05:20:15,900 - mmaction - INFO - Epoch [135][540/940] lr: 4.000e-04, eta: 3:37:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8701, loss_cls: 1.1909, loss: 1.1909, grad_norm: 4.3077 2021-03-10 05:20:33,423 - mmaction - INFO - Epoch [135][560/940] lr: 4.000e-04, eta: 3:37:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8826, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.2706 2021-03-10 05:20:50,933 - mmaction - INFO - Epoch [135][580/940] lr: 4.000e-04, eta: 3:36:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8697, loss_cls: 1.2282, loss: 1.2282, grad_norm: 4.3264 2021-03-10 05:21:08,423 - mmaction - INFO - Epoch [135][600/940] lr: 4.000e-04, eta: 3:36:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8766, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.3063 2021-03-10 05:21:25,928 - mmaction - INFO - Epoch [135][620/940] lr: 4.000e-04, eta: 3:36:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8760, loss_cls: 1.2010, loss: 1.2010, grad_norm: 4.3163 2021-03-10 05:21:43,431 - mmaction - INFO - Epoch [135][640/940] lr: 4.000e-04, eta: 3:35:54, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8807, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.3342 2021-03-10 05:22:00,930 - mmaction - INFO - Epoch [135][660/940] lr: 4.000e-04, eta: 3:35:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8695, loss_cls: 1.1975, loss: 1.1975, grad_norm: 4.2491 2021-03-10 05:22:18,418 - mmaction - INFO - Epoch [135][680/940] lr: 4.000e-04, eta: 3:35:18, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8682, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.3715 2021-03-10 05:22:35,912 - mmaction - INFO - Epoch [135][700/940] lr: 4.000e-04, eta: 3:34:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8846, loss_cls: 1.1719, loss: 1.1719, grad_norm: 4.3036 2021-03-10 05:22:53,407 - mmaction - INFO - Epoch [135][720/940] lr: 4.000e-04, eta: 3:34:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8852, loss_cls: 1.1411, loss: 1.1411, grad_norm: 4.1956 2021-03-10 05:23:10,903 - mmaction - INFO - Epoch [135][740/940] lr: 4.000e-04, eta: 3:34:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8662, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.3424 2021-03-10 05:23:28,393 - mmaction - INFO - Epoch [135][760/940] lr: 4.000e-04, eta: 3:34:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8742, loss_cls: 1.1680, loss: 1.1680, grad_norm: 4.2728 2021-03-10 05:23:45,899 - mmaction - INFO - Epoch [135][780/940] lr: 4.000e-04, eta: 3:33:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7172, top5_acc: 0.8777, loss_cls: 1.1795, loss: 1.1795, grad_norm: 4.3150 2021-03-10 05:24:03,397 - mmaction - INFO - Epoch [135][800/940] lr: 4.000e-04, eta: 3:33:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8715, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.2909 2021-03-10 05:24:20,896 - mmaction - INFO - Epoch [135][820/940] lr: 4.000e-04, eta: 3:33:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8750, loss_cls: 1.2221, loss: 1.2221, grad_norm: 4.3111 2021-03-10 05:24:38,393 - mmaction - INFO - Epoch [135][840/940] lr: 4.000e-04, eta: 3:32:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7164, top5_acc: 0.8719, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.2026 2021-03-10 05:24:55,906 - mmaction - INFO - Epoch [135][860/940] lr: 4.000e-04, eta: 3:32:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8729, loss_cls: 1.2105, loss: 1.2105, grad_norm: 4.3187 2021-03-10 05:25:13,399 - mmaction - INFO - Epoch [135][880/940] lr: 4.000e-04, eta: 3:32:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8697, loss_cls: 1.2316, loss: 1.2316, grad_norm: 4.2810 2021-03-10 05:25:30,900 - mmaction - INFO - Epoch [135][900/940] lr: 4.000e-04, eta: 3:31:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8764, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.2895 2021-03-10 05:25:48,402 - mmaction - INFO - Epoch [135][920/940] lr: 4.000e-04, eta: 3:31:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8727, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.2632 2021-03-10 05:26:05,395 - mmaction - INFO - Epoch [135][940/940] lr: 4.000e-04, eta: 3:31:23, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.7200, top5_acc: 0.8782, loss_cls: 1.1821, loss: 1.1821, grad_norm: 4.2246 2021-03-10 05:26:06,078 - mmaction - INFO - Saving checkpoint at 135 epochs 2021-03-10 05:26:40,514 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 05:26:41,190 - mmaction - INFO - top1_acc 0.6927 top5_acc 0.8799 2021-03-10 05:26:41,191 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 05:26:41,218 - mmaction - INFO - mean_acc 0.6926 2021-03-10 05:26:42,017 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2021-03-10 05:26:42,018 - mmaction - INFO - Best top1_acc is 0.6927 at 135 epoch. 2021-03-10 05:26:42,026 - mmaction - INFO - Epoch(val) [135][940] top1_acc: 0.6927, top5_acc: 0.8799, mean_class_accuracy: 0.6926 2021-03-10 05:27:27,541 - mmaction - INFO - Epoch [136][20/940] lr: 4.000e-04, eta: 3:31:08, time: 2.275, data_time: 1.382, memory: 8896, top1_acc: 0.7234, top5_acc: 0.8807, loss_cls: 1.1612, loss: 1.1612, grad_norm: 4.2563 2021-03-10 05:27:45,100 - mmaction - INFO - Epoch [136][40/940] lr: 4.000e-04, eta: 3:30:50, time: 0.878, data_time: 0.004, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8693, loss_cls: 1.2296, loss: 1.2296, grad_norm: 4.3005 2021-03-10 05:28:02,630 - mmaction - INFO - Epoch [136][60/940] lr: 4.000e-04, eta: 3:30:32, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7061, top5_acc: 0.8758, loss_cls: 1.2092, loss: 1.2092, grad_norm: 4.3634 2021-03-10 05:28:20,133 - mmaction - INFO - Epoch [136][80/940] lr: 4.000e-04, eta: 3:30:14, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8793, loss_cls: 1.1648, loss: 1.1648, grad_norm: 4.2961 2021-03-10 05:28:37,632 - mmaction - INFO - Epoch [136][100/940] lr: 4.000e-04, eta: 3:29:56, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8758, loss_cls: 1.1871, loss: 1.1871, grad_norm: 4.2913 2021-03-10 05:28:55,135 - mmaction - INFO - Epoch [136][120/940] lr: 4.000e-04, eta: 3:29:38, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8719, loss_cls: 1.2173, loss: 1.2173, grad_norm: 4.3295 2021-03-10 05:29:12,625 - mmaction - INFO - Epoch [136][140/940] lr: 4.000e-04, eta: 3:29:20, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7236, top5_acc: 0.8801, loss_cls: 1.1610, loss: 1.1610, grad_norm: 4.2554 2021-03-10 05:29:30,139 - mmaction - INFO - Epoch [136][160/940] lr: 4.000e-04, eta: 3:29:02, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8773, loss_cls: 1.1993, loss: 1.1993, grad_norm: 4.3526 2021-03-10 05:29:47,640 - mmaction - INFO - Epoch [136][180/940] lr: 4.000e-04, eta: 3:28:44, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8773, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.2679 2021-03-10 05:30:05,145 - mmaction - INFO - Epoch [136][200/940] lr: 4.000e-04, eta: 3:28:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7141, top5_acc: 0.8754, loss_cls: 1.1824, loss: 1.1824, grad_norm: 4.2722 2021-03-10 05:30:22,638 - mmaction - INFO - Epoch [136][220/940] lr: 4.000e-04, eta: 3:28:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8717, loss_cls: 1.2040, loss: 1.2040, grad_norm: 4.2956 2021-03-10 05:30:40,154 - mmaction - INFO - Epoch [136][240/940] lr: 4.000e-04, eta: 3:27:49, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6936, top5_acc: 0.8629, loss_cls: 1.2552, loss: 1.2552, grad_norm: 4.3550 2021-03-10 05:30:57,663 - mmaction - INFO - Epoch [136][260/940] lr: 4.000e-04, eta: 3:27:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7141, top5_acc: 0.8756, loss_cls: 1.1981, loss: 1.1981, grad_norm: 4.2630 2021-03-10 05:31:15,157 - mmaction - INFO - Epoch [136][280/940] lr: 4.000e-04, eta: 3:27:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8729, loss_cls: 1.2110, loss: 1.2110, grad_norm: 4.3303 2021-03-10 05:31:32,652 - mmaction - INFO - Epoch [136][300/940] lr: 4.000e-04, eta: 3:26:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8738, loss_cls: 1.1998, loss: 1.1998, grad_norm: 4.2760 2021-03-10 05:31:50,166 - mmaction - INFO - Epoch [136][320/940] lr: 4.000e-04, eta: 3:26:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8686, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.2894 2021-03-10 05:32:07,677 - mmaction - INFO - Epoch [136][340/940] lr: 4.000e-04, eta: 3:26:19, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8746, loss_cls: 1.1960, loss: 1.1960, grad_norm: 4.2543 2021-03-10 05:32:25,178 - mmaction - INFO - Epoch [136][360/940] lr: 4.000e-04, eta: 3:26:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8773, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.2807 2021-03-10 05:32:42,689 - mmaction - INFO - Epoch [136][380/940] lr: 4.000e-04, eta: 3:25:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7051, top5_acc: 0.8723, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.3174 2021-03-10 05:33:00,197 - mmaction - INFO - Epoch [136][400/940] lr: 4.000e-04, eta: 3:25:25, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7063, top5_acc: 0.8707, loss_cls: 1.2126, loss: 1.2126, grad_norm: 4.3583 2021-03-10 05:33:17,684 - mmaction - INFO - Epoch [136][420/940] lr: 4.000e-04, eta: 3:25:07, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8799, loss_cls: 1.1659, loss: 1.1659, grad_norm: 4.3018 2021-03-10 05:33:35,186 - mmaction - INFO - Epoch [136][440/940] lr: 4.000e-04, eta: 3:24:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8766, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.1974 2021-03-10 05:33:52,681 - mmaction - INFO - Epoch [136][460/940] lr: 4.000e-04, eta: 3:24:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8725, loss_cls: 1.2101, loss: 1.2101, grad_norm: 4.3282 2021-03-10 05:34:10,167 - mmaction - INFO - Epoch [136][480/940] lr: 4.000e-04, eta: 3:24:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7053, top5_acc: 0.8719, loss_cls: 1.2198, loss: 1.2198, grad_norm: 4.3498 2021-03-10 05:34:27,670 - mmaction - INFO - Epoch [136][500/940] lr: 4.000e-04, eta: 3:23:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8725, loss_cls: 1.1862, loss: 1.1862, grad_norm: 4.2639 2021-03-10 05:34:45,172 - mmaction - INFO - Epoch [136][520/940] lr: 4.000e-04, eta: 3:23:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8764, loss_cls: 1.2013, loss: 1.2013, grad_norm: 4.1826 2021-03-10 05:35:02,675 - mmaction - INFO - Epoch [136][540/940] lr: 4.000e-04, eta: 3:23:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8693, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.3731 2021-03-10 05:35:20,174 - mmaction - INFO - Epoch [136][560/940] lr: 4.000e-04, eta: 3:23:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8682, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.2707 2021-03-10 05:35:37,674 - mmaction - INFO - Epoch [136][580/940] lr: 4.000e-04, eta: 3:22:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7037, top5_acc: 0.8650, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.3460 2021-03-10 05:35:55,166 - mmaction - INFO - Epoch [136][600/940] lr: 4.000e-04, eta: 3:22:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8781, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.3842 2021-03-10 05:36:12,659 - mmaction - INFO - Epoch [136][620/940] lr: 4.000e-04, eta: 3:22:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8752, loss_cls: 1.2233, loss: 1.2233, grad_norm: 4.4218 2021-03-10 05:36:30,147 - mmaction - INFO - Epoch [136][640/940] lr: 4.000e-04, eta: 3:21:48, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8781, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.2184 2021-03-10 05:36:47,656 - mmaction - INFO - Epoch [136][660/940] lr: 4.000e-04, eta: 3:21:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8707, loss_cls: 1.1996, loss: 1.1996, grad_norm: 4.3298 2021-03-10 05:37:05,148 - mmaction - INFO - Epoch [136][680/940] lr: 4.000e-04, eta: 3:21:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8697, loss_cls: 1.2174, loss: 1.2174, grad_norm: 4.3026 2021-03-10 05:37:22,652 - mmaction - INFO - Epoch [136][700/940] lr: 4.000e-04, eta: 3:20:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8705, loss_cls: 1.2034, loss: 1.2034, grad_norm: 4.3815 2021-03-10 05:37:40,162 - mmaction - INFO - Epoch [136][720/940] lr: 4.000e-04, eta: 3:20:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8758, loss_cls: 1.2010, loss: 1.2010, grad_norm: 4.3891 2021-03-10 05:37:57,653 - mmaction - INFO - Epoch [136][740/940] lr: 4.000e-04, eta: 3:20:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6963, top5_acc: 0.8699, loss_cls: 1.2378, loss: 1.2378, grad_norm: 4.3954 2021-03-10 05:38:15,158 - mmaction - INFO - Epoch [136][760/940] lr: 4.000e-04, eta: 3:20:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8779, loss_cls: 1.1877, loss: 1.1877, grad_norm: 4.3664 2021-03-10 05:38:32,655 - mmaction - INFO - Epoch [136][780/940] lr: 4.000e-04, eta: 3:19:42, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8758, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.2269 2021-03-10 05:38:50,151 - mmaction - INFO - Epoch [136][800/940] lr: 4.000e-04, eta: 3:19:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8705, loss_cls: 1.2106, loss: 1.2106, grad_norm: 4.3244 2021-03-10 05:39:07,650 - mmaction - INFO - Epoch [136][820/940] lr: 4.000e-04, eta: 3:19:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8650, loss_cls: 1.2188, loss: 1.2188, grad_norm: 4.2706 2021-03-10 05:39:25,149 - mmaction - INFO - Epoch [136][840/940] lr: 4.000e-04, eta: 3:18:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8787, loss_cls: 1.1951, loss: 1.1951, grad_norm: 4.3834 2021-03-10 05:39:42,646 - mmaction - INFO - Epoch [136][860/940] lr: 4.000e-04, eta: 3:18:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7225, top5_acc: 0.8791, loss_cls: 1.1606, loss: 1.1606, grad_norm: 4.2159 2021-03-10 05:40:00,148 - mmaction - INFO - Epoch [136][880/940] lr: 4.000e-04, eta: 3:18:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8695, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.3158 2021-03-10 05:40:17,657 - mmaction - INFO - Epoch [136][900/940] lr: 4.000e-04, eta: 3:17:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8730, loss_cls: 1.2203, loss: 1.2203, grad_norm: 4.2831 2021-03-10 05:40:35,163 - mmaction - INFO - Epoch [136][920/940] lr: 4.000e-04, eta: 3:17:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8783, loss_cls: 1.1724, loss: 1.1724, grad_norm: 4.3451 2021-03-10 05:40:52,130 - mmaction - INFO - Epoch [136][940/940] lr: 4.000e-04, eta: 3:17:18, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8791, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.3502 2021-03-10 05:40:52,970 - mmaction - INFO - Saving checkpoint at 136 epochs 2021-03-10 05:41:30,561 - mmaction - INFO - Epoch [137][20/940] lr: 4.000e-04, eta: 3:17:02, time: 1.791, data_time: 0.914, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8768, loss_cls: 1.1933, loss: 1.1933, grad_norm: 4.3198 2021-03-10 05:41:48,069 - mmaction - INFO - Epoch [137][40/940] lr: 4.000e-04, eta: 3:16:44, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8715, loss_cls: 1.1996, loss: 1.1996, grad_norm: 4.3136 2021-03-10 05:42:05,579 - mmaction - INFO - Epoch [137][60/940] lr: 4.000e-04, eta: 3:16:26, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8775, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.3715 2021-03-10 05:42:23,083 - mmaction - INFO - Epoch [137][80/940] lr: 4.000e-04, eta: 3:16:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8814, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.2710 2021-03-10 05:42:40,597 - mmaction - INFO - Epoch [137][100/940] lr: 4.000e-04, eta: 3:15:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8830, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.2870 2021-03-10 05:42:58,095 - mmaction - INFO - Epoch [137][120/940] lr: 4.000e-04, eta: 3:15:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8789, loss_cls: 1.1968, loss: 1.1968, grad_norm: 4.3362 2021-03-10 05:43:15,599 - mmaction - INFO - Epoch [137][140/940] lr: 4.000e-04, eta: 3:15:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8760, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.2870 2021-03-10 05:43:33,115 - mmaction - INFO - Epoch [137][160/940] lr: 4.000e-04, eta: 3:14:55, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7047, top5_acc: 0.8680, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.2969 2021-03-10 05:43:50,618 - mmaction - INFO - Epoch [137][180/940] lr: 4.000e-04, eta: 3:14:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.6990, top5_acc: 0.8721, loss_cls: 1.2331, loss: 1.2331, grad_norm: 4.4140 2021-03-10 05:44:08,118 - mmaction - INFO - Epoch [137][200/940] lr: 4.000e-04, eta: 3:14:19, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8742, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.2966 2021-03-10 05:44:25,621 - mmaction - INFO - Epoch [137][220/940] lr: 4.000e-04, eta: 3:14:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8686, loss_cls: 1.2298, loss: 1.2298, grad_norm: 4.3460 2021-03-10 05:44:43,127 - mmaction - INFO - Epoch [137][240/940] lr: 4.000e-04, eta: 3:13:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8750, loss_cls: 1.2024, loss: 1.2024, grad_norm: 4.3642 2021-03-10 05:45:00,625 - mmaction - INFO - Epoch [137][260/940] lr: 4.000e-04, eta: 3:13:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8705, loss_cls: 1.2091, loss: 1.2091, grad_norm: 4.3803 2021-03-10 05:45:18,128 - mmaction - INFO - Epoch [137][280/940] lr: 4.000e-04, eta: 3:13:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7072, top5_acc: 0.8707, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.3996 2021-03-10 05:45:35,651 - mmaction - INFO - Epoch [137][300/940] lr: 4.000e-04, eta: 3:12:49, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8781, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.3320 2021-03-10 05:45:53,165 - mmaction - INFO - Epoch [137][320/940] lr: 4.000e-04, eta: 3:12:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8764, loss_cls: 1.1889, loss: 1.1889, grad_norm: 4.3831 2021-03-10 05:46:10,680 - mmaction - INFO - Epoch [137][340/940] lr: 4.000e-04, eta: 3:12:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8721, loss_cls: 1.2402, loss: 1.2402, grad_norm: 4.4365 2021-03-10 05:46:28,179 - mmaction - INFO - Epoch [137][360/940] lr: 4.000e-04, eta: 3:11:55, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8697, loss_cls: 1.2508, loss: 1.2508, grad_norm: 4.4214 2021-03-10 05:46:45,691 - mmaction - INFO - Epoch [137][380/940] lr: 4.000e-04, eta: 3:11:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8746, loss_cls: 1.1978, loss: 1.1978, grad_norm: 4.3518 2021-03-10 05:47:03,205 - mmaction - INFO - Epoch [137][400/940] lr: 4.000e-04, eta: 3:11:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8768, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.3650 2021-03-10 05:47:20,707 - mmaction - INFO - Epoch [137][420/940] lr: 4.000e-04, eta: 3:11:01, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8807, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.3048 2021-03-10 05:47:38,218 - mmaction - INFO - Epoch [137][440/940] lr: 4.000e-04, eta: 3:10:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8738, loss_cls: 1.1853, loss: 1.1853, grad_norm: 4.3635 2021-03-10 05:47:55,707 - mmaction - INFO - Epoch [137][460/940] lr: 4.000e-04, eta: 3:10:25, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8799, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.3656 