2021-06-05 23:54:13,282 - 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: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustrenvme/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: 1.3.1 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+985d284 ------------------------------------------------------------ 2021-06-05 23:54:13,284 - mmaction - INFO - Distributed training: True 2021-06-05 23:54:14,318 - mmaction - INFO - Config: checkpoint_config = dict(interval=1, max_keep_ckpts=5) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', lateral=False, with_pool2=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=174, spatial_type='avg', dropout_ratio=0.5), train_cfg=None, test_cfg=dict(average_clips='prob')) dataset