2021-03-10 05:48:13,206 - mmaction - INFO - Epoch [137][480/940] lr: 4.000e-04, eta: 3:10:07, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8791, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.3468 2021-03-10 05:48:30,706 - mmaction - INFO - Epoch [137][500/940] lr: 4.000e-04, eta: 3:09:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8727, loss_cls: 1.1917, loss: 1.1917, grad_norm: 4.3747 2021-03-10 05:48:48,206 - mmaction - INFO - Epoch [137][520/940] lr: 4.000e-04, eta: 3:09:31, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8686, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.2902 2021-03-10 05:49:05,701 - mmaction - INFO - Epoch [137][540/940] lr: 4.000e-04, eta: 3:09:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8811, loss_cls: 1.1760, loss: 1.1760, grad_norm: 4.3185 2021-03-10 05:49:23,203 - mmaction - INFO - Epoch [137][560/940] lr: 4.000e-04, eta: 3:08:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7256, top5_acc: 0.8863, loss_cls: 1.1365, loss: 1.1365, grad_norm: 4.1743 2021-03-10 05:49:40,710 - mmaction - INFO - Epoch [137][580/940] lr: 4.000e-04, eta: 3:08:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7063, top5_acc: 0.8705, loss_cls: 1.2083, loss: 1.2083, grad_norm: 4.2774 2021-03-10 05:49:58,221 - mmaction - INFO - Epoch [137][600/940] lr: 4.000e-04, eta: 3:08:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8768, loss_cls: 1.1789, loss: 1.1789, grad_norm: 4.3858 2021-03-10 05:50:15,723 - mmaction - INFO - Epoch [137][620/940] lr: 4.000e-04, eta: 3:08:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8707, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.3144 2021-03-10 05:50:33,215 - mmaction - INFO - Epoch [137][640/940] lr: 4.000e-04, eta: 3:07:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8713, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.2875 2021-03-10 05:50:50,703 - mmaction - INFO - Epoch [137][660/940] lr: 4.000e-04, eta: 3:07:24, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7232, top5_acc: 0.8818, loss_cls: 1.1418, loss: 1.1418, grad_norm: 4.3494 2021-03-10 05:51:08,209 - mmaction - INFO - Epoch [137][680/940] lr: 4.000e-04, eta: 3:07:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8766, loss_cls: 1.1829, loss: 1.1829, grad_norm: 4.3031 2021-03-10 05:51:25,719 - mmaction - INFO - Epoch [137][700/940] lr: 4.000e-04, eta: 3:06:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7053, top5_acc: 0.8709, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.4322 2021-03-10 05:51:43,218 - mmaction - INFO - Epoch [137][720/940] lr: 4.000e-04, eta: 3:06:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8744, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.2192 2021-03-10 05:52:00,723 - mmaction - INFO - Epoch [137][740/940] lr: 4.000e-04, eta: 3:06:12, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8688, loss_cls: 1.2159, loss: 1.2159, grad_norm: 4.2565 2021-03-10 05:52:18,237 - mmaction - INFO - Epoch [137][760/940] lr: 4.000e-04, eta: 3:05:54, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8740, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.3703 2021-03-10 05:52:35,754 - mmaction - INFO - Epoch [137][780/940] lr: 4.000e-04, eta: 3:05:36, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7029, top5_acc: 0.8742, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.3685 2021-03-10 05:52:53,263 - mmaction - INFO - Epoch [137][800/940] lr: 4.000e-04, eta: 3:05:18, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8740, loss_cls: 1.1802, loss: 1.1802, grad_norm: 4.3453 2021-03-10 05:53:10,767 - mmaction - INFO - Epoch [137][820/940] lr: 4.000e-04, eta: 3:05:00, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7014, top5_acc: 0.8725, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.3784 2021-03-10 05:53:28,266 - mmaction - INFO - Epoch [137][840/940] lr: 4.000e-04, eta: 3:04:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.1877, loss: 1.1877, grad_norm: 4.3626 2021-03-10 05:53:45,772 - mmaction - INFO - Epoch [137][860/940] lr: 4.000e-04, eta: 3:04:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8723, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.3482 2021-03-10 05:54:03,263 - mmaction - INFO - Epoch [137][880/940] lr: 4.000e-04, eta: 3:04:06, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8809, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.3135 2021-03-10 05:54:20,756 - mmaction - INFO - Epoch [137][900/940] lr: 4.000e-04, eta: 3:03:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7168, top5_acc: 0.8750, loss_cls: 1.1879, loss: 1.1879, grad_norm: 4.3162 2021-03-10 05:54:38,266 - mmaction - INFO - Epoch [137][920/940] lr: 4.000e-04, eta: 3:03:30, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8691, loss_cls: 1.2178, loss: 1.2178, grad_norm: 4.3364 2021-03-10 05:54:55,233 - mmaction - INFO - Epoch [137][940/940] lr: 4.000e-04, eta: 3:03:12, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8713, loss_cls: 1.2170, loss: 1.2170, grad_norm: 4.4158 2021-03-10 05:54:55,979 - mmaction - INFO - Saving checkpoint at 137 epochs 2021-03-10 05:55:33,742 - mmaction - INFO - Epoch [138][20/940] lr: 4.000e-04, eta: 3:02:56, time: 1.861, data_time: 0.985, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8684, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.3879 2021-03-10 05:55:51,293 - mmaction - INFO - Epoch [138][40/940] lr: 4.000e-04, eta: 3:02:37, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7281, top5_acc: 0.8805, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.2073 2021-03-10 05:56:08,826 - mmaction - INFO - Epoch [138][60/940] lr: 4.000e-04, eta: 3:02:19, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8812, loss_cls: 1.1741, loss: 1.1741, grad_norm: 4.3626 2021-03-10 05:56:26,331 - mmaction - INFO - Epoch [138][80/940] lr: 4.000e-04, eta: 3:02:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8754, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.3521 2021-03-10 05:56:43,861 - mmaction - INFO - Epoch [138][100/940] lr: 4.000e-04, eta: 3:01:43, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8764, loss_cls: 1.1906, loss: 1.1906, grad_norm: 4.4025 2021-03-10 05:57:01,377 - mmaction - INFO - Epoch [138][120/940] lr: 4.000e-04, eta: 3:01:25, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8689, loss_cls: 1.2392, loss: 1.2392, grad_norm: 4.5255 2021-03-10 05:57:18,871 - mmaction - INFO - Epoch [138][140/940] lr: 4.000e-04, eta: 3:01:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8773, loss_cls: 1.2038, loss: 1.2038, grad_norm: 4.4383 2021-03-10 05:57:36,375 - mmaction - INFO - Epoch [138][160/940] lr: 4.000e-04, eta: 3:00:49, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8822, loss_cls: 1.1398, loss: 1.1398, grad_norm: 4.3031 2021-03-10 05:57:53,875 - mmaction - INFO - Epoch [138][180/940] lr: 4.000e-04, eta: 3:00:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8721, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.2906 2021-03-10 05:58:11,386 - mmaction - INFO - Epoch [138][200/940] lr: 4.000e-04, eta: 3:00:13, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8691, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.3591 2021-03-10 05:58:28,883 - mmaction - INFO - Epoch [138][220/940] lr: 4.000e-04, eta: 2:59:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8838, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.2756 2021-03-10 05:58:46,409 - mmaction - INFO - Epoch [138][240/940] lr: 4.000e-04, eta: 2:59:37, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8820, loss_cls: 1.1600, loss: 1.1600, grad_norm: 4.2292 2021-03-10 05:59:03,924 - mmaction - INFO - Epoch [138][260/940] lr: 4.000e-04, eta: 2:59:19, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8783, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.3159 2021-03-10 05:59:21,433 - mmaction - INFO - Epoch [138][280/940] lr: 4.000e-04, eta: 2:59:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8721, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.3454 2021-03-10 05:59:38,934 - mmaction - INFO - Epoch [138][300/940] lr: 4.000e-04, eta: 2:58:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8768, loss_cls: 1.1852, loss: 1.1852, grad_norm: 4.3383 2021-03-10 05:59:56,434 - mmaction - INFO - Epoch [138][320/940] lr: 4.000e-04, eta: 2:58:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8834, loss_cls: 1.1643, loss: 1.1643, grad_norm: 4.3264 2021-03-10 06:00:16,440 - mmaction - INFO - Epoch [138][340/940] lr: 4.000e-04, eta: 2:58:07, time: 0.993, data_time: 0.003, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8814, loss_cls: 1.1661, loss: 1.1661, grad_norm: 4.3035 2021-03-10 06:00:34,026 - mmaction - INFO - Epoch [138][360/940] lr: 4.000e-04, eta: 2:57:49, time: 0.887, data_time: 0.014, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8701, loss_cls: 1.1988, loss: 1.1988, grad_norm: 4.3187 2021-03-10 06:00:51,528 - mmaction - INFO - Epoch [138][380/940] lr: 4.000e-04, eta: 2:57:31, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8812, loss_cls: 1.1706, loss: 1.1706, grad_norm: 4.3787 2021-03-10 06:01:09,024 - mmaction - INFO - Epoch [138][400/940] lr: 4.000e-04, eta: 2:57:13, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7230, top5_acc: 0.8775, loss_cls: 1.1536, loss: 1.1536, grad_norm: 4.2932 2021-03-10 06:01:26,523 - mmaction - INFO - Epoch [138][420/940] lr: 4.000e-04, eta: 2:56:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8752, loss_cls: 1.1682, loss: 1.1682, grad_norm: 4.4244 2021-03-10 06:01:44,036 - mmaction - INFO - Epoch [138][440/940] lr: 4.000e-04, eta: 2:56:37, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7305, top5_acc: 0.8854, loss_cls: 1.1222, loss: 1.1222, grad_norm: 4.2578 2021-03-10 06:02:01,540 - mmaction - INFO - Epoch [138][460/940] lr: 4.000e-04, eta: 2:56:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8844, loss_cls: 1.1472, loss: 1.1472, grad_norm: 4.2871 2021-03-10 06:02:19,033 - mmaction - INFO - Epoch [138][480/940] lr: 4.000e-04, eta: 2:56:01, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8707, loss_cls: 1.2145, loss: 1.2145, grad_norm: 4.4200 2021-03-10 06:02:36,547 - mmaction - INFO - Epoch [138][500/940] lr: 4.000e-04, eta: 2:55:43, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8768, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.2633 2021-03-10 06:02:54,049 - mmaction - INFO - Epoch [138][520/940] lr: 4.000e-04, eta: 2:55:25, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7066, top5_acc: 0.8756, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.3719 2021-03-10 06:03:11,545 - mmaction - INFO - Epoch [138][540/940] lr: 4.000e-04, eta: 2:55:07, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8766, loss_cls: 1.1782, loss: 1.1782, grad_norm: 4.3006 2021-03-10 06:03:29,036 - mmaction - INFO - Epoch [138][560/940] lr: 4.000e-04, eta: 2:54:49, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8826, loss_cls: 1.1343, loss: 1.1343, grad_norm: 4.2531 2021-03-10 06:03:46,531 - mmaction - INFO - Epoch [138][580/940] lr: 4.000e-04, eta: 2:54:31, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7055, top5_acc: 0.8701, loss_cls: 1.2213, loss: 1.2213, grad_norm: 4.4233 2021-03-10 06:04:04,026 - mmaction - INFO - Epoch [138][600/940] lr: 4.000e-04, eta: 2:54:13, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8707, loss_cls: 1.2051, loss: 1.2051, grad_norm: 4.2711 2021-03-10 06:04:21,537 - mmaction - INFO - Epoch [138][620/940] lr: 4.000e-04, eta: 2:53:55, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7043, top5_acc: 0.8713, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.4135 2021-03-10 06:04:39,047 - mmaction - INFO - Epoch [138][640/940] lr: 4.000e-04, eta: 2:53:37, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8789, loss_cls: 1.1719, loss: 1.1719, grad_norm: 4.3127 2021-03-10 06:04:56,535 - mmaction - INFO - Epoch [138][660/940] lr: 4.000e-04, eta: 2:53:19, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8797, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.4023 2021-03-10 06:05:14,030 - mmaction - INFO - Epoch [138][680/940] lr: 4.000e-04, eta: 2:53:01, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8734, loss_cls: 1.2037, loss: 1.2037, grad_norm: 4.3565 2021-03-10 06:05:31,537 - mmaction - INFO - Epoch [138][700/940] lr: 4.000e-04, eta: 2:52:43, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8701, loss_cls: 1.2110, loss: 1.2110, grad_norm: 4.3599 2021-03-10 06:05:49,036 - mmaction - INFO - Epoch [138][720/940] lr: 4.000e-04, eta: 2:52:24, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8707, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.4556 2021-03-10 06:06:06,532 - mmaction - INFO - Epoch [138][740/940] lr: 4.000e-04, eta: 2:52:06, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8691, loss_cls: 1.2128, loss: 1.2128, grad_norm: 4.3539 2021-03-10 06:06:24,030 - mmaction - INFO - Epoch [138][760/940] lr: 4.000e-04, eta: 2:51:48, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8711, loss_cls: 1.2325, loss: 1.2325, grad_norm: 4.3700 2021-03-10 06:06:41,550 - mmaction - INFO - Epoch [138][780/940] lr: 4.000e-04, eta: 2:51:30, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7072, top5_acc: 0.8742, loss_cls: 1.1899, loss: 1.1899, grad_norm: 4.3928 2021-03-10 06:06:59,058 - mmaction - INFO - Epoch [138][800/940] lr: 4.000e-04, eta: 2:51:12, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8697, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.2517 2021-03-10 06:07:16,565 - mmaction - INFO - Epoch [138][820/940] lr: 4.000e-04, eta: 2:50:54, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8762, loss_cls: 1.1697, loss: 1.1697, grad_norm: 4.2817 2021-03-10 06:07:34,072 - mmaction - INFO - Epoch [138][840/940] lr: 4.000e-04, eta: 2:50:36, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8664, loss_cls: 1.2109, loss: 1.2109, grad_norm: 4.3810 2021-03-10 06:07:51,589 - mmaction - INFO - Epoch [138][860/940] lr: 4.000e-04, eta: 2:50:18, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8723, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.3196 2021-03-10 06:08:09,090 - mmaction - INFO - Epoch [138][880/940] lr: 4.000e-04, eta: 2:50:00, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7045, top5_acc: 0.8756, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.3557 2021-03-10 06:08:26,601 - mmaction - INFO - Epoch [138][900/940] lr: 4.000e-04, eta: 2:49:42, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8748, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.3541 2021-03-10 06:08:44,114 - mmaction - INFO - Epoch [138][920/940] lr: 4.000e-04, eta: 2:49:24, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8703, loss_cls: 1.2175, loss: 1.2175, grad_norm: 4.2654 2021-03-10 06:09:01,096 - mmaction - INFO - Epoch [138][940/940] lr: 4.000e-04, eta: 2:49:06, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.7060, top5_acc: 0.8766, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.4878 2021-03-10 06:09:14,924 - mmaction - INFO - Saving checkpoint at 138 epochs 2021-03-10 06:10:40,253 - mmaction - INFO - Epoch [139][20/940] lr: 4.000e-04, eta: 2:48:54, time: 4.239, data_time: 3.240, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8682, loss_cls: 1.2115, loss: 1.2115, grad_norm: 4.3808 2021-03-10 06:10:57,788 - mmaction - INFO - Epoch [139][40/940] lr: 4.000e-04, eta: 2:48:36, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8768, loss_cls: 1.1604, loss: 1.1604, grad_norm: 4.3288 2021-03-10 06:11:15,309 - mmaction - INFO - Epoch [139][60/940] lr: 4.000e-04, eta: 2:48:18, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8799, loss_cls: 1.1683, loss: 1.1683, grad_norm: 4.3482 2021-03-10 06:11:32,838 - mmaction - INFO - Epoch [139][80/940] lr: 4.000e-04, eta: 2:48:00, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8787, loss_cls: 1.1904, loss: 1.1904, grad_norm: 4.3961 2021-03-10 06:11:50,355 - mmaction - INFO - Epoch [139][100/940] lr: 4.000e-04, eta: 2:47:42, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8779, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.3672 2021-03-10 06:12:07,865 - mmaction - INFO - Epoch [139][120/940] lr: 4.000e-04, eta: 2:47:24, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8699, loss_cls: 1.2089, loss: 1.2089, grad_norm: 4.3853 2021-03-10 06:12:25,371 - mmaction - INFO - Epoch [139][140/940] lr: 4.000e-04, eta: 2:47:06, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8781, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.2886 2021-03-10 06:12:42,886 - mmaction - INFO - Epoch [139][160/940] lr: 4.000e-04, eta: 2:46:48, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8844, loss_cls: 1.1522, loss: 1.1522, grad_norm: 4.3502 2021-03-10 06:13:00,385 - mmaction - INFO - Epoch [139][180/940] lr: 4.000e-04, eta: 2:46:30, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8768, loss_cls: 1.1779, loss: 1.1779, grad_norm: 4.2896 2021-03-10 06:13:17,882 - mmaction - INFO - Epoch [139][200/940] lr: 4.000e-04, eta: 2:46:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8744, loss_cls: 1.2025, loss: 1.2025, grad_norm: 4.3219 2021-03-10 06:13:35,381 - mmaction - INFO - Epoch [139][220/940] lr: 4.000e-04, eta: 2:45:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8809, loss_cls: 1.1468, loss: 1.1468, grad_norm: 4.3351 2021-03-10 06:13:52,879 - mmaction - INFO - Epoch [139][240/940] lr: 4.000e-04, eta: 2:45:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8729, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.3491 2021-03-10 06:14:10,371 - mmaction - INFO - Epoch [139][260/940] lr: 4.000e-04, eta: 2:45:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8785, loss_cls: 1.1790, loss: 1.1790, grad_norm: 4.3683 2021-03-10 06:14:27,879 - mmaction - INFO - Epoch [139][280/940] lr: 4.000e-04, eta: 2:44:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8762, loss_cls: 1.2006, loss: 1.2006, grad_norm: 4.3905 2021-03-10 06:14:45,370 - mmaction - INFO - Epoch [139][300/940] lr: 4.000e-04, eta: 2:44:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8744, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.3606 2021-03-10 06:15:02,869 - mmaction - INFO - Epoch [139][320/940] lr: 4.000e-04, eta: 2:44:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8717, loss_cls: 1.1782, loss: 1.1782, grad_norm: 4.3249 2021-03-10 06:15:20,389 - mmaction - INFO - Epoch [139][340/940] lr: 4.000e-04, eta: 2:44:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.6992, top5_acc: 0.8719, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.3931 2021-03-10 06:15:37,880 - mmaction - INFO - Epoch [139][360/940] lr: 4.000e-04, eta: 2:43:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8736, loss_cls: 1.1930, loss: 1.1930, grad_norm: 4.3420 2021-03-10 06:15:55,378 - mmaction - INFO - Epoch [139][380/940] lr: 4.000e-04, eta: 2:43:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8799, loss_cls: 1.1809, loss: 1.1809, grad_norm: 4.3540 2021-03-10 06:16:12,873 - mmaction - INFO - Epoch [139][400/940] lr: 4.000e-04, eta: 2:43:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8734, loss_cls: 1.2057, loss: 1.2057, grad_norm: 4.3929 2021-03-10 06:16:30,377 - mmaction - INFO - Epoch [139][420/940] lr: 4.000e-04, eta: 2:42:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8672, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.3364 2021-03-10 06:16:47,864 - mmaction - INFO - Epoch [139][440/940] lr: 4.000e-04, eta: 2:42:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8748, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.3559 2021-03-10 06:17:05,358 - mmaction - INFO - Epoch [139][460/940] lr: 4.000e-04, eta: 2:42:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7234, top5_acc: 0.8787, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.3026 2021-03-10 06:17:22,856 - mmaction - INFO - Epoch [139][480/940] lr: 4.000e-04, eta: 2:41:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8762, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.4016 2021-03-10 06:17:40,352 - mmaction - INFO - Epoch [139][500/940] lr: 4.000e-04, eta: 2:41:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8732, loss_cls: 1.2111, loss: 1.2111, grad_norm: 4.4894 2021-03-10 06:17:57,856 - mmaction - INFO - Epoch [139][520/940] lr: 4.000e-04, eta: 2:41:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8783, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.3483 2021-03-10 06:18:15,349 - mmaction - INFO - Epoch [139][540/940] lr: 4.000e-04, eta: 2:41:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8756, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.4028 2021-03-10 06:18:32,849 - mmaction - INFO - Epoch [139][560/940] lr: 4.000e-04, eta: 2:40:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8680, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.4109 2021-03-10 06:18:50,330 - mmaction - INFO - Epoch [139][580/940] lr: 4.000e-04, eta: 2:40:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7311, top5_acc: 0.8844, loss_cls: 1.1331, loss: 1.1331, grad_norm: 4.2360 2021-03-10 06:19:07,822 - mmaction - INFO - Epoch [139][600/940] lr: 4.000e-04, eta: 2:40:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8787, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.4219 2021-03-10 06:19:25,303 - mmaction - INFO - Epoch [139][620/940] lr: 4.000e-04, eta: 2:39:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8809, loss_cls: 1.1529, loss: 1.1529, grad_norm: 4.3177 2021-03-10 06:19:42,796 - mmaction - INFO - Epoch [139][640/940] lr: 4.000e-04, eta: 2:39:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8762, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.4689 2021-03-10 06:20:00,277 - mmaction - INFO - Epoch [139][660/940] lr: 4.000e-04, eta: 2:39:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8830, loss_cls: 1.1589, loss: 1.1589, grad_norm: 4.3198 2021-03-10 06:20:17,791 - mmaction - INFO - Epoch [139][680/940] lr: 4.000e-04, eta: 2:38:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8723, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.4003 2021-03-10 06:20:35,285 - mmaction - INFO - Epoch [139][700/940] lr: 4.000e-04, eta: 2:38:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8785, loss_cls: 1.1824, loss: 1.1824, grad_norm: 4.4026 2021-03-10 06:20:52,786 - mmaction - INFO - Epoch [139][720/940] lr: 4.000e-04, eta: 2:38:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8820, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.3210 2021-03-10 06:21:10,295 - mmaction - INFO - Epoch [139][740/940] lr: 4.000e-04, eta: 2:38:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8791, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.4346 2021-03-10 06:21:27,790 - mmaction - INFO - Epoch [139][760/940] lr: 4.000e-04, eta: 2:37:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8725, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.3260 2021-03-10 06:21:45,282 - mmaction - INFO - Epoch [139][780/940] lr: 4.000e-04, eta: 2:37:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8732, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.3041 2021-03-10 06:22:02,756 - mmaction - INFO - Epoch [139][800/940] lr: 4.000e-04, eta: 2:37:10, time: 0.873, data_time: 0.000, memory: 8896, top1_acc: 0.7201, top5_acc: 0.8838, loss_cls: 1.1600, loss: 1.1600, grad_norm: 4.3708 2021-03-10 06:22:20,230 - mmaction - INFO - Epoch [139][820/940] lr: 4.000e-04, eta: 2:36:52, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8684, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.3415 2021-03-10 06:22:37,724 - mmaction - INFO - Epoch [139][840/940] lr: 4.000e-04, eta: 2:36:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8740, loss_cls: 1.1705, loss: 1.1705, grad_norm: 4.2986 2021-03-10 06:22:55,224 - mmaction - INFO - Epoch [139][860/940] lr: 4.000e-04, eta: 2:36:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7006, top5_acc: 0.8709, loss_cls: 1.2159, loss: 1.2159, grad_norm: 4.4759 2021-03-10 06:23:13,214 - mmaction - INFO - Epoch [139][880/940] lr: 4.000e-04, eta: 2:35:58, time: 0.899, data_time: 0.027, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8826, loss_cls: 1.1658, loss: 1.1658, grad_norm: 4.4714 2021-03-10 06:23:30,702 - mmaction - INFO - Epoch [139][900/940] lr: 4.000e-04, eta: 2:35:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8738, loss_cls: 1.1957, loss: 1.1957, grad_norm: 4.4099 2021-03-10 06:23:48,191 - mmaction - INFO - Epoch [139][920/940] lr: 4.000e-04, eta: 2:35:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8775, loss_cls: 1.1864, loss: 1.1864, grad_norm: 4.4392 2021-03-10 06:24:05,167 - mmaction - INFO - Epoch [139][940/940] lr: 4.000e-04, eta: 2:35:04, time: 0.849, data_time: 0.001, memory: 8896, top1_acc: 0.7256, top5_acc: 0.8758, loss_cls: 1.1615, loss: 1.1615, grad_norm: 4.4251 2021-03-10 06:24:05,872 - mmaction - INFO - Saving checkpoint at 139 epochs 2021-03-10 06:24:42,286 - mmaction - INFO - Epoch [140][20/940] lr: 4.000e-04, eta: 2:34:47, time: 1.790, data_time: 0.867, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8713, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.4698 2021-03-10 06:24:59,807 - mmaction - INFO - Epoch [140][40/940] lr: 4.000e-04, eta: 2:34:29, time: 0.876, data_time: 0.004, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8732, loss_cls: 1.1934, loss: 1.1934, grad_norm: 4.3088 2021-03-10 06:25:17,304 - mmaction - INFO - Epoch [140][60/940] lr: 4.000e-04, eta: 2:34:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7064, top5_acc: 0.8799, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.3984 2021-03-10 06:25:34,781 - mmaction - INFO - Epoch [140][80/940] lr: 4.000e-04, eta: 2:33:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8768, loss_cls: 1.1838, loss: 1.1838, grad_norm: 4.3959 2021-03-10 06:25:52,258 - mmaction - INFO - Epoch [140][100/940] lr: 4.000e-04, eta: 2:33:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8770, loss_cls: 1.1639, loss: 1.1639, grad_norm: 4.3766 2021-03-10 06:26:09,744 - mmaction - INFO - Epoch [140][120/940] lr: 4.000e-04, eta: 2:33:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7238, top5_acc: 0.8840, loss_cls: 1.1562, loss: 1.1562, grad_norm: 4.4376 2021-03-10 06:26:27,242 - mmaction - INFO - Epoch [140][140/940] lr: 4.000e-04, eta: 2:32:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8797, loss_cls: 1.1502, loss: 1.1502, grad_norm: 4.3220 2021-03-10 06:26:44,722 - mmaction - INFO - Epoch [140][160/940] lr: 4.000e-04, eta: 2:32:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8736, loss_cls: 1.2012, loss: 1.2012, grad_norm: 4.3306 2021-03-10 06:27:02,215 - mmaction - INFO - Epoch [140][180/940] lr: 4.000e-04, eta: 2:32:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8721, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.3519 2021-03-10 06:27:19,686 - mmaction - INFO - Epoch [140][200/940] lr: 4.000e-04, eta: 2:32:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8754, loss_cls: 1.1859, loss: 1.1859, grad_norm: 4.3775 2021-03-10 06:27:37,173 - mmaction - INFO - Epoch [140][220/940] lr: 4.000e-04, eta: 2:31:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8738, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.4345 2021-03-10 06:27:54,650 - mmaction - INFO - Epoch [140][240/940] lr: 4.000e-04, eta: 2:31:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8766, loss_cls: 1.1968, loss: 1.1968, grad_norm: 4.4124 2021-03-10 06:28:12,131 - mmaction - INFO - Epoch [140][260/940] lr: 4.000e-04, eta: 2:31:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8697, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.2853 2021-03-10 06:28:29,633 - mmaction - INFO - Epoch [140][280/940] lr: 4.000e-04, eta: 2:30:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8766, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.4910 2021-03-10 06:28:47,122 - mmaction - INFO - Epoch [140][300/940] lr: 4.000e-04, eta: 2:30:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7244, top5_acc: 0.8787, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.4004 2021-03-10 06:29:04,612 - mmaction - INFO - Epoch [140][320/940] lr: 4.000e-04, eta: 2:30:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8691, loss_cls: 1.2015, loss: 1.2015, grad_norm: 4.4045 2021-03-10 06:29:22,113 - mmaction - INFO - Epoch [140][340/940] lr: 4.000e-04, eta: 2:29:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8734, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.4067 2021-03-10 06:29:39,619 - mmaction - INFO - Epoch [140][360/940] lr: 4.000e-04, eta: 2:29:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8699, loss_cls: 1.2087, loss: 1.2087, grad_norm: 4.3855 2021-03-10 06:29:57,112 - mmaction - INFO - Epoch [140][380/940] lr: 4.000e-04, eta: 2:29:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7252, top5_acc: 0.8785, loss_cls: 1.1548, loss: 1.1548, grad_norm: 4.3659 2021-03-10 06:30:14,590 - mmaction - INFO - Epoch [140][400/940] lr: 4.000e-04, eta: 2:29:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8719, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.3760 2021-03-10 06:30:32,064 - mmaction - INFO - Epoch [140][420/940] lr: 4.000e-04, eta: 2:28:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8754, loss_cls: 1.1801, loss: 1.1801, grad_norm: 4.3128 2021-03-10 06:30:49,542 - mmaction - INFO - Epoch [140][440/940] lr: 4.000e-04, eta: 2:28:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8787, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.3221 2021-03-10 06:31:07,028 - mmaction - INFO - Epoch [140][460/940] lr: 4.000e-04, eta: 2:28:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8639, loss_cls: 1.2561, loss: 1.2561, grad_norm: 4.4079 2021-03-10 06:31:24,515 - mmaction - INFO - Epoch [140][480/940] lr: 4.000e-04, eta: 2:27:53, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7203, top5_acc: 0.8752, loss_cls: 1.1831, loss: 1.1831, grad_norm: 4.2886 2021-03-10 06:31:42,006 - mmaction - INFO - Epoch [140][500/940] lr: 4.000e-04, eta: 2:27:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8766, loss_cls: 1.1921, loss: 1.1921, grad_norm: 4.3465 2021-03-10 06:31:59,491 - mmaction - INFO - Epoch [140][520/940] lr: 4.000e-04, eta: 2:27:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8625, loss_cls: 1.2514, loss: 1.2514, grad_norm: 4.4528 2021-03-10 06:32:16,969 - mmaction - INFO - Epoch [140][540/940] lr: 4.000e-04, eta: 2:26:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8713, loss_cls: 1.1882, loss: 1.1882, grad_norm: 4.3031 2021-03-10 06:32:34,450 - mmaction - INFO - Epoch [140][560/940] lr: 4.000e-04, eta: 2:26:40, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8744, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.4156 2021-03-10 06:32:51,935 - mmaction - INFO - Epoch [140][580/940] lr: 4.000e-04, eta: 2:26:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7242, top5_acc: 0.8781, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.2931 2021-03-10 06:33:09,420 - mmaction - INFO - Epoch [140][600/940] lr: 4.000e-04, eta: 2:26:04, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8727, loss_cls: 1.1788, loss: 1.1788, grad_norm: 4.3234 2021-03-10 06:33:26,902 - mmaction - INFO - Epoch [140][620/940] lr: 4.000e-04, eta: 2:25:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8830, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.2804 2021-03-10 06:33:44,408 - mmaction - INFO - Epoch [140][640/940] lr: 4.000e-04, eta: 2:25:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8771, loss_cls: 1.1998, loss: 1.1998, grad_norm: 4.3766 2021-03-10 06:34:01,913 - mmaction - INFO - Epoch [140][660/940] lr: 4.000e-04, eta: 2:25:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8758, loss_cls: 1.1998, loss: 1.1998, grad_norm: 4.4507 2021-03-10 06:34:19,423 - mmaction - INFO - Epoch [140][680/940] lr: 4.000e-04, eta: 2:24:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8697, loss_cls: 1.2127, loss: 1.2127, grad_norm: 4.3190 2021-03-10 06:34:36,909 - mmaction - INFO - Epoch [140][700/940] lr: 4.000e-04, eta: 2:24:34, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8744, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.4094 2021-03-10 06:34:54,405 - mmaction - INFO - Epoch [140][720/940] lr: 4.000e-04, eta: 2:24:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8766, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.3778 2021-03-10 06:35:11,906 - mmaction - INFO - Epoch [140][740/940] lr: 4.000e-04, eta: 2:23:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8744, loss_cls: 1.1955, loss: 1.1955, grad_norm: 4.3216 2021-03-10 06:35:29,389 - mmaction - INFO - Epoch [140][760/940] lr: 4.000e-04, eta: 2:23:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8777, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.4857 2021-03-10 06:35:46,898 - mmaction - INFO - Epoch [140][780/940] lr: 4.000e-04, eta: 2:23:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7064, top5_acc: 0.8715, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.4816 2021-03-10 06:36:04,396 - mmaction - INFO - Epoch [140][800/940] lr: 4.000e-04, eta: 2:23:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7217, top5_acc: 0.8791, loss_cls: 1.1594, loss: 1.1594, grad_norm: 4.3695 2021-03-10 06:36:21,887 - mmaction - INFO - Epoch [140][820/940] lr: 4.000e-04, eta: 2:22:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8797, loss_cls: 1.1674, loss: 1.1674, grad_norm: 4.3795 2021-03-10 06:36:39,374 - mmaction - INFO - Epoch [140][840/940] lr: 4.000e-04, eta: 2:22:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8676, loss_cls: 1.2183, loss: 1.2183, grad_norm: 4.3662 2021-03-10 06:36:56,853 - mmaction - INFO - Epoch [140][860/940] lr: 4.000e-04, eta: 2:22:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7002, top5_acc: 0.8658, loss_cls: 1.2454, loss: 1.2454, grad_norm: 4.4022 2021-03-10 06:37:14,336 - mmaction - INFO - Epoch [140][880/940] lr: 4.000e-04, eta: 2:21:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8803, loss_cls: 1.1628, loss: 1.1628, grad_norm: 4.3005 2021-03-10 06:37:31,813 - mmaction - INFO - Epoch [140][900/940] lr: 4.000e-04, eta: 2:21:34, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8705, loss_cls: 1.2080, loss: 1.2080, grad_norm: 4.3703 2021-03-10 06:37:49,295 - mmaction - INFO - Epoch [140][920/940] lr: 4.000e-04, eta: 2:21:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8697, loss_cls: 1.2243, loss: 1.2243, grad_norm: 4.4123 2021-03-10 06:38:06,268 - mmaction - INFO - Epoch [140][940/940] lr: 4.000e-04, eta: 2:20:58, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8730, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.4156 2021-03-10 06:38:07,104 - mmaction - INFO - Saving checkpoint at 140 epochs 2021-03-10 06:38:40,033 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 06:38:40,719 - mmaction - INFO - top1_acc 0.6940 top5_acc 0.8829 2021-03-10 06:38:40,720 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 06:38:40,747 - mmaction - INFO - mean_acc 0.6939 2021-03-10 06:38:41,222 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2021-03-10 06:38:41,222 - mmaction - INFO - Best top1_acc is 0.6940 at 140 epoch. 2021-03-10 06:38:41,230 - mmaction - INFO - Epoch(val) [140][940] top1_acc: 0.6940, top5_acc: 0.8829, mean_class_accuracy: 0.6939 2021-03-10 06:39:20,677 - mmaction - INFO - Epoch [141][20/940] lr: 4.000e-04, eta: 2:20:41, time: 1.972, data_time: 1.058, memory: 8896, top1_acc: 0.7172, top5_acc: 0.8725, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.3173 2021-03-10 06:39:38,216 - mmaction - INFO - Epoch [141][40/940] lr: 4.000e-04, eta: 2:20:23, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8781, loss_cls: 1.2022, loss: 1.2022, grad_norm: 4.4107 2021-03-10 06:39:55,736 - mmaction - INFO - Epoch [141][60/940] lr: 4.000e-04, eta: 2:20:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8828, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.4054 2021-03-10 06:40:13,258 - mmaction - INFO - Epoch [141][80/940] lr: 4.000e-04, eta: 2:19:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7080, top5_acc: 0.8760, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.3501 2021-03-10 06:40:30,789 - mmaction - INFO - Epoch [141][100/940] lr: 4.000e-04, eta: 2:19:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8750, loss_cls: 1.1807, loss: 1.1807, grad_norm: 4.3862 2021-03-10 06:40:48,287 - mmaction - INFO - Epoch [141][120/940] lr: 4.000e-04, eta: 2:19:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8762, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.4282 2021-03-10 06:41:05,790 - mmaction - INFO - Epoch [141][140/940] lr: 4.000e-04, eta: 2:18:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8719, loss_cls: 1.1994, loss: 1.1994, grad_norm: 4.3740 2021-03-10 06:41:23,296 - mmaction - INFO - Epoch [141][160/940] lr: 4.000e-04, eta: 2:18:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8713, loss_cls: 1.2091, loss: 1.2091, grad_norm: 4.3704 2021-03-10 06:41:40,806 - mmaction - INFO - Epoch [141][180/940] lr: 4.000e-04, eta: 2:18:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8746, loss_cls: 1.2070, loss: 1.2070, grad_norm: 4.3538 2021-03-10 06:41:58,309 - mmaction - INFO - Epoch [141][200/940] lr: 4.000e-04, eta: 2:17:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7203, top5_acc: 0.8754, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.2993 2021-03-10 06:42:15,811 - mmaction - INFO - Epoch [141][220/940] lr: 4.000e-04, eta: 2:17:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8758, loss_cls: 1.1849, loss: 1.1849, grad_norm: 4.4047 2021-03-10 06:42:33,309 - mmaction - INFO - Epoch [141][240/940] lr: 4.000e-04, eta: 2:17:23, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8799, loss_cls: 1.1778, loss: 1.1778, grad_norm: 4.4532 2021-03-10 06:42:50,813 - mmaction - INFO - Epoch [141][260/940] lr: 4.000e-04, eta: 2:17:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7070, top5_acc: 0.8650, loss_cls: 1.2291, loss: 1.2291, grad_norm: 4.4677 2021-03-10 06:43:08,314 - mmaction - INFO - Epoch [141][280/940] lr: 4.000e-04, eta: 2:16:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8793, loss_cls: 1.1756, loss: 1.1756, grad_norm: 4.3888 2021-03-10 06:43:25,796 - mmaction - INFO - Epoch [141][300/940] lr: 4.000e-04, eta: 2:16:29, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8752, loss_cls: 1.1981, loss: 1.1981, grad_norm: 4.4084 2021-03-10 06:43:43,290 - mmaction - INFO - Epoch [141][320/940] lr: 4.000e-04, eta: 2:16:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8770, loss_cls: 1.1629, loss: 1.1629, grad_norm: 4.3177 2021-03-10 06:44:00,783 - mmaction - INFO - Epoch [141][340/940] lr: 4.000e-04, eta: 2:15:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8760, loss_cls: 1.1865, loss: 1.1865, grad_norm: 4.4056 2021-03-10 06:44:18,283 - mmaction - INFO - Epoch [141][360/940] lr: 4.000e-04, eta: 2:15:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8799, loss_cls: 1.1558, loss: 1.1558, grad_norm: 4.2661 2021-03-10 06:44:35,763 - mmaction - INFO - Epoch [141][380/940] lr: 4.000e-04, eta: 2:15:17, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8750, loss_cls: 1.1798, loss: 1.1798, grad_norm: 4.3728 2021-03-10 06:44:53,259 - mmaction - INFO - Epoch [141][400/940] lr: 4.000e-04, eta: 2:14:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8689, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.4482 2021-03-10 06:45:10,741 - mmaction - INFO - Epoch [141][420/940] lr: 4.000e-04, eta: 2:14:41, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7172, top5_acc: 0.8820, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.3094 2021-03-10 06:45:28,229 - mmaction - INFO - Epoch [141][440/940] lr: 4.000e-04, eta: 2:14:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8852, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.3866 2021-03-10 06:45:45,716 - mmaction - INFO - Epoch [141][460/940] lr: 4.000e-04, eta: 2:14:05, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8725, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.4665 2021-03-10 06:46:03,210 - mmaction - INFO - Epoch [141][480/940] lr: 4.000e-04, eta: 2:13:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8783, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.2763 2021-03-10 06:46:20,701 - mmaction - INFO - Epoch [141][500/940] lr: 4.000e-04, eta: 2:13:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8803, loss_cls: 1.1683, loss: 1.1683, grad_norm: 4.3706 2021-03-10 06:46:38,182 - mmaction - INFO - Epoch [141][520/940] lr: 4.000e-04, eta: 2:13:10, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8820, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.3475 2021-03-10 06:46:55,680 - mmaction - INFO - Epoch [141][540/940] lr: 4.000e-04, eta: 2:12:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8756, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.4635 2021-03-10 06:47:13,179 - mmaction - INFO - Epoch [141][560/940] lr: 4.000e-04, eta: 2:12:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8742, loss_cls: 1.1852, loss: 1.1852, grad_norm: 4.3913 2021-03-10 06:47:30,681 - mmaction - INFO - Epoch [141][580/940] lr: 4.000e-04, eta: 2:12:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8727, loss_cls: 1.1885, loss: 1.1885, grad_norm: 4.3998 2021-03-10 06:47:48,171 - mmaction - INFO - Epoch [141][600/940] lr: 4.000e-04, eta: 2:11:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8713, loss_cls: 1.2079, loss: 1.2079, grad_norm: 4.4716 2021-03-10 06:48:05,657 - mmaction - INFO - Epoch [141][620/940] lr: 4.000e-04, eta: 2:11:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7260, top5_acc: 0.8779, loss_cls: 1.1375, loss: 1.1375, grad_norm: 4.3406 2021-03-10 06:48:23,148 - mmaction - INFO - Epoch [141][640/940] lr: 4.000e-04, eta: 2:11:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7238, top5_acc: 0.8746, loss_cls: 1.1749, loss: 1.1749, grad_norm: 4.3500 2021-03-10 06:48:40,633 - mmaction - INFO - Epoch [141][660/940] lr: 4.000e-04, eta: 2:11:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8762, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.3277 2021-03-10 06:48:58,128 - mmaction - INFO - Epoch [141][680/940] lr: 4.000e-04, eta: 2:10:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8775, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.4389 2021-03-10 06:49:15,619 - mmaction - INFO - Epoch [141][700/940] lr: 4.000e-04, eta: 2:10:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8779, loss_cls: 1.1779, loss: 1.1779, grad_norm: 4.3672 2021-03-10 06:49:33,121 - mmaction - INFO - Epoch [141][720/940] lr: 4.000e-04, eta: 2:10:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7027, top5_acc: 0.8643, loss_cls: 1.2515, loss: 1.2515, grad_norm: 4.4536 2021-03-10 06:49:50,610 - mmaction - INFO - Epoch [141][740/940] lr: 4.000e-04, eta: 2:09:52, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8801, loss_cls: 1.1960, loss: 1.1960, grad_norm: 4.4548 2021-03-10 06:50:08,106 - mmaction - INFO - Epoch [141][760/940] lr: 4.000e-04, eta: 2:09:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8793, loss_cls: 1.1941, loss: 1.1941, grad_norm: 4.4882 2021-03-10 06:50:25,586 - mmaction - INFO - Epoch [141][780/940] lr: 4.000e-04, eta: 2:09:16, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8705, loss_cls: 1.2034, loss: 1.2034, grad_norm: 4.4027 2021-03-10 06:50:43,069 - mmaction - INFO - Epoch [141][800/940] lr: 4.000e-04, eta: 2:08:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8738, loss_cls: 1.1869, loss: 1.1869, grad_norm: 4.4564 2021-03-10 06:51:00,560 - mmaction - INFO - Epoch [141][820/940] lr: 4.000e-04, eta: 2:08:40, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8799, loss_cls: 1.1465, loss: 1.1465, grad_norm: 4.3345 2021-03-10 06:51:18,060 - mmaction - INFO - Epoch [141][840/940] lr: 4.000e-04, eta: 2:08:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8787, loss_cls: 1.1678, loss: 1.1678, grad_norm: 4.3830 2021-03-10 06:51:35,556 - mmaction - INFO - Epoch [141][860/940] lr: 4.000e-04, eta: 2:08:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8729, loss_cls: 1.2120, loss: 1.2120, grad_norm: 4.4795 2021-03-10 06:51:53,060 - mmaction - INFO - Epoch [141][880/940] lr: 4.000e-04, eta: 2:07:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7164, top5_acc: 0.8795, loss_cls: 1.1725, loss: 1.1725, grad_norm: 4.4608 2021-03-10 06:52:10,553 - mmaction - INFO - Epoch [141][900/940] lr: 4.000e-04, eta: 2:07:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7242, top5_acc: 0.8742, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.3736 2021-03-10 06:52:28,030 - mmaction - INFO - Epoch [141][920/940] lr: 4.000e-04, eta: 2:07:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8746, loss_cls: 1.1945, loss: 1.1945, grad_norm: 4.4571 2021-03-10 06:52:44,982 - mmaction - INFO - Epoch [141][940/940] lr: 4.000e-04, eta: 2:06:52, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8760, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.4663 2021-03-10 06:52:45,666 - mmaction - INFO - Saving checkpoint at 141 epochs 2021-03-10 06:53:21,703 - mmaction - INFO - Epoch [142][20/940] lr: 4.000e-04, eta: 2:06:35, time: 1.776, data_time: 0.887, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8758, loss_cls: 1.1685, loss: 1.1685, grad_norm: 4.3742 2021-03-10 06:53:39,215 - mmaction - INFO - Epoch [142][40/940] lr: 4.000e-04, eta: 2:06:17, time: 0.875, data_time: 0.003, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8732, loss_cls: 1.1915, loss: 1.1915, grad_norm: 4.3391 2021-03-10 06:53:56,716 - mmaction - INFO - Epoch [142][60/940] lr: 4.000e-04, eta: 2:05:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8764, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.5184 2021-03-10 06:54:14,216 - mmaction - INFO - Epoch [142][80/940] lr: 4.000e-04, eta: 2:05:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8797, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.3812 2021-03-10 06:54:31,702 - mmaction - INFO - Epoch [142][100/940] lr: 4.000e-04, eta: 2:05:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7244, top5_acc: 0.8854, loss_cls: 1.1390, loss: 1.1390, grad_norm: 4.4222 2021-03-10 06:54:49,202 - mmaction - INFO - Epoch [142][120/940] lr: 4.000e-04, eta: 2:05:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8766, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.4642 2021-03-10 06:55:06,695 - mmaction - INFO - Epoch [142][140/940] lr: 4.000e-04, eta: 2:04:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7217, top5_acc: 0.8746, loss_cls: 1.1775, loss: 1.1775, grad_norm: 4.3438 2021-03-10 06:55:24,203 - mmaction - INFO - Epoch [142][160/940] lr: 4.000e-04, eta: 2:04:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8746, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.3002 2021-03-10 06:55:41,695 - mmaction - INFO - Epoch [142][180/940] lr: 4.000e-04, eta: 2:04:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7201, top5_acc: 0.8814, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.3270 2021-03-10 06:55:59,195 - mmaction - INFO - Epoch [142][200/940] lr: 4.000e-04, eta: 2:03:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8686, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.4177 2021-03-10 06:56:16,705 - mmaction - INFO - Epoch [142][220/940] lr: 4.000e-04, eta: 2:03:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8721, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.3551 2021-03-10 06:56:34,193 - mmaction - INFO - Epoch [142][240/940] lr: 4.000e-04, eta: 2:03:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8682, loss_cls: 1.2055, loss: 1.2055, grad_norm: 4.4298 2021-03-10 06:56:51,695 - mmaction - INFO - Epoch [142][260/940] lr: 4.000e-04, eta: 2:02:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7225, top5_acc: 0.8787, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.3332 2021-03-10 06:57:09,192 - mmaction - INFO - Epoch [142][280/940] lr: 4.000e-04, eta: 2:02:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7328, top5_acc: 0.8863, loss_cls: 1.1145, loss: 1.1145, grad_norm: 4.2088 2021-03-10 06:57:26,681 - mmaction - INFO - Epoch [142][300/940] lr: 4.000e-04, eta: 2:02:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8750, loss_cls: 1.1980, loss: 1.1980, grad_norm: 4.3481 2021-03-10 06:57:44,167 - mmaction - INFO - Epoch [142][320/940] lr: 4.000e-04, eta: 2:02:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8711, loss_cls: 1.1955, loss: 1.1955, grad_norm: 4.4354 2021-03-10 06:58:01,688 - mmaction - INFO - Epoch [142][340/940] lr: 4.000e-04, eta: 2:01:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8734, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.3510 2021-03-10 06:58:19,179 - mmaction - INFO - Epoch [142][360/940] lr: 4.000e-04, eta: 2:01:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8754, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.4423 2021-03-10 06:58:36,673 - mmaction - INFO - Epoch [142][380/940] lr: 4.000e-04, eta: 2:01:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8732, loss_cls: 1.2243, loss: 1.2243, grad_norm: 4.4962 2021-03-10 06:58:54,169 - mmaction - INFO - Epoch [142][400/940] lr: 4.000e-04, eta: 2:00:52, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8816, loss_cls: 1.1616, loss: 1.1616, grad_norm: 4.3777 2021-03-10 06:59:11,665 - mmaction - INFO - Epoch [142][420/940] lr: 4.000e-04, eta: 2:00:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8773, loss_cls: 1.1805, loss: 1.1805, grad_norm: 4.3838 2021-03-10 06:59:29,159 - mmaction - INFO - Epoch [142][440/940] lr: 4.000e-04, eta: 2:00:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8730, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.4772 2021-03-10 06:59:46,654 - mmaction - INFO - Epoch [142][460/940] lr: 4.000e-04, eta: 1:59:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7025, top5_acc: 0.8758, loss_cls: 1.2108, loss: 1.2108, grad_norm: 4.4962 2021-03-10 07:00:04,151 - mmaction - INFO - Epoch [142][480/940] lr: 4.000e-04, eta: 1:59:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7043, top5_acc: 0.8744, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.3950 2021-03-10 07:00:21,630 - mmaction - INFO - Epoch [142][500/940] lr: 4.000e-04, eta: 1:59:22, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8766, loss_cls: 1.1943, loss: 1.1943, grad_norm: 4.4080 2021-03-10 07:00:39,115 - mmaction - INFO - Epoch [142][520/940] lr: 4.000e-04, eta: 1:59:04, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8754, loss_cls: 1.1705, loss: 1.1705, grad_norm: 4.2837 2021-03-10 07:00:56,633 - mmaction - INFO - Epoch [142][540/940] lr: 4.000e-04, eta: 1:58:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7230, top5_acc: 0.8865, loss_cls: 1.1506, loss: 1.1506, grad_norm: 4.4160 2021-03-10 07:01:14,118 - mmaction - INFO - Epoch [142][560/940] lr: 4.000e-04, eta: 1:58:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8705, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.3657 2021-03-10 07:01:31,610 - mmaction - INFO - Epoch [142][580/940] lr: 4.000e-04, eta: 1:58:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7064, top5_acc: 0.8760, loss_cls: 1.2051, loss: 1.2051, grad_norm: 4.5097 2021-03-10 07:01:49,112 - mmaction - INFO - Epoch [142][600/940] lr: 4.000e-04, eta: 1:57:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8719, loss_cls: 1.1917, loss: 1.1917, grad_norm: 4.3821 2021-03-10 07:02:06,622 - mmaction - INFO - Epoch [142][620/940] lr: 4.000e-04, eta: 1:57:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8775, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.3607 2021-03-10 07:02:24,125 - mmaction - INFO - Epoch [142][640/940] lr: 4.000e-04, eta: 1:57:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7232, top5_acc: 0.8844, loss_cls: 1.1392, loss: 1.1392, grad_norm: 4.3078 2021-03-10 07:02:41,601 - mmaction - INFO - Epoch [142][660/940] lr: 4.000e-04, eta: 1:56:58, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8789, loss_cls: 1.1532, loss: 1.1532, grad_norm: 4.3472 2021-03-10 07:02:59,103 - mmaction - INFO - Epoch [142][680/940] lr: 4.000e-04, eta: 1:56:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8764, loss_cls: 1.1641, loss: 1.1641, grad_norm: 4.2836 2021-03-10 07:03:16,608 - mmaction - INFO - Epoch [142][700/940] lr: 4.000e-04, eta: 1:56:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8762, loss_cls: 1.1814, loss: 1.1814, grad_norm: 4.3288 2021-03-10 07:03:34,106 - mmaction - INFO - Epoch [142][720/940] lr: 4.000e-04, eta: 1:56:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8754, loss_cls: 1.2158, loss: 1.2158, grad_norm: 4.4679 2021-03-10 07:03:51,612 - mmaction - INFO - Epoch [142][740/940] lr: 4.000e-04, eta: 1:55:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8777, loss_cls: 1.1827, loss: 1.1827, grad_norm: 4.4319 2021-03-10 07:04:09,103 - mmaction - INFO - Epoch [142][760/940] lr: 4.000e-04, eta: 1:55:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8715, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.4857 2021-03-10 07:04:26,596 - mmaction - INFO - Epoch [142][780/940] lr: 4.000e-04, eta: 1:55:10, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7188, top5_acc: 0.8762, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.4416 2021-03-10 07:04:44,113 - mmaction - INFO - Epoch [142][800/940] lr: 4.000e-04, eta: 1:54:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7072, top5_acc: 0.8812, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.4242 2021-03-10 07:05:01,607 - mmaction - INFO - Epoch [142][820/940] lr: 4.000e-04, eta: 1:54:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8713, loss_cls: 1.2007, loss: 1.2007, grad_norm: 4.4082 2021-03-10 07:05:19,112 - mmaction - INFO - Epoch [142][840/940] lr: 4.000e-04, eta: 1:54:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7209, top5_acc: 0.8826, loss_cls: 1.1477, loss: 1.1477, grad_norm: 4.3378 2021-03-10 07:05:36,609 - mmaction - INFO - Epoch [142][860/940] lr: 4.000e-04, eta: 1:53:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7270, top5_acc: 0.8777, loss_cls: 1.1628, loss: 1.1628, grad_norm: 4.3373 2021-03-10 07:05:54,100 - mmaction - INFO - Epoch [142][880/940] lr: 4.000e-04, eta: 1:53:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8711, loss_cls: 1.2121, loss: 1.2121, grad_norm: 4.4420 2021-03-10 07:06:11,590 - mmaction - INFO - Epoch [142][900/940] lr: 4.000e-04, eta: 1:53:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8777, loss_cls: 1.1814, loss: 1.1814, grad_norm: 4.4283 2021-03-10 07:06:29,090 - mmaction - INFO - Epoch [142][920/940] lr: 4.000e-04, eta: 1:53:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8754, loss_cls: 1.1711, loss: 1.1711, grad_norm: 4.2682 2021-03-10 07:06:46,041 - mmaction - INFO - Epoch [142][940/940] lr: 4.000e-04, eta: 1:52:46, time: 0.847, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8726, loss_cls: 1.2193, loss: 1.2193, grad_norm: 4.4976 2021-03-10 07:06:46,823 - mmaction - INFO - Saving checkpoint at 142 epochs 2021-03-10 07:07:24,506 - mmaction - INFO - Epoch [143][20/940] lr: 4.000e-04, eta: 1:52:29, time: 1.858, data_time: 0.914, memory: 8896, top1_acc: 0.7256, top5_acc: 0.8809, loss_cls: 1.1372, loss: 1.1372, grad_norm: 4.3800 2021-03-10 07:07:42,003 - mmaction - INFO - Epoch [143][40/940] lr: 4.000e-04, eta: 1:52:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7051, top5_acc: 0.8609, loss_cls: 1.2347, loss: 1.2347, grad_norm: 4.4603 2021-03-10 07:07:59,506 - mmaction - INFO - Epoch [143][60/940] lr: 4.000e-04, eta: 1:51:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7201, top5_acc: 0.8738, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.4006 2021-03-10 07:08:17,042 - mmaction - INFO - Epoch [143][80/940] lr: 4.000e-04, eta: 1:51:35, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7271, top5_acc: 0.8867, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.4270 2021-03-10 07:08:34,560 - mmaction - INFO - Epoch [143][100/940] lr: 4.000e-04, eta: 1:51:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8703, loss_cls: 1.2151, loss: 1.2151, grad_norm: 4.4448 2021-03-10 07:08:52,064 - mmaction - INFO - Epoch [143][120/940] lr: 4.000e-04, eta: 1:50:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7217, top5_acc: 0.8732, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.4154 2021-03-10 07:09:09,603 - mmaction - INFO - Epoch [143][140/940] lr: 4.000e-04, eta: 1:50:41, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7168, top5_acc: 0.8771, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.3614 2021-03-10 07:09:27,130 - mmaction - INFO - Epoch [143][160/940] lr: 4.000e-04, eta: 1:50:23, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8760, loss_cls: 1.1531, loss: 1.1531, grad_norm: 4.4200 2021-03-10 07:09:44,621 - mmaction - INFO - Epoch [143][180/940] lr: 4.000e-04, eta: 1:50:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8771, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.4649 2021-03-10 07:10:02,126 - mmaction - INFO - Epoch [143][200/940] lr: 4.000e-04, eta: 1:49:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8740, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.4474 2021-03-10 07:10:19,635 - mmaction - INFO - Epoch [143][220/940] lr: 4.000e-04, eta: 1:49:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7188, top5_acc: 0.8750, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.3935 2021-03-10 07:10:37,153 - mmaction - INFO - Epoch [143][240/940] lr: 4.000e-04, eta: 1:49:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8793, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.3739 2021-03-10 07:10:54,654 - mmaction - INFO - Epoch [143][260/940] lr: 4.000e-04, eta: 1:48:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8750, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.4317 2021-03-10 07:11:12,163 - mmaction - INFO - Epoch [143][280/940] lr: 4.000e-04, eta: 1:48:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8766, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.4306 2021-03-10 07:11:29,665 - mmaction - INFO - Epoch [143][300/940] lr: 4.000e-04, eta: 1:48:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8785, loss_cls: 1.1670, loss: 1.1670, grad_norm: 4.4069 2021-03-10 07:11:47,159 - mmaction - INFO - Epoch [143][320/940] lr: 4.000e-04, eta: 1:47:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8773, loss_cls: 1.2002, loss: 1.2002, grad_norm: 4.5352 2021-03-10 07:12:04,669 - mmaction - INFO - Epoch [143][340/940] lr: 4.000e-04, eta: 1:47:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8752, loss_cls: 1.1955, loss: 1.1955, grad_norm: 4.4204 2021-03-10 07:12:22,181 - mmaction - INFO - Epoch [143][360/940] lr: 4.000e-04, eta: 1:47:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7270, top5_acc: 0.8781, loss_cls: 1.1595, loss: 1.1595, grad_norm: 4.3981 2021-03-10 07:12:39,679 - mmaction - INFO - Epoch [143][380/940] lr: 4.000e-04, eta: 1:47:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8717, loss_cls: 1.1925, loss: 1.1925, grad_norm: 4.3472 2021-03-10 07:12:57,182 - mmaction - INFO - Epoch [143][400/940] lr: 4.000e-04, eta: 1:46:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8744, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.5242 2021-03-10 07:13:14,671 - mmaction - INFO - Epoch [143][420/940] lr: 4.000e-04, eta: 1:46:28, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8723, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.4845 2021-03-10 07:13:32,166 - mmaction - INFO - Epoch [143][440/940] lr: 4.000e-04, eta: 1:46:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7061, top5_acc: 0.8729, loss_cls: 1.2023, loss: 1.2023, grad_norm: 4.4641 2021-03-10 07:13:49,663 - mmaction - INFO - Epoch [143][460/940] lr: 4.000e-04, eta: 1:45:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7072, top5_acc: 0.8652, loss_cls: 1.2209, loss: 1.2209, grad_norm: 4.4576 2021-03-10 07:14:07,186 - mmaction - INFO - Epoch [143][480/940] lr: 4.000e-04, eta: 1:45:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8838, loss_cls: 1.1548, loss: 1.1548, grad_norm: 4.3656 2021-03-10 07:14:24,679 - mmaction - INFO - Epoch [143][500/940] lr: 4.000e-04, eta: 1:45:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7258, top5_acc: 0.8764, loss_cls: 1.1416, loss: 1.1416, grad_norm: 4.3011 2021-03-10 07:14:42,180 - mmaction - INFO - Epoch [143][520/940] lr: 4.000e-04, eta: 1:44:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8754, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.4222 2021-03-10 07:14:59,695 - mmaction - INFO - Epoch [143][540/940] lr: 4.000e-04, eta: 1:44:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8738, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.3854 2021-03-10 07:15:17,189 - mmaction - INFO - Epoch [143][560/940] lr: 4.000e-04, eta: 1:44:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8721, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.3600 2021-03-10 07:15:34,700 - mmaction - INFO - Epoch [143][580/940] lr: 4.000e-04, eta: 1:44:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8781, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.4101 2021-03-10 07:15:52,198 - mmaction - INFO - Epoch [143][600/940] lr: 4.000e-04, eta: 1:43:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7168, top5_acc: 0.8773, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.3411 2021-03-10 07:16:09,698 - mmaction - INFO - Epoch [143][620/940] lr: 4.000e-04, eta: 1:43:28, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7328, top5_acc: 0.8879, loss_cls: 1.1172, loss: 1.1172, grad_norm: 4.2605 2021-03-10 07:16:27,193 - mmaction - INFO - Epoch [143][640/940] lr: 4.000e-04, eta: 1:43:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8781, loss_cls: 1.1766, loss: 1.1766, grad_norm: 4.4445 2021-03-10 07:16:44,697 - mmaction - INFO - Epoch [143][660/940] lr: 4.000e-04, eta: 1:42:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7016, top5_acc: 0.8650, loss_cls: 1.2388, loss: 1.2388, grad_norm: 4.4661 2021-03-10 07:17:02,188 - mmaction - INFO - Epoch [143][680/940] lr: 4.000e-04, eta: 1:42:34, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8727, loss_cls: 1.2096, loss: 1.2096, grad_norm: 4.4231 2021-03-10 07:17:19,685 - mmaction - INFO - Epoch [143][700/940] lr: 4.000e-04, eta: 1:42:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8721, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.3786 2021-03-10 07:17:37,187 - mmaction - INFO - Epoch [143][720/940] lr: 4.000e-04, eta: 1:41:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7164, top5_acc: 0.8793, loss_cls: 1.1608, loss: 1.1608, grad_norm: 4.3482 2021-03-10 07:17:54,702 - mmaction - INFO - Epoch [143][740/940] lr: 4.000e-04, eta: 1:41:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7031, top5_acc: 0.8742, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.5443 2021-03-10 07:18:12,199 - mmaction - INFO - Epoch [143][760/940] lr: 4.000e-04, eta: 1:41:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8752, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.3929 2021-03-10 07:18:29,706 - mmaction - INFO - Epoch [143][780/940] lr: 4.000e-04, eta: 1:41:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7203, top5_acc: 0.8785, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.3954 2021-03-10 07:18:47,211 - mmaction - INFO - Epoch [143][800/940] lr: 4.000e-04, eta: 1:40:46, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7164, top5_acc: 0.8725, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.4244 2021-03-10 07:19:04,712 - mmaction - INFO - Epoch [143][820/940] lr: 4.000e-04, eta: 1:40:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8760, loss_cls: 1.1759, loss: 1.1759, grad_norm: 4.4099 2021-03-10 07:19:22,218 - mmaction - INFO - Epoch [143][840/940] lr: 4.000e-04, eta: 1:40:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8779, loss_cls: 1.1889, loss: 1.1889, grad_norm: 4.3875 2021-03-10 07:19:39,730 - mmaction - INFO - Epoch [143][860/940] lr: 4.000e-04, eta: 1:39:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8693, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.5249 2021-03-10 07:19:57,253 - mmaction - INFO - Epoch [143][880/940] lr: 4.000e-04, eta: 1:39:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8783, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.5459 2021-03-10 07:20:14,750 - mmaction - INFO - Epoch [143][900/940] lr: 4.000e-04, eta: 1:39:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8703, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.4055 2021-03-10 07:20:32,266 - mmaction - INFO - Epoch [143][920/940] lr: 4.000e-04, eta: 1:38:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7266, top5_acc: 0.8803, loss_cls: 1.1518, loss: 1.1518, grad_norm: 4.3355 2021-03-10 07:20:49,244 - mmaction - INFO - Epoch [143][940/940] lr: 4.000e-04, eta: 1:38:40, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8754, loss_cls: 1.1978, loss: 1.1978, grad_norm: 4.4970 2021-03-10 07:20:49,991 - mmaction - INFO - Saving checkpoint at 143 epochs 2021-03-10 07:21:27,582 - mmaction - INFO - Epoch [144][20/940] lr: 4.000e-04, eta: 1:38:23, time: 1.855, data_time: 0.856, memory: 8896, top1_acc: 0.7049, top5_acc: 0.8715, loss_cls: 1.2058, loss: 1.2058, grad_norm: 4.4243 2021-03-10 07:21:45,105 - mmaction - INFO - Epoch [144][40/940] lr: 4.000e-04, eta: 1:38:05, time: 0.877, data_time: 0.004, memory: 8896, top1_acc: 0.7246, top5_acc: 0.8779, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.3051 2021-03-10 07:22:02,617 - mmaction - INFO - Epoch [144][60/940] lr: 4.000e-04, eta: 1:37:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8758, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.3899 2021-03-10 07:22:20,116 - mmaction - INFO - Epoch [144][80/940] lr: 4.000e-04, eta: 1:37:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8709, loss_cls: 1.1738, loss: 1.1738, grad_norm: 4.4022 2021-03-10 07:22:37,609 - mmaction - INFO - Epoch [144][100/940] lr: 4.000e-04, eta: 1:37:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8770, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.3913 2021-03-10 07:22:55,113 - mmaction - INFO - Epoch [144][120/940] lr: 4.000e-04, eta: 1:36:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8760, loss_cls: 1.1769, loss: 1.1769, grad_norm: 4.4178 2021-03-10 07:23:12,618 - mmaction - INFO - Epoch [144][140/940] lr: 4.000e-04, eta: 1:36:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7201, top5_acc: 0.8799, loss_cls: 1.1635, loss: 1.1635, grad_norm: 4.3567 2021-03-10 07:23:30,129 - mmaction - INFO - Epoch [144][160/940] lr: 4.000e-04, eta: 1:36:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8709, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.4174 2021-03-10 07:23:47,655 - mmaction - INFO - Epoch [144][180/940] lr: 4.000e-04, eta: 1:35:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8795, loss_cls: 1.1727, loss: 1.1727, grad_norm: 4.4221 2021-03-10 07:24:05,172 - mmaction - INFO - Epoch [144][200/940] lr: 4.000e-04, eta: 1:35:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8824, loss_cls: 1.1594, loss: 1.1594, grad_norm: 4.4517 2021-03-10 07:24:22,674 - mmaction - INFO - Epoch [144][220/940] lr: 4.000e-04, eta: 1:35:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8740, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.4924 2021-03-10 07:24:40,184 - mmaction - INFO - Epoch [144][240/940] lr: 4.000e-04, eta: 1:35:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8785, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.4011 2021-03-10 07:24:57,664 - mmaction - INFO - Epoch [144][260/940] lr: 4.000e-04, eta: 1:34:46, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8721, loss_cls: 1.1898, loss: 1.1898, grad_norm: 4.4376 2021-03-10 07:25:15,174 - mmaction - INFO - Epoch [144][280/940] lr: 4.000e-04, eta: 1:34:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8807, loss_cls: 1.1606, loss: 1.1606, grad_norm: 4.3834 2021-03-10 07:25:32,684 - mmaction - INFO - Epoch [144][300/940] lr: 4.000e-04, eta: 1:34:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8799, loss_cls: 1.1617, loss: 1.1617, grad_norm: 4.4657 2021-03-10 07:25:50,205 - mmaction - INFO - Epoch [144][320/940] lr: 4.000e-04, eta: 1:33:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8795, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.3970 2021-03-10 07:26:07,726 - mmaction - INFO - Epoch [144][340/940] lr: 4.000e-04, eta: 1:33:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8795, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.3802 2021-03-10 07:26:25,243 - mmaction - INFO - Epoch [144][360/940] lr: 4.000e-04, eta: 1:33:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8777, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.5277 2021-03-10 07:26:42,745 - mmaction - INFO - Epoch [144][380/940] lr: 4.000e-04, eta: 1:32:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8750, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.4660 2021-03-10 07:27:00,248 - mmaction - INFO - Epoch [144][400/940] lr: 4.000e-04, eta: 1:32:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8783, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.4150 2021-03-10 07:27:17,757 - mmaction - INFO - Epoch [144][420/940] lr: 4.000e-04, eta: 1:32:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8787, loss_cls: 1.1787, loss: 1.1787, grad_norm: 4.4489 2021-03-10 07:27:35,267 - mmaction - INFO - Epoch [144][440/940] lr: 4.000e-04, eta: 1:32:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8791, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.3935 2021-03-10 07:27:52,786 - mmaction - INFO - Epoch [144][460/940] lr: 4.000e-04, eta: 1:31:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8762, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.4869 2021-03-10 07:28:10,304 - mmaction - INFO - Epoch [144][480/940] lr: 4.000e-04, eta: 1:31:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8758, loss_cls: 1.1937, loss: 1.1937, grad_norm: 4.4494 2021-03-10 07:28:27,809 - mmaction - INFO - Epoch [144][500/940] lr: 4.000e-04, eta: 1:31:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7010, top5_acc: 0.8684, loss_cls: 1.2400, loss: 1.2400, grad_norm: 4.5246 2021-03-10 07:28:45,307 - mmaction - INFO - Epoch [144][520/940] lr: 4.000e-04, eta: 1:30:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7260, top5_acc: 0.8861, loss_cls: 1.1184, loss: 1.1184, grad_norm: 4.3363 2021-03-10 07:29:02,822 - mmaction - INFO - Epoch [144][540/940] lr: 4.000e-04, eta: 1:30:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8711, loss_cls: 1.2170, loss: 1.2170, grad_norm: 4.5039 2021-03-10 07:29:20,339 - mmaction - INFO - Epoch [144][560/940] lr: 4.000e-04, eta: 1:30:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7252, top5_acc: 0.8807, loss_cls: 1.1414, loss: 1.1414, grad_norm: 4.3951 2021-03-10 07:29:37,852 - mmaction - INFO - Epoch [144][580/940] lr: 4.000e-04, eta: 1:29:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7227, top5_acc: 0.8758, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.3651 2021-03-10 07:29:55,367 - mmaction - INFO - Epoch [144][600/940] lr: 4.000e-04, eta: 1:29:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8768, loss_cls: 1.1688, loss: 1.1688, grad_norm: 4.3886 2021-03-10 07:30:12,876 - mmaction - INFO - Epoch [144][620/940] lr: 4.000e-04, eta: 1:29:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8736, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.4427 2021-03-10 07:30:30,390 - mmaction - INFO - Epoch [144][640/940] lr: 4.000e-04, eta: 1:29:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7188, top5_acc: 0.8781, loss_cls: 1.1702, loss: 1.1702, grad_norm: 4.4117 2021-03-10 07:30:47,922 - mmaction - INFO - Epoch [144][660/940] lr: 4.000e-04, eta: 1:28:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7250, top5_acc: 0.8811, loss_cls: 1.1624, loss: 1.1624, grad_norm: 4.4358 2021-03-10 07:31:05,433 - mmaction - INFO - Epoch [144][680/940] lr: 4.000e-04, eta: 1:28:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8811, loss_cls: 1.1659, loss: 1.1659, grad_norm: 4.4257 2021-03-10 07:31:22,956 - mmaction - INFO - Epoch [144][700/940] lr: 4.000e-04, eta: 1:28:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7100, top5_acc: 0.8783, loss_cls: 1.1865, loss: 1.1865, grad_norm: 4.4974 2021-03-10 07:31:40,478 - mmaction - INFO - Epoch [144][720/940] lr: 4.000e-04, eta: 1:27:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7264, top5_acc: 0.8818, loss_cls: 1.1460, loss: 1.1460, grad_norm: 4.2999 2021-03-10 07:31:57,981 - mmaction - INFO - Epoch [144][740/940] lr: 4.000e-04, eta: 1:27:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8781, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.4126 2021-03-10 07:32:15,486 - mmaction - INFO - Epoch [144][760/940] lr: 4.000e-04, eta: 1:27:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8838, loss_cls: 1.1758, loss: 1.1758, grad_norm: 4.4484 2021-03-10 07:32:33,003 - mmaction - INFO - Epoch [144][780/940] lr: 4.000e-04, eta: 1:26:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7082, top5_acc: 0.8768, loss_cls: 1.2004, loss: 1.2004, grad_norm: 4.4381 2021-03-10 07:32:50,519 - mmaction - INFO - Epoch [144][800/940] lr: 4.000e-04, eta: 1:26:40, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8725, loss_cls: 1.2014, loss: 1.2014, grad_norm: 4.4451 2021-03-10 07:33:08,043 - mmaction - INFO - Epoch [144][820/940] lr: 4.000e-04, eta: 1:26:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8799, loss_cls: 1.1481, loss: 1.1481, grad_norm: 4.4186 2021-03-10 07:33:25,552 - mmaction - INFO - Epoch [144][840/940] lr: 4.000e-04, eta: 1:26:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8705, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.5289 2021-03-10 07:33:43,060 - mmaction - INFO - Epoch [144][860/940] lr: 4.000e-04, eta: 1:25:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7252, top5_acc: 0.8820, loss_cls: 1.1476, loss: 1.1476, grad_norm: 4.3148 2021-03-10 07:34:00,565 - mmaction - INFO - Epoch [144][880/940] lr: 4.000e-04, eta: 1:25:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7250, top5_acc: 0.8838, loss_cls: 1.1366, loss: 1.1366, grad_norm: 4.4017 2021-03-10 07:34:18,072 - mmaction - INFO - Epoch [144][900/940] lr: 4.000e-04, eta: 1:25:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8762, loss_cls: 1.1800, loss: 1.1800, grad_norm: 4.4468 2021-03-10 07:34:35,578 - mmaction - INFO - Epoch [144][920/940] lr: 4.000e-04, eta: 1:24:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8768, loss_cls: 1.1921, loss: 1.1921, grad_norm: 4.4603 2021-03-10 07:34:52,550 - mmaction - INFO - Epoch [144][940/940] lr: 4.000e-04, eta: 1:24:34, time: 0.848, data_time: 0.000, memory: 8896, top1_acc: 0.7196, top5_acc: 0.8776, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.5577 2021-03-10 07:34:53,318 - mmaction - INFO - Saving checkpoint at 144 epochs 2021-03-10 07:35:30,172 - mmaction - INFO - Epoch [145][20/940] lr: 4.000e-04, eta: 1:24:16, time: 1.761, data_time: 0.839, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8740, loss_cls: 1.1765, loss: 1.1765, grad_norm: 4.3887 2021-03-10 07:35:47,705 - mmaction - INFO - Epoch [145][40/940] lr: 4.000e-04, eta: 1:23:58, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8793, loss_cls: 1.1790, loss: 1.1790, grad_norm: 4.4449 2021-03-10 07:36:05,242 - mmaction - INFO - Epoch [145][60/940] lr: 4.000e-04, eta: 1:23:40, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8719, loss_cls: 1.2064, loss: 1.2064, grad_norm: 4.3835 2021-03-10 07:36:22,762 - mmaction - INFO - Epoch [145][80/940] lr: 4.000e-04, eta: 1:23:22, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8777, loss_cls: 1.1627, loss: 1.1627, grad_norm: 4.4558 2021-03-10 07:36:40,288 - mmaction - INFO - Epoch [145][100/940] lr: 4.000e-04, eta: 1:23:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8725, loss_cls: 1.1802, loss: 1.1802, grad_norm: 4.3807 2021-03-10 07:36:57,819 - mmaction - INFO - Epoch [145][120/940] lr: 4.000e-04, eta: 1:22:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7055, top5_acc: 0.8717, loss_cls: 1.2234, loss: 1.2234, grad_norm: 4.4384 2021-03-10 07:37:15,339 - mmaction - INFO - Epoch [145][140/940] lr: 4.000e-04, eta: 1:22:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8836, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.4540 2021-03-10 07:37:32,859 - mmaction - INFO - Epoch [145][160/940] lr: 4.000e-04, eta: 1:22:10, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8803, loss_cls: 1.1607, loss: 1.1607, grad_norm: 4.4175 2021-03-10 07:37:50,374 - mmaction - INFO - Epoch [145][180/940] lr: 4.000e-04, eta: 1:21:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8746, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.4708 2021-03-10 07:38:07,887 - mmaction - INFO - Epoch [145][200/940] lr: 4.000e-04, eta: 1:21:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8773, loss_cls: 1.1781, loss: 1.1781, grad_norm: 4.4242 2021-03-10 07:38:25,407 - mmaction - INFO - Epoch [145][220/940] lr: 4.000e-04, eta: 1:21:16, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7230, top5_acc: 0.8793, loss_cls: 1.1652, loss: 1.1652, grad_norm: 4.3730 2021-03-10 07:38:42,931 - mmaction - INFO - Epoch [145][240/940] lr: 4.000e-04, eta: 1:20:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8846, loss_cls: 1.1365, loss: 1.1365, grad_norm: 4.4425 2021-03-10 07:39:00,452 - mmaction - INFO - Epoch [145][260/940] lr: 4.000e-04, eta: 1:20:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7271, top5_acc: 0.8787, loss_cls: 1.1468, loss: 1.1468, grad_norm: 4.3032 2021-03-10 07:39:17,959 - mmaction - INFO - Epoch [145][280/940] lr: 4.000e-04, eta: 1:20:22, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7250, top5_acc: 0.8803, loss_cls: 1.1602, loss: 1.1602, grad_norm: 4.3573 2021-03-10 07:39:35,464 - mmaction - INFO - Epoch [145][300/940] lr: 4.000e-04, eta: 1:20:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8725, loss_cls: 1.2173, loss: 1.2173, grad_norm: 4.4988 2021-03-10 07:39:52,963 - mmaction - INFO - Epoch [145][320/940] lr: 4.000e-04, eta: 1:19:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8791, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.5089 2021-03-10 07:40:10,464 - mmaction - INFO - Epoch [145][340/940] lr: 4.000e-04, eta: 1:19:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7193, top5_acc: 0.8752, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.4489 2021-03-10 07:40:27,976 - mmaction - INFO - Epoch [145][360/940] lr: 4.000e-04, eta: 1:19:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7260, top5_acc: 0.8814, loss_cls: 1.1441, loss: 1.1441, grad_norm: 4.3961 2021-03-10 07:40:45,492 - mmaction - INFO - Epoch [145][380/940] lr: 4.000e-04, eta: 1:18:52, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8734, loss_cls: 1.1760, loss: 1.1760, grad_norm: 4.4447 2021-03-10 07:41:03,005 - mmaction - INFO - Epoch [145][400/940] lr: 4.000e-04, eta: 1:18:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7246, top5_acc: 0.8805, loss_cls: 1.1630, loss: 1.1630, grad_norm: 4.3873 2021-03-10 07:41:20,516 - mmaction - INFO - Epoch [145][420/940] lr: 4.000e-04, eta: 1:18:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8811, loss_cls: 1.1636, loss: 1.1636, grad_norm: 4.4133 2021-03-10 07:41:38,029 - mmaction - INFO - Epoch [145][440/940] lr: 4.000e-04, eta: 1:17:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7234, top5_acc: 0.8746, loss_cls: 1.1648, loss: 1.1648, grad_norm: 4.3932 2021-03-10 07:41:55,551 - mmaction - INFO - Epoch [145][460/940] lr: 4.000e-04, eta: 1:17:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8760, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.4657 2021-03-10 07:42:13,064 - mmaction - INFO - Epoch [145][480/940] lr: 4.000e-04, eta: 1:17:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8754, loss_cls: 1.1994, loss: 1.1994, grad_norm: 4.4510 2021-03-10 07:42:30,581 - mmaction - INFO - Epoch [145][500/940] lr: 4.000e-04, eta: 1:17:04, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8842, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.4014 2021-03-10 07:42:48,089 - mmaction - INFO - Epoch [145][520/940] lr: 4.000e-04, eta: 1:16:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8857, loss_cls: 1.1490, loss: 1.1490, grad_norm: 4.4270 2021-03-10 07:43:05,589 - mmaction - INFO - Epoch [145][540/940] lr: 4.000e-04, eta: 1:16:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8732, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.5338 2021-03-10 07:43:23,101 - mmaction - INFO - Epoch [145][560/940] lr: 4.000e-04, eta: 1:16:10, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8781, loss_cls: 1.1575, loss: 1.1575, grad_norm: 4.4134 2021-03-10 07:43:40,609 - mmaction - INFO - Epoch [145][580/940] lr: 4.000e-04, eta: 1:15:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8740, loss_cls: 1.1994, loss: 1.1994, grad_norm: 4.3712 2021-03-10 07:43:58,144 - mmaction - INFO - Epoch [145][600/940] lr: 4.000e-04, eta: 1:15:34, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8770, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.4129 2021-03-10 07:44:15,668 - mmaction - INFO - Epoch [145][620/940] lr: 4.000e-04, eta: 1:15:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7221, top5_acc: 0.8893, loss_cls: 1.1227, loss: 1.1227, grad_norm: 4.3559 2021-03-10 07:44:33,192 - mmaction - INFO - Epoch [145][640/940] lr: 4.000e-04, eta: 1:14:58, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7244, top5_acc: 0.8801, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.4349 2021-03-10 07:44:50,716 - mmaction - INFO - Epoch [145][660/940] lr: 4.000e-04, eta: 1:14:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8730, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.5067 2021-03-10 07:45:08,230 - mmaction - INFO - Epoch [145][680/940] lr: 4.000e-04, eta: 1:14:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7215, top5_acc: 0.8729, loss_cls: 1.1801, loss: 1.1801, grad_norm: 4.4876 2021-03-10 07:45:25,732 - mmaction - INFO - Epoch [145][700/940] lr: 4.000e-04, eta: 1:14:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8793, loss_cls: 1.1595, loss: 1.1595, grad_norm: 4.4500 2021-03-10 07:45:43,247 - mmaction - INFO - Epoch [145][720/940] lr: 4.000e-04, eta: 1:13:46, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8719, loss_cls: 1.2098, loss: 1.2098, grad_norm: 4.5569 2021-03-10 07:46:00,762 - mmaction - INFO - Epoch [145][740/940] lr: 4.000e-04, eta: 1:13:28, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7264, top5_acc: 0.8740, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.4403 2021-03-10 07:46:18,264 - mmaction - INFO - Epoch [145][760/940] lr: 4.000e-04, eta: 1:13:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8754, loss_cls: 1.1974, loss: 1.1974, grad_norm: 4.4769 2021-03-10 07:46:35,766 - mmaction - INFO - Epoch [145][780/940] lr: 4.000e-04, eta: 1:12:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8746, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.4318 2021-03-10 07:46:53,258 - mmaction - INFO - Epoch [145][800/940] lr: 4.000e-04, eta: 1:12:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8742, loss_cls: 1.1802, loss: 1.1802, grad_norm: 4.3871 2021-03-10 07:47:10,761 - mmaction - INFO - Epoch [145][820/940] lr: 4.000e-04, eta: 1:12:16, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7246, top5_acc: 0.8797, loss_cls: 1.1523, loss: 1.1523, grad_norm: 4.3600 2021-03-10 07:47:28,259 - mmaction - INFO - Epoch [145][840/940] lr: 4.000e-04, eta: 1:11:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8734, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.4193 2021-03-10 07:47:45,766 - mmaction - INFO - Epoch [145][860/940] lr: 4.000e-04, eta: 1:11:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8764, loss_cls: 1.1815, loss: 1.1815, grad_norm: 4.4608 2021-03-10 07:48:03,268 - mmaction - INFO - Epoch [145][880/940] lr: 4.000e-04, eta: 1:11:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8717, loss_cls: 1.1840, loss: 1.1840, grad_norm: 4.4623 2021-03-10 07:48:20,773 - mmaction - INFO - Epoch [145][900/940] lr: 4.000e-04, eta: 1:11:04, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7244, top5_acc: 0.8793, loss_cls: 1.1576, loss: 1.1576, grad_norm: 4.4368 2021-03-10 07:48:38,277 - mmaction - INFO - Epoch [145][920/940] lr: 4.000e-04, eta: 1:10:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7055, top5_acc: 0.8766, loss_cls: 1.2094, loss: 1.2094, grad_norm: 4.5298 2021-03-10 07:48:55,261 - mmaction - INFO - Epoch [145][940/940] lr: 4.000e-04, eta: 1:10:28, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.7194, top5_acc: 0.8841, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4595 2021-03-10 07:48:55,954 - mmaction - INFO - Saving checkpoint at 145 epochs 2021-03-10 07:50:13,431 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 07:50:14,110 - mmaction - INFO - top1_acc 0.6939 top5_acc 0.8824 2021-03-10 07:50:14,110 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 07:50:14,137 - mmaction - INFO - mean_acc 0.6939 2021-03-10 07:50:14,145 - mmaction - INFO - Epoch(val) [145][940] top1_acc: 0.6939, top5_acc: 0.8824, mean_class_accuracy: 0.6939 2021-03-10 07:50:57,474 - mmaction - INFO - Epoch [146][20/940] lr: 4.000e-04, eta: 1:10:11, time: 2.166, data_time: 1.290, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8756, loss_cls: 1.2160, loss: 1.2160, grad_norm: 4.4961 2021-03-10 07:51:15,047 - mmaction - INFO - Epoch [146][40/940] lr: 4.000e-04, eta: 1:09:53, time: 0.879, data_time: 0.004, memory: 8896, top1_acc: 0.7104, top5_acc: 0.8699, loss_cls: 1.2025, loss: 1.2025, grad_norm: 4.5137 2021-03-10 07:51:32,554 - mmaction - INFO - Epoch [146][60/940] lr: 4.000e-04, eta: 1:09:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8746, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.4573 2021-03-10 07:51:50,079 - mmaction - INFO - Epoch [146][80/940] lr: 4.000e-04, eta: 1:09:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7023, top5_acc: 0.8734, loss_cls: 1.2353, loss: 1.2353, grad_norm: 4.6111 2021-03-10 07:52:07,575 - mmaction - INFO - Epoch [146][100/940] lr: 4.000e-04, eta: 1:08:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7125, top5_acc: 0.8742, loss_cls: 1.1824, loss: 1.1824, grad_norm: 4.4742 2021-03-10 07:52:25,084 - mmaction - INFO - Epoch [146][120/940] lr: 4.000e-04, eta: 1:08:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8803, loss_cls: 1.1760, loss: 1.1760, grad_norm: 4.4427 2021-03-10 07:52:42,596 - mmaction - INFO - Epoch [146][140/940] lr: 4.000e-04, eta: 1:08:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7152, top5_acc: 0.8742, loss_cls: 1.1933, loss: 1.1933, grad_norm: 4.4875 2021-03-10 07:53:00,113 - mmaction - INFO - Epoch [146][160/940] lr: 4.000e-04, eta: 1:08:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7209, top5_acc: 0.8766, loss_cls: 1.1609, loss: 1.1609, grad_norm: 4.4717 2021-03-10 07:53:17,614 - mmaction - INFO - Epoch [146][180/940] lr: 4.000e-04, eta: 1:07:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8832, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.5259 2021-03-10 07:53:35,132 - mmaction - INFO - Epoch [146][200/940] lr: 4.000e-04, eta: 1:07:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8715, loss_cls: 1.1985, loss: 1.1985, grad_norm: 4.4096 2021-03-10 07:53:52,650 - mmaction - INFO - Epoch [146][220/940] lr: 4.000e-04, eta: 1:07:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8779, loss_cls: 1.1601, loss: 1.1601, grad_norm: 4.4252 2021-03-10 07:54:10,149 - mmaction - INFO - Epoch [146][240/940] lr: 4.000e-04, eta: 1:06:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8732, loss_cls: 1.1697, loss: 1.1697, grad_norm: 4.4181 2021-03-10 07:54:27,659 - mmaction - INFO - Epoch [146][260/940] lr: 4.000e-04, eta: 1:06:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8697, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.4717 2021-03-10 07:54:45,172 - mmaction - INFO - Epoch [146][280/940] lr: 4.000e-04, eta: 1:06:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8775, loss_cls: 1.2053, loss: 1.2053, grad_norm: 4.4292 2021-03-10 07:55:02,684 - mmaction - INFO - Epoch [146][300/940] lr: 4.000e-04, eta: 1:05:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7252, top5_acc: 0.8746, loss_cls: 1.1669, loss: 1.1669, grad_norm: 4.3118 2021-03-10 07:55:20,198 - mmaction - INFO - Epoch [146][320/940] lr: 4.000e-04, eta: 1:05:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7248, top5_acc: 0.8828, loss_cls: 1.1490, loss: 1.1490, grad_norm: 4.4771 2021-03-10 07:55:37,704 - mmaction - INFO - Epoch [146][340/940] lr: 4.000e-04, eta: 1:05:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8740, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.3490 2021-03-10 07:55:55,212 - mmaction - INFO - Epoch [146][360/940] lr: 4.000e-04, eta: 1:05:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8758, loss_cls: 1.2066, loss: 1.2066, grad_norm: 4.4664 2021-03-10 07:56:12,719 - mmaction - INFO - Epoch [146][380/940] lr: 4.000e-04, eta: 1:04:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8775, loss_cls: 1.1766, loss: 1.1766, grad_norm: 4.4146 2021-03-10 07:56:30,225 - mmaction - INFO - Epoch [146][400/940] lr: 4.000e-04, eta: 1:04:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7213, top5_acc: 0.8832, loss_cls: 1.1487, loss: 1.1487, grad_norm: 4.3811 2021-03-10 07:56:47,729 - mmaction - INFO - Epoch [146][420/940] lr: 4.000e-04, eta: 1:04:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8795, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.4463 2021-03-10 07:57:05,235 - mmaction - INFO - Epoch [146][440/940] lr: 4.000e-04, eta: 1:03:52, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7107, top5_acc: 0.8693, loss_cls: 1.2057, loss: 1.2057, grad_norm: 4.5286 2021-03-10 07:57:22,750 - mmaction - INFO - Epoch [146][460/940] lr: 4.000e-04, eta: 1:03:34, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8752, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.4032 2021-03-10 07:57:40,269 - mmaction - INFO - Epoch [146][480/940] lr: 4.000e-04, eta: 1:03:16, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7180, top5_acc: 0.8771, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.4496 2021-03-10 07:57:57,773 - mmaction - INFO - Epoch [146][500/940] lr: 4.000e-04, eta: 1:02:58, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7242, top5_acc: 0.8822, loss_cls: 1.1438, loss: 1.1438, grad_norm: 4.4003 2021-03-10 07:58:15,290 - mmaction - INFO - Epoch [146][520/940] lr: 4.000e-04, eta: 1:02:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7270, top5_acc: 0.8797, loss_cls: 1.1535, loss: 1.1535, grad_norm: 4.3514 2021-03-10 07:58:32,807 - mmaction - INFO - Epoch [146][540/940] lr: 4.000e-04, eta: 1:02:22, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7090, top5_acc: 0.8732, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.4603 2021-03-10 07:58:50,314 - mmaction - INFO - Epoch [146][560/940] lr: 4.000e-04, eta: 1:02:04, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7273, top5_acc: 0.8811, loss_cls: 1.1435, loss: 1.1435, grad_norm: 4.3995 2021-03-10 07:59:07,809 - mmaction - INFO - Epoch [146][580/940] lr: 4.000e-04, eta: 1:01:46, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7236, top5_acc: 0.8814, loss_cls: 1.1426, loss: 1.1426, grad_norm: 4.4648 2021-03-10 07:59:25,320 - mmaction - INFO - Epoch [146][600/940] lr: 4.000e-04, eta: 1:01:28, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8762, loss_cls: 1.1664, loss: 1.1664, grad_norm: 4.4586 2021-03-10 07:59:42,818 - mmaction - INFO - Epoch [146][620/940] lr: 4.000e-04, eta: 1:01:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8736, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.4231 2021-03-10 08:00:00,324 - mmaction - INFO - Epoch [146][640/940] lr: 4.000e-04, eta: 1:00:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7238, top5_acc: 0.8828, loss_cls: 1.1581, loss: 1.1581, grad_norm: 4.4667 2021-03-10 08:00:17,837 - mmaction - INFO - Epoch [146][660/940] lr: 4.000e-04, eta: 1:00:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7193, top5_acc: 0.8779, loss_cls: 1.1564, loss: 1.1564, grad_norm: 4.3966 2021-03-10 08:00:35,333 - mmaction - INFO - Epoch [146][680/940] lr: 4.000e-04, eta: 1:00:16, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8717, loss_cls: 1.2089, loss: 1.2089, grad_norm: 4.5160 2021-03-10 08:00:52,850 - mmaction - INFO - Epoch [146][700/940] lr: 4.000e-04, eta: 0:59:58, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7262, top5_acc: 0.8809, loss_cls: 1.1720, loss: 1.1720, grad_norm: 4.4445 2021-03-10 08:01:10,359 - mmaction - INFO - Epoch [146][720/940] lr: 4.000e-04, eta: 0:59:40, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8791, loss_cls: 1.1725, loss: 1.1725, grad_norm: 4.4121 2021-03-10 08:01:27,859 - mmaction - INFO - Epoch [146][740/940] lr: 4.000e-04, eta: 0:59:22, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.6965, top5_acc: 0.8625, loss_cls: 1.2521, loss: 1.2521, grad_norm: 4.6026 2021-03-10 08:01:45,367 - mmaction - INFO - Epoch [146][760/940] lr: 4.000e-04, eta: 0:59:04, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8773, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.3865 2021-03-10 08:02:02,876 - mmaction - INFO - Epoch [146][780/940] lr: 4.000e-04, eta: 0:58:46, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8713, loss_cls: 1.2018, loss: 1.2018, grad_norm: 4.5504 2021-03-10 08:02:20,385 - mmaction - INFO - Epoch [146][800/940] lr: 4.000e-04, eta: 0:58:28, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8781, loss_cls: 1.1668, loss: 1.1668, grad_norm: 4.4626 2021-03-10 08:02:37,887 - mmaction - INFO - Epoch [146][820/940] lr: 4.000e-04, eta: 0:58:10, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7131, top5_acc: 0.8795, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.5584 2021-03-10 08:02:55,416 - mmaction - INFO - Epoch [146][840/940] lr: 4.000e-04, eta: 0:57:52, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8793, loss_cls: 1.1609, loss: 1.1609, grad_norm: 4.3983 2021-03-10 08:03:12,930 - mmaction - INFO - Epoch [146][860/940] lr: 4.000e-04, eta: 0:57:34, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8744, loss_cls: 1.1823, loss: 1.1823, grad_norm: 4.4098 2021-03-10 08:03:30,444 - mmaction - INFO - Epoch [146][880/940] lr: 4.000e-04, eta: 0:57:16, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7063, top5_acc: 0.8725, loss_cls: 1.2187, loss: 1.2187, grad_norm: 4.4992 2021-03-10 08:03:47,943 - mmaction - INFO - Epoch [146][900/940] lr: 4.000e-04, eta: 0:56:58, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7113, top5_acc: 0.8717, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.5169 2021-03-10 08:04:05,472 - mmaction - INFO - Epoch [146][920/940] lr: 4.000e-04, eta: 0:56:40, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8777, loss_cls: 1.1717, loss: 1.1717, grad_norm: 4.4117 2021-03-10 08:04:22,432 - mmaction - INFO - Epoch [146][940/940] lr: 4.000e-04, eta: 0:56:22, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7074, top5_acc: 0.8695, loss_cls: 1.2411, loss: 1.2411, grad_norm: 4.6145 2021-03-10 08:04:23,233 - mmaction - INFO - Saving checkpoint at 146 epochs 2021-03-10 08:05:00,221 - mmaction - INFO - Epoch [147][20/940] lr: 4.000e-04, eta: 0:56:05, time: 1.822, data_time: 0.942, memory: 8896, top1_acc: 0.7088, top5_acc: 0.8734, loss_cls: 1.1944, loss: 1.1944, grad_norm: 4.4573 2021-03-10 08:05:17,761 - mmaction - INFO - Epoch [147][40/940] lr: 4.000e-04, eta: 0:55:47, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.7246, top5_acc: 0.8742, loss_cls: 1.1742, loss: 1.1742, grad_norm: 4.3469 2021-03-10 08:05:35,273 - mmaction - INFO - Epoch [147][60/940] lr: 4.000e-04, eta: 0:55:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8812, loss_cls: 1.1668, loss: 1.1668, grad_norm: 4.4013 2021-03-10 08:05:52,779 - mmaction - INFO - Epoch [147][80/940] lr: 4.000e-04, eta: 0:55:11, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8787, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.5541 2021-03-10 08:06:10,264 - mmaction - INFO - Epoch [147][100/940] lr: 4.000e-04, eta: 0:54:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8779, loss_cls: 1.1775, loss: 1.1775, grad_norm: 4.5244 2021-03-10 08:06:27,774 - mmaction - INFO - Epoch [147][120/940] lr: 4.000e-04, eta: 0:54:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8764, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.4177 2021-03-10 08:06:45,288 - mmaction - INFO - Epoch [147][140/940] lr: 4.000e-04, eta: 0:54:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8758, loss_cls: 1.2009, loss: 1.2009, grad_norm: 4.5157 2021-03-10 08:07:02,777 - mmaction - INFO - Epoch [147][160/940] lr: 4.000e-04, eta: 0:53:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8770, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.4340 2021-03-10 08:07:20,281 - mmaction - INFO - Epoch [147][180/940] lr: 4.000e-04, eta: 0:53:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8695, loss_cls: 1.2044, loss: 1.2044, grad_norm: 4.4550 2021-03-10 08:07:37,776 - mmaction - INFO - Epoch [147][200/940] lr: 4.000e-04, eta: 0:53:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7299, top5_acc: 0.8885, loss_cls: 1.1292, loss: 1.1292, grad_norm: 4.3709 2021-03-10 08:07:55,267 - mmaction - INFO - Epoch [147][220/940] lr: 4.000e-04, eta: 0:53:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8791, loss_cls: 1.1481, loss: 1.1481, grad_norm: 4.4843 2021-03-10 08:08:12,764 - mmaction - INFO - Epoch [147][240/940] lr: 4.000e-04, eta: 0:52:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7309, top5_acc: 0.8764, loss_cls: 1.1439, loss: 1.1439, grad_norm: 4.3670 2021-03-10 08:08:30,250 - mmaction - INFO - Epoch [147][260/940] lr: 4.000e-04, eta: 0:52:29, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8807, loss_cls: 1.1662, loss: 1.1662, grad_norm: 4.4475 2021-03-10 08:08:47,756 - mmaction - INFO - Epoch [147][280/940] lr: 4.000e-04, eta: 0:52:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8711, loss_cls: 1.1892, loss: 1.1892, grad_norm: 4.5089 2021-03-10 08:09:05,271 - mmaction - INFO - Epoch [147][300/940] lr: 4.000e-04, eta: 0:51:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8883, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.4201 2021-03-10 08:09:22,759 - mmaction - INFO - Epoch [147][320/940] lr: 4.000e-04, eta: 0:51:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8877, loss_cls: 1.1257, loss: 1.1257, grad_norm: 4.4639 2021-03-10 08:09:40,254 - mmaction - INFO - Epoch [147][340/940] lr: 4.000e-04, eta: 0:51:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8770, loss_cls: 1.1788, loss: 1.1788, grad_norm: 4.4975 2021-03-10 08:09:57,758 - mmaction - INFO - Epoch [147][360/940] lr: 4.000e-04, eta: 0:50:59, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8750, loss_cls: 1.1846, loss: 1.1846, grad_norm: 4.5268 2021-03-10 08:10:15,265 - mmaction - INFO - Epoch [147][380/940] lr: 4.000e-04, eta: 0:50:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8867, loss_cls: 1.1318, loss: 1.1318, grad_norm: 4.4066 2021-03-10 08:10:32,787 - mmaction - INFO - Epoch [147][400/940] lr: 4.000e-04, eta: 0:50:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8811, loss_cls: 1.1561, loss: 1.1561, grad_norm: 4.4501 2021-03-10 08:10:50,287 - mmaction - INFO - Epoch [147][420/940] lr: 4.000e-04, eta: 0:50:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8754, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.5819 2021-03-10 08:11:07,782 - mmaction - INFO - Epoch [147][440/940] lr: 4.000e-04, eta: 0:49:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7188, top5_acc: 0.8801, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.4969 2021-03-10 08:11:25,288 - mmaction - INFO - Epoch [147][460/940] lr: 4.000e-04, eta: 0:49:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8711, loss_cls: 1.1875, loss: 1.1875, grad_norm: 4.4977 2021-03-10 08:11:42,787 - mmaction - INFO - Epoch [147][480/940] lr: 4.000e-04, eta: 0:49:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8762, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.5275 2021-03-10 08:12:00,274 - mmaction - INFO - Epoch [147][500/940] lr: 4.000e-04, eta: 0:48:53, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8748, loss_cls: 1.2028, loss: 1.2028, grad_norm: 4.4311 2021-03-10 08:12:17,777 - mmaction - INFO - Epoch [147][520/940] lr: 4.000e-04, eta: 0:48:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7232, top5_acc: 0.8734, loss_cls: 1.1901, loss: 1.1901, grad_norm: 4.4297 2021-03-10 08:12:35,269 - mmaction - INFO - Epoch [147][540/940] lr: 4.000e-04, eta: 0:48:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8797, loss_cls: 1.1597, loss: 1.1597, grad_norm: 4.4744 2021-03-10 08:12:52,775 - mmaction - INFO - Epoch [147][560/940] lr: 4.000e-04, eta: 0:47:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8807, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.5186 2021-03-10 08:13:10,268 - mmaction - INFO - Epoch [147][580/940] lr: 4.000e-04, eta: 0:47:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8775, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.5084 2021-03-10 08:13:27,766 - mmaction - INFO - Epoch [147][600/940] lr: 4.000e-04, eta: 0:47:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8812, loss_cls: 1.1603, loss: 1.1603, grad_norm: 4.4712 2021-03-10 08:13:45,276 - mmaction - INFO - Epoch [147][620/940] lr: 4.000e-04, eta: 0:47:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7299, top5_acc: 0.8777, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.4512 2021-03-10 08:14:02,773 - mmaction - INFO - Epoch [147][640/940] lr: 4.000e-04, eta: 0:46:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7096, top5_acc: 0.8721, loss_cls: 1.2113, loss: 1.2113, grad_norm: 4.5512 2021-03-10 08:14:20,267 - mmaction - INFO - Epoch [147][660/940] lr: 4.000e-04, eta: 0:46:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7174, top5_acc: 0.8732, loss_cls: 1.1729, loss: 1.1729, grad_norm: 4.3880 2021-03-10 08:14:37,756 - mmaction - INFO - Epoch [147][680/940] lr: 4.000e-04, eta: 0:46:11, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8736, loss_cls: 1.2057, loss: 1.2057, grad_norm: 4.4718 2021-03-10 08:14:55,271 - mmaction - INFO - Epoch [147][700/940] lr: 4.000e-04, eta: 0:45:53, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7098, top5_acc: 0.8715, loss_cls: 1.2049, loss: 1.2049, grad_norm: 4.4800 2021-03-10 08:15:12,754 - mmaction - INFO - Epoch [147][720/940] lr: 4.000e-04, eta: 0:45:35, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7123, top5_acc: 0.8781, loss_cls: 1.1898, loss: 1.1898, grad_norm: 4.4929 2021-03-10 08:15:30,249 - mmaction - INFO - Epoch [147][740/940] lr: 4.000e-04, eta: 0:45:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7219, top5_acc: 0.8805, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.4578 2021-03-10 08:15:47,734 - mmaction - INFO - Epoch [147][760/940] lr: 4.000e-04, eta: 0:44:59, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8711, loss_cls: 1.1877, loss: 1.1877, grad_norm: 4.4913 2021-03-10 08:16:05,229 - mmaction - INFO - Epoch [147][780/940] lr: 4.000e-04, eta: 0:44:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8816, loss_cls: 1.1582, loss: 1.1582, grad_norm: 4.5049 2021-03-10 08:16:22,719 - mmaction - INFO - Epoch [147][800/940] lr: 4.000e-04, eta: 0:44:23, time: 0.874, data_time: 0.001, memory: 8896, top1_acc: 0.7236, top5_acc: 0.8816, loss_cls: 1.1545, loss: 1.1545, grad_norm: 4.4017 2021-03-10 08:16:40,230 - mmaction - INFO - Epoch [147][820/940] lr: 4.000e-04, eta: 0:44:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7225, top5_acc: 0.8838, loss_cls: 1.1342, loss: 1.1342, grad_norm: 4.4652 2021-03-10 08:16:57,720 - mmaction - INFO - Epoch [147][840/940] lr: 4.000e-04, eta: 0:43:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8762, loss_cls: 1.1905, loss: 1.1905, grad_norm: 4.4714 2021-03-10 08:17:15,224 - mmaction - INFO - Epoch [147][860/940] lr: 4.000e-04, eta: 0:43:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8801, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.4355 2021-03-10 08:17:32,712 - mmaction - INFO - Epoch [147][880/940] lr: 4.000e-04, eta: 0:43:10, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8756, loss_cls: 1.1948, loss: 1.1948, grad_norm: 4.5662 2021-03-10 08:17:50,209 - mmaction - INFO - Epoch [147][900/940] lr: 4.000e-04, eta: 0:42:52, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7205, top5_acc: 0.8836, loss_cls: 1.1525, loss: 1.1525, grad_norm: 4.4224 2021-03-10 08:18:07,714 - mmaction - INFO - Epoch [147][920/940] lr: 4.000e-04, eta: 0:42:34, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8787, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.5524 2021-03-10 08:18:24,698 - mmaction - INFO - Epoch [147][940/940] lr: 4.000e-04, eta: 0:42:16, time: 0.849, data_time: 0.000, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8776, loss_cls: 1.1760, loss: 1.1760, grad_norm: 4.5107 2021-03-10 08:18:25,342 - mmaction - INFO - Saving checkpoint at 147 epochs 2021-03-10 08:19:04,163 - mmaction - INFO - Epoch [148][20/940] lr: 4.000e-04, eta: 0:41:59, time: 1.913, data_time: 1.030, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8732, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.4622 2021-03-10 08:19:21,716 - mmaction - INFO - Epoch [148][40/940] lr: 4.000e-04, eta: 0:41:41, time: 0.878, data_time: 0.003, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8785, loss_cls: 1.1795, loss: 1.1795, grad_norm: 4.4701 2021-03-10 08:19:39,226 - mmaction - INFO - Epoch [148][60/940] lr: 4.000e-04, eta: 0:41:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8727, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.4479 2021-03-10 08:19:56,745 - mmaction - INFO - Epoch [148][80/940] lr: 4.000e-04, eta: 0:41:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7258, top5_acc: 0.8828, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.4033 2021-03-10 08:20:14,267 - mmaction - INFO - Epoch [148][100/940] lr: 4.000e-04, eta: 0:40:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8771, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.4841 2021-03-10 08:20:31,775 - mmaction - INFO - Epoch [148][120/940] lr: 4.000e-04, eta: 0:40:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8787, loss_cls: 1.1493, loss: 1.1493, grad_norm: 4.3897 2021-03-10 08:20:49,276 - mmaction - INFO - Epoch [148][140/940] lr: 4.000e-04, eta: 0:40:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7176, top5_acc: 0.8850, loss_cls: 1.1597, loss: 1.1597, grad_norm: 4.5273 2021-03-10 08:21:06,779 - mmaction - INFO - Epoch [148][160/940] lr: 4.000e-04, eta: 0:39:53, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7324, top5_acc: 0.8850, loss_cls: 1.1275, loss: 1.1275, grad_norm: 4.4691 2021-03-10 08:21:24,290 - mmaction - INFO - Epoch [148][180/940] lr: 4.000e-04, eta: 0:39:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8730, loss_cls: 1.2027, loss: 1.2027, grad_norm: 4.5166 2021-03-10 08:21:41,803 - mmaction - INFO - Epoch [148][200/940] lr: 4.000e-04, eta: 0:39:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7111, top5_acc: 0.8734, loss_cls: 1.2133, loss: 1.2133, grad_norm: 4.6033 2021-03-10 08:21:59,328 - mmaction - INFO - Epoch [148][220/940] lr: 4.000e-04, eta: 0:38:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8791, loss_cls: 1.1579, loss: 1.1579, grad_norm: 4.4491 2021-03-10 08:22:16,849 - mmaction - INFO - Epoch [148][240/940] lr: 4.000e-04, eta: 0:38:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8713, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.5203 2021-03-10 08:22:34,339 - mmaction - INFO - Epoch [148][260/940] lr: 4.000e-04, eta: 0:38:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8764, loss_cls: 1.1794, loss: 1.1794, grad_norm: 4.5098 2021-03-10 08:22:51,836 - mmaction - INFO - Epoch [148][280/940] lr: 4.000e-04, eta: 0:38:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8764, loss_cls: 1.1958, loss: 1.1958, grad_norm: 4.5591 2021-03-10 08:23:09,337 - mmaction - INFO - Epoch [148][300/940] lr: 4.000e-04, eta: 0:37:47, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8840, loss_cls: 1.1535, loss: 1.1535, grad_norm: 4.4984 2021-03-10 08:23:26,826 - mmaction - INFO - Epoch [148][320/940] lr: 4.000e-04, eta: 0:37:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7092, top5_acc: 0.8756, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.4959 2021-03-10 08:23:44,324 - mmaction - INFO - Epoch [148][340/940] lr: 4.000e-04, eta: 0:37:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8814, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.4649 2021-03-10 08:24:01,831 - mmaction - INFO - Epoch [148][360/940] lr: 4.000e-04, eta: 0:36:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7039, top5_acc: 0.8688, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.5496 2021-03-10 08:24:19,324 - mmaction - INFO - Epoch [148][380/940] lr: 4.000e-04, eta: 0:36:35, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7127, top5_acc: 0.8723, loss_cls: 1.2086, loss: 1.2086, grad_norm: 4.4085 2021-03-10 08:24:36,823 - mmaction - INFO - Epoch [148][400/940] lr: 4.000e-04, eta: 0:36:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8758, loss_cls: 1.1723, loss: 1.1723, grad_norm: 4.4901 2021-03-10 08:24:54,338 - mmaction - INFO - Epoch [148][420/940] lr: 4.000e-04, eta: 0:35:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7066, top5_acc: 0.8758, loss_cls: 1.2117, loss: 1.2117, grad_norm: 4.5484 2021-03-10 08:25:11,837 - mmaction - INFO - Epoch [148][440/940] lr: 4.000e-04, eta: 0:35:41, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8775, loss_cls: 1.1859, loss: 1.1859, grad_norm: 4.5440 2021-03-10 08:25:29,353 - mmaction - INFO - Epoch [148][460/940] lr: 4.000e-04, eta: 0:35:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7199, top5_acc: 0.8826, loss_cls: 1.1585, loss: 1.1585, grad_norm: 4.4515 2021-03-10 08:25:46,855 - mmaction - INFO - Epoch [148][480/940] lr: 4.000e-04, eta: 0:35:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8768, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.3697 2021-03-10 08:26:04,348 - mmaction - INFO - Epoch [148][500/940] lr: 4.000e-04, eta: 0:34:47, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7078, top5_acc: 0.8799, loss_cls: 1.1793, loss: 1.1793, grad_norm: 4.4082 2021-03-10 08:26:21,858 - mmaction - INFO - Epoch [148][520/940] lr: 4.000e-04, eta: 0:34:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8775, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.5475 2021-03-10 08:26:39,365 - mmaction - INFO - Epoch [148][540/940] lr: 4.000e-04, eta: 0:34:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7246, top5_acc: 0.8834, loss_cls: 1.1399, loss: 1.1399, grad_norm: 4.4385 2021-03-10 08:26:56,871 - mmaction - INFO - Epoch [148][560/940] lr: 4.000e-04, eta: 0:33:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8756, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.4719 2021-03-10 08:27:14,380 - mmaction - INFO - Epoch [148][580/940] lr: 4.000e-04, eta: 0:33:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8688, loss_cls: 1.2085, loss: 1.2085, grad_norm: 4.5476 2021-03-10 08:27:31,882 - mmaction - INFO - Epoch [148][600/940] lr: 4.000e-04, eta: 0:33:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8799, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.4749 2021-03-10 08:27:49,381 - mmaction - INFO - Epoch [148][620/940] lr: 4.000e-04, eta: 0:32:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8781, loss_cls: 1.1967, loss: 1.1967, grad_norm: 4.5233 2021-03-10 08:28:06,879 - mmaction - INFO - Epoch [148][640/940] lr: 4.000e-04, eta: 0:32:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8771, loss_cls: 1.1927, loss: 1.1927, grad_norm: 4.4783 2021-03-10 08:28:24,367 - mmaction - INFO - Epoch [148][660/940] lr: 4.000e-04, eta: 0:32:23, time: 0.874, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8775, loss_cls: 1.1605, loss: 1.1605, grad_norm: 4.3750 2021-03-10 08:28:41,865 - mmaction - INFO - Epoch [148][680/940] lr: 4.000e-04, eta: 0:32:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7299, top5_acc: 0.8799, loss_cls: 1.1479, loss: 1.1479, grad_norm: 4.3717 2021-03-10 08:28:59,371 - mmaction - INFO - Epoch [148][700/940] lr: 4.000e-04, eta: 0:31:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7195, top5_acc: 0.8764, loss_cls: 1.1809, loss: 1.1809, grad_norm: 4.4880 2021-03-10 08:29:16,872 - mmaction - INFO - Epoch [148][720/940] lr: 4.000e-04, eta: 0:31:29, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7203, top5_acc: 0.8820, loss_cls: 1.1607, loss: 1.1607, grad_norm: 4.4783 2021-03-10 08:29:34,371 - mmaction - INFO - Epoch [148][740/940] lr: 4.000e-04, eta: 0:31:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8795, loss_cls: 1.1481, loss: 1.1481, grad_norm: 4.4118 2021-03-10 08:29:51,876 - mmaction - INFO - Epoch [148][760/940] lr: 4.000e-04, eta: 0:30:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7135, top5_acc: 0.8768, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.5787 2021-03-10 08:30:09,391 - mmaction - INFO - Epoch [148][780/940] lr: 4.000e-04, eta: 0:30:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7422, top5_acc: 0.8861, loss_cls: 1.1058, loss: 1.1058, grad_norm: 4.4213 2021-03-10 08:30:26,890 - mmaction - INFO - Epoch [148][800/940] lr: 4.000e-04, eta: 0:30:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8760, loss_cls: 1.1908, loss: 1.1908, grad_norm: 4.5236 2021-03-10 08:30:44,407 - mmaction - INFO - Epoch [148][820/940] lr: 4.000e-04, eta: 0:29:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7094, top5_acc: 0.8746, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.4990 2021-03-10 08:31:01,917 - mmaction - INFO - Epoch [148][840/940] lr: 4.000e-04, eta: 0:29:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7211, top5_acc: 0.8713, loss_cls: 1.1725, loss: 1.1725, grad_norm: 4.4530 2021-03-10 08:31:19,421 - mmaction - INFO - Epoch [148][860/940] lr: 4.000e-04, eta: 0:29:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8777, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.5558 2021-03-10 08:31:36,930 - mmaction - INFO - Epoch [148][880/940] lr: 4.000e-04, eta: 0:29:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8775, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.3721 2021-03-10 08:31:54,443 - mmaction - INFO - Epoch [148][900/940] lr: 4.000e-04, eta: 0:28:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8836, loss_cls: 1.1798, loss: 1.1798, grad_norm: 4.4988 2021-03-10 08:32:11,956 - mmaction - INFO - Epoch [148][920/940] lr: 4.000e-04, eta: 0:28:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8672, loss_cls: 1.2201, loss: 1.2201, grad_norm: 4.4283 2021-03-10 08:32:28,917 - mmaction - INFO - Epoch [148][940/940] lr: 4.000e-04, eta: 0:28:11, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7228, top5_acc: 0.8787, loss_cls: 1.1822, loss: 1.1822, grad_norm: 4.5471 2021-03-10 08:32:29,702 - mmaction - INFO - Saving checkpoint at 148 epochs 2021-03-10 08:33:07,640 - mmaction - INFO - Epoch [149][20/940] lr: 4.000e-04, eta: 0:27:53, time: 1.867, data_time: 0.947, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8740, loss_cls: 1.1949, loss: 1.1949, grad_norm: 4.4587 2021-03-10 08:33:25,171 - mmaction - INFO - Epoch [149][40/940] lr: 4.000e-04, eta: 0:27:35, time: 0.877, data_time: 0.003, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8754, loss_cls: 1.1716, loss: 1.1716, grad_norm: 4.4505 2021-03-10 08:33:42,704 - mmaction - INFO - Epoch [149][60/940] lr: 4.000e-04, eta: 0:27:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7227, top5_acc: 0.8787, loss_cls: 1.1834, loss: 1.1834, grad_norm: 4.4157 2021-03-10 08:34:00,232 - mmaction - INFO - Epoch [149][80/940] lr: 4.000e-04, eta: 0:26:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7258, top5_acc: 0.8779, loss_cls: 1.1635, loss: 1.1635, grad_norm: 4.4781 2021-03-10 08:34:17,754 - mmaction - INFO - Epoch [149][100/940] lr: 4.000e-04, eta: 0:26:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7047, top5_acc: 0.8713, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.5100 2021-03-10 08:34:35,263 - mmaction - INFO - Epoch [149][120/940] lr: 4.000e-04, eta: 0:26:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7217, top5_acc: 0.8838, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.3680 2021-03-10 08:34:52,783 - mmaction - INFO - Epoch [149][140/940] lr: 4.000e-04, eta: 0:26:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7027, top5_acc: 0.8666, loss_cls: 1.2378, loss: 1.2378, grad_norm: 4.6055 2021-03-10 08:35:10,297 - mmaction - INFO - Epoch [149][160/940] lr: 4.000e-04, eta: 0:25:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8730, loss_cls: 1.1616, loss: 1.1616, grad_norm: 4.4622 2021-03-10 08:35:27,821 - mmaction - INFO - Epoch [149][180/940] lr: 4.000e-04, eta: 0:25:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7193, top5_acc: 0.8783, loss_cls: 1.1638, loss: 1.1638, grad_norm: 4.5455 2021-03-10 08:35:45,339 - mmaction - INFO - Epoch [149][200/940] lr: 4.000e-04, eta: 0:25:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8766, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.5079 2021-03-10 08:36:02,841 - mmaction - INFO - Epoch [149][220/940] lr: 4.000e-04, eta: 0:24:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7227, top5_acc: 0.8725, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.4703 2021-03-10 08:36:20,348 - mmaction - INFO - Epoch [149][240/940] lr: 4.000e-04, eta: 0:24:35, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7256, top5_acc: 0.8842, loss_cls: 1.1421, loss: 1.1421, grad_norm: 4.4449 2021-03-10 08:36:37,864 - mmaction - INFO - Epoch [149][260/940] lr: 4.000e-04, eta: 0:24:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8730, loss_cls: 1.2006, loss: 1.2006, grad_norm: 4.5184 2021-03-10 08:36:55,383 - mmaction - INFO - Epoch [149][280/940] lr: 4.000e-04, eta: 0:23:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8750, loss_cls: 1.1790, loss: 1.1790, grad_norm: 4.5507 2021-03-10 08:37:12,899 - mmaction - INFO - Epoch [149][300/940] lr: 4.000e-04, eta: 0:23:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7262, top5_acc: 0.8836, loss_cls: 1.1265, loss: 1.1265, grad_norm: 4.4404 2021-03-10 08:37:30,408 - mmaction - INFO - Epoch [149][320/940] lr: 4.000e-04, eta: 0:23:23, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7266, top5_acc: 0.8883, loss_cls: 1.1323, loss: 1.1323, grad_norm: 4.4164 2021-03-10 08:37:47,931 - mmaction - INFO - Epoch [149][340/940] lr: 4.000e-04, eta: 0:23:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7182, top5_acc: 0.8727, loss_cls: 1.1761, loss: 1.1761, grad_norm: 4.5019 2021-03-10 08:38:05,450 - mmaction - INFO - Epoch [149][360/940] lr: 4.000e-04, eta: 0:22:47, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7229, top5_acc: 0.8844, loss_cls: 1.1631, loss: 1.1631, grad_norm: 4.5061 2021-03-10 08:38:22,961 - mmaction - INFO - Epoch [149][380/940] lr: 4.000e-04, eta: 0:22:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7086, top5_acc: 0.8730, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.5276 2021-03-10 08:38:40,467 - mmaction - INFO - Epoch [149][400/940] lr: 4.000e-04, eta: 0:22:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7279, top5_acc: 0.8805, loss_cls: 1.1522, loss: 1.1522, grad_norm: 4.4782 2021-03-10 08:38:57,988 - mmaction - INFO - Epoch [149][420/940] lr: 4.000e-04, eta: 0:21:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7221, top5_acc: 0.8781, loss_cls: 1.1751, loss: 1.1751, grad_norm: 4.4415 2021-03-10 08:39:15,496 - mmaction - INFO - Epoch [149][440/940] lr: 4.000e-04, eta: 0:21:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7209, top5_acc: 0.8799, loss_cls: 1.1616, loss: 1.1616, grad_norm: 4.4984 2021-03-10 08:39:33,006 - mmaction - INFO - Epoch [149][460/940] lr: 4.000e-04, eta: 0:21:17, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7232, top5_acc: 0.8781, loss_cls: 1.1273, loss: 1.1273, grad_norm: 4.4036 2021-03-10 08:39:50,512 - mmaction - INFO - Epoch [149][480/940] lr: 4.000e-04, eta: 0:20:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8705, loss_cls: 1.2151, loss: 1.2151, grad_norm: 4.5049 2021-03-10 08:40:08,039 - mmaction - INFO - Epoch [149][500/940] lr: 4.000e-04, eta: 0:20:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8785, loss_cls: 1.1740, loss: 1.1740, grad_norm: 4.5372 2021-03-10 08:40:25,567 - mmaction - INFO - Epoch [149][520/940] lr: 4.000e-04, eta: 0:20:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8820, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.4304 2021-03-10 08:40:43,090 - mmaction - INFO - Epoch [149][540/940] lr: 4.000e-04, eta: 0:20:05, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8713, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.5435 2021-03-10 08:41:00,600 - mmaction - INFO - Epoch [149][560/940] lr: 4.000e-04, eta: 0:19:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7203, top5_acc: 0.8760, loss_cls: 1.1894, loss: 1.1894, grad_norm: 4.5192 2021-03-10 08:41:18,112 - mmaction - INFO - Epoch [149][580/940] lr: 4.000e-04, eta: 0:19:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7256, top5_acc: 0.8854, loss_cls: 1.1351, loss: 1.1351, grad_norm: 4.4120 2021-03-10 08:41:35,623 - mmaction - INFO - Epoch [149][600/940] lr: 4.000e-04, eta: 0:19:11, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7051, top5_acc: 0.8709, loss_cls: 1.2207, loss: 1.2207, grad_norm: 4.5279 2021-03-10 08:41:53,131 - mmaction - INFO - Epoch [149][620/940] lr: 4.000e-04, eta: 0:18:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7059, top5_acc: 0.8723, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.5189 2021-03-10 08:42:10,661 - mmaction - INFO - Epoch [149][640/940] lr: 4.000e-04, eta: 0:18:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7207, top5_acc: 0.8830, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.4272 2021-03-10 08:42:28,193 - mmaction - INFO - Epoch [149][660/940] lr: 4.000e-04, eta: 0:18:17, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8775, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.5235 2021-03-10 08:42:45,717 - mmaction - INFO - Epoch [149][680/940] lr: 4.000e-04, eta: 0:17:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7154, top5_acc: 0.8762, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.4777 2021-03-10 08:43:03,223 - mmaction - INFO - Epoch [149][700/940] lr: 4.000e-04, eta: 0:17:41, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8812, loss_cls: 1.1670, loss: 1.1670, grad_norm: 4.5023 2021-03-10 08:43:20,742 - mmaction - INFO - Epoch [149][720/940] lr: 4.000e-04, eta: 0:17:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7043, top5_acc: 0.8707, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.5810 2021-03-10 08:43:38,242 - mmaction - INFO - Epoch [149][740/940] lr: 4.000e-04, eta: 0:17:05, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7240, top5_acc: 0.8822, loss_cls: 1.1613, loss: 1.1613, grad_norm: 4.4757 2021-03-10 08:43:55,763 - mmaction - INFO - Epoch [149][760/940] lr: 4.000e-04, eta: 0:16:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8854, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.5562 2021-03-10 08:44:13,281 - mmaction - INFO - Epoch [149][780/940] lr: 4.000e-04, eta: 0:16:29, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7320, top5_acc: 0.8838, loss_cls: 1.1248, loss: 1.1248, grad_norm: 4.4652 2021-03-10 08:44:30,801 - mmaction - INFO - Epoch [149][800/940] lr: 4.000e-04, eta: 0:16:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7137, top5_acc: 0.8711, loss_cls: 1.2131, loss: 1.2131, grad_norm: 4.6051 2021-03-10 08:44:48,310 - mmaction - INFO - Epoch [149][820/940] lr: 4.000e-04, eta: 0:15:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7168, top5_acc: 0.8787, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.4493 2021-03-10 08:45:05,822 - mmaction - INFO - Epoch [149][840/940] lr: 4.000e-04, eta: 0:15:35, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7166, top5_acc: 0.8727, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.3955 2021-03-10 08:45:23,334 - mmaction - INFO - Epoch [149][860/940] lr: 4.000e-04, eta: 0:15:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8834, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.5547 2021-03-10 08:45:40,833 - mmaction - INFO - Epoch [149][880/940] lr: 4.000e-04, eta: 0:14:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7209, top5_acc: 0.8758, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.4489 2021-03-10 08:45:58,334 - mmaction - INFO - Epoch [149][900/940] lr: 4.000e-04, eta: 0:14:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7121, top5_acc: 0.8682, loss_cls: 1.1997, loss: 1.1997, grad_norm: 4.6090 2021-03-10 08:46:15,835 - mmaction - INFO - Epoch [149][920/940] lr: 4.000e-04, eta: 0:14:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7139, top5_acc: 0.8766, loss_cls: 1.1748, loss: 1.1748, grad_norm: 4.4339 2021-03-10 08:46:32,806 - mmaction - INFO - Epoch [149][940/940] lr: 4.000e-04, eta: 0:14:05, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7076, top5_acc: 0.8699, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.6052 2021-03-10 08:46:33,565 - mmaction - INFO - Saving checkpoint at 149 epochs 2021-03-10 08:47:11,183 - mmaction - INFO - Epoch [150][20/940] lr: 4.000e-04, eta: 0:13:47, time: 1.847, data_time: 0.950, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8773, loss_cls: 1.1717, loss: 1.1717, grad_norm: 4.4077 2021-03-10 08:47:28,719 - mmaction - INFO - Epoch [150][40/940] lr: 4.000e-04, eta: 0:13:29, time: 0.877, data_time: 0.002, memory: 8896, top1_acc: 0.7217, top5_acc: 0.8834, loss_cls: 1.1551, loss: 1.1551, grad_norm: 4.5352 2021-03-10 08:47:46,250 - mmaction - INFO - Epoch [150][60/940] lr: 4.000e-04, eta: 0:13:11, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7189, top5_acc: 0.8744, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.4983 2021-03-10 08:48:03,779 - mmaction - INFO - Epoch [150][80/940] lr: 4.000e-04, eta: 0:12:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8785, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.4646 2021-03-10 08:48:21,298 - mmaction - INFO - Epoch [150][100/940] lr: 4.000e-04, eta: 0:12:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7102, top5_acc: 0.8707, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.5284 2021-03-10 08:48:38,813 - mmaction - INFO - Epoch [150][120/940] lr: 4.000e-04, eta: 0:12:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7145, top5_acc: 0.8746, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.5297 2021-03-10 08:48:56,323 - mmaction - INFO - Epoch [150][140/940] lr: 4.000e-04, eta: 0:11:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7162, top5_acc: 0.8770, loss_cls: 1.1795, loss: 1.1795, grad_norm: 4.5084 2021-03-10 08:49:13,848 - mmaction - INFO - Epoch [150][160/940] lr: 4.000e-04, eta: 0:11:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7297, top5_acc: 0.8832, loss_cls: 1.1193, loss: 1.1193, grad_norm: 4.3999 2021-03-10 08:49:31,363 - mmaction - INFO - Epoch [150][180/940] lr: 4.000e-04, eta: 0:11:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7158, top5_acc: 0.8699, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.4669 2021-03-10 08:49:48,882 - mmaction - INFO - Epoch [150][200/940] lr: 4.000e-04, eta: 0:11:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8711, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.4674 2021-03-10 08:50:06,390 - mmaction - INFO - Epoch [150][220/940] lr: 4.000e-04, eta: 0:10:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7252, top5_acc: 0.8812, loss_cls: 1.1422, loss: 1.1422, grad_norm: 4.4729 2021-03-10 08:50:23,904 - mmaction - INFO - Epoch [150][240/940] lr: 4.000e-04, eta: 0:10:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7232, top5_acc: 0.8816, loss_cls: 1.1580, loss: 1.1580, grad_norm: 4.4933 2021-03-10 08:50:41,409 - mmaction - INFO - Epoch [150][260/940] lr: 4.000e-04, eta: 0:10:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7084, top5_acc: 0.8709, loss_cls: 1.2048, loss: 1.2048, grad_norm: 4.5444 2021-03-10 08:50:58,923 - mmaction - INFO - Epoch [150][280/940] lr: 4.000e-04, eta: 0:09:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7238, top5_acc: 0.8863, loss_cls: 1.1334, loss: 1.1334, grad_norm: 4.5444 2021-03-10 08:51:16,458 - mmaction - INFO - Epoch [150][300/940] lr: 4.000e-04, eta: 0:09:35, time: 0.877, data_time: 0.000, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8738, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.5125 2021-03-10 08:51:33,971 - mmaction - INFO - Epoch [150][320/940] lr: 4.000e-04, eta: 0:09:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7227, top5_acc: 0.8777, loss_cls: 1.1493, loss: 1.1493, grad_norm: 4.4168 2021-03-10 08:51:51,485 - mmaction - INFO - Epoch [150][340/940] lr: 4.000e-04, eta: 0:08:59, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7197, top5_acc: 0.8787, loss_cls: 1.1867, loss: 1.1867, grad_norm: 4.5276 2021-03-10 08:52:09,008 - mmaction - INFO - Epoch [150][360/940] lr: 4.000e-04, eta: 0:08:41, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7150, top5_acc: 0.8730, loss_cls: 1.1985, loss: 1.1985, grad_norm: 4.5823 2021-03-10 08:52:26,538 - mmaction - INFO - Epoch [150][380/940] lr: 4.000e-04, eta: 0:08:23, time: 0.877, data_time: 0.001, memory: 8896, top1_acc: 0.7160, top5_acc: 0.8738, loss_cls: 1.1918, loss: 1.1918, grad_norm: 4.5387 2021-03-10 08:52:44,061 - mmaction - INFO - Epoch [150][400/940] lr: 4.000e-04, eta: 0:08:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7105, top5_acc: 0.8793, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.5312 2021-03-10 08:53:01,570 - mmaction - INFO - Epoch [150][420/940] lr: 4.000e-04, eta: 0:07:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7068, top5_acc: 0.8775, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.6134 2021-03-10 08:53:19,081 - mmaction - INFO - Epoch [150][440/940] lr: 4.000e-04, eta: 0:07:29, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8732, loss_cls: 1.1835, loss: 1.1835, grad_norm: 4.4493 2021-03-10 08:53:36,602 - mmaction - INFO - Epoch [150][460/940] lr: 4.000e-04, eta: 0:07:11, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7371, top5_acc: 0.8777, loss_cls: 1.1280, loss: 1.1280, grad_norm: 4.3394 2021-03-10 08:53:54,125 - mmaction - INFO - Epoch [150][480/940] lr: 4.000e-04, eta: 0:06:53, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7129, top5_acc: 0.8789, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.4422 2021-03-10 08:54:11,639 - mmaction - INFO - Epoch [150][500/940] lr: 4.000e-04, eta: 0:06:35, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7299, top5_acc: 0.8834, loss_cls: 1.1096, loss: 1.1096, grad_norm: 4.3199 2021-03-10 08:54:29,141 - mmaction - INFO - Epoch [150][520/940] lr: 4.000e-04, eta: 0:06:17, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7184, top5_acc: 0.8812, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.4268 2021-03-10 08:54:46,646 - mmaction - INFO - Epoch [150][540/940] lr: 4.000e-04, eta: 0:05:59, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8832, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.5695 2021-03-10 08:55:04,142 - mmaction - INFO - Epoch [150][560/940] lr: 4.000e-04, eta: 0:05:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7178, top5_acc: 0.8805, loss_cls: 1.1596, loss: 1.1596, grad_norm: 4.4514 2021-03-10 08:55:21,648 - mmaction - INFO - Epoch [150][580/940] lr: 4.000e-04, eta: 0:05:23, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7254, top5_acc: 0.8807, loss_cls: 1.1425, loss: 1.1425, grad_norm: 4.4553 2021-03-10 08:55:39,170 - mmaction - INFO - Epoch [150][600/940] lr: 4.000e-04, eta: 0:05:05, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7148, top5_acc: 0.8684, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.5232 2021-03-10 08:55:56,684 - mmaction - INFO - Epoch [150][620/940] lr: 4.000e-04, eta: 0:04:47, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7230, top5_acc: 0.8834, loss_cls: 1.1317, loss: 1.1317, grad_norm: 4.4925 2021-03-10 08:56:14,190 - mmaction - INFO - Epoch [150][640/940] lr: 4.000e-04, eta: 0:04:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7230, top5_acc: 0.8811, loss_cls: 1.1486, loss: 1.1486, grad_norm: 4.5068 2021-03-10 08:56:31,700 - mmaction - INFO - Epoch [150][660/940] lr: 4.000e-04, eta: 0:04:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7146, top5_acc: 0.8789, loss_cls: 1.1942, loss: 1.1942, grad_norm: 4.6398 2021-03-10 08:56:49,204 - mmaction - INFO - Epoch [150][680/940] lr: 4.000e-04, eta: 0:03:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7117, top5_acc: 0.8730, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.5750 2021-03-10 08:57:06,725 - mmaction - INFO - Epoch [150][700/940] lr: 4.000e-04, eta: 0:03:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7209, top5_acc: 0.8752, loss_cls: 1.1680, loss: 1.1680, grad_norm: 4.5430 2021-03-10 08:57:24,252 - mmaction - INFO - Epoch [150][720/940] lr: 4.000e-04, eta: 0:03:17, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7109, top5_acc: 0.8754, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.5451 2021-03-10 08:57:41,774 - mmaction - INFO - Epoch [150][740/940] lr: 4.000e-04, eta: 0:02:59, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7133, top5_acc: 0.8826, loss_cls: 1.1654, loss: 1.1654, grad_norm: 4.6166 2021-03-10 08:57:59,281 - mmaction - INFO - Epoch [150][760/940] lr: 4.000e-04, eta: 0:02:41, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7186, top5_acc: 0.8824, loss_cls: 1.1513, loss: 1.1513, grad_norm: 4.5209 2021-03-10 08:58:16,793 - mmaction - INFO - Epoch [150][780/940] lr: 4.000e-04, eta: 0:02:23, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7115, top5_acc: 0.8719, loss_cls: 1.2072, loss: 1.2072, grad_norm: 4.6977 2021-03-10 08:58:34,290 - mmaction - INFO - Epoch [150][800/940] lr: 4.000e-04, eta: 0:02:05, time: 0.875, data_time: 0.001, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8715, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.5260 2021-03-10 08:58:51,781 - mmaction - INFO - Epoch [150][820/940] lr: 4.000e-04, eta: 0:01:47, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7156, top5_acc: 0.8748, loss_cls: 1.1952, loss: 1.1952, grad_norm: 4.5197 2021-03-10 08:59:09,290 - mmaction - INFO - Epoch [150][840/940] lr: 4.000e-04, eta: 0:01:29, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7277, top5_acc: 0.8846, loss_cls: 1.1333, loss: 1.1333, grad_norm: 4.5032 2021-03-10 08:59:26,784 - mmaction - INFO - Epoch [150][860/940] lr: 4.000e-04, eta: 0:01:11, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7119, top5_acc: 0.8773, loss_cls: 1.1825, loss: 1.1825, grad_norm: 4.4741 2021-03-10 08:59:44,283 - mmaction - INFO - Epoch [150][880/940] lr: 4.000e-04, eta: 0:00:53, time: 0.875, data_time: 0.000, memory: 8896, top1_acc: 0.7191, top5_acc: 0.8809, loss_cls: 1.1472, loss: 1.1472, grad_norm: 4.4255 2021-03-10 09:00:01,792 - mmaction - INFO - Epoch [150][900/940] lr: 4.000e-04, eta: 0:00:35, time: 0.876, data_time: 0.001, memory: 8896, top1_acc: 0.7143, top5_acc: 0.8779, loss_cls: 1.1702, loss: 1.1702, grad_norm: 4.5882 2021-03-10 09:00:19,306 - mmaction - INFO - Epoch [150][920/940] lr: 4.000e-04, eta: 0:00:17, time: 0.876, data_time: 0.000, memory: 8896, top1_acc: 0.7170, top5_acc: 0.8781, loss_cls: 1.1685, loss: 1.1685, grad_norm: 4.5666 2021-03-10 09:00:36,271 - mmaction - INFO - Epoch [150][940/940] lr: 4.000e-04, eta: 0:00:00, time: 0.848, data_time: 0.001, memory: 8896, top1_acc: 0.7214, top5_acc: 0.8819, loss_cls: 1.1702, loss: 1.1702, grad_norm: 4.6106 2021-03-10 09:00:36,974 - mmaction - INFO - Saving checkpoint at 150 epochs 2021-03-10 09:01:13,387 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-10 09:01:14,463 - mmaction - INFO - top1_acc 0.6954 top5_acc 0.8833 2021-03-10 09:01:14,463 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-10 09:01:14,515 - mmaction - INFO - mean_acc 0.6953 2021-03-10 09:01:17,064 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2021-03-10 09:01:17,064 - mmaction - INFO - Best top1_acc is 0.6954 at 150 epoch. 2021-03-10 09:01:17,072 - mmaction - INFO - Epoch(val) [150][940] top1_acc: 0.6954, top5_acc: 0.8833, mean_class_accuracy: 0.6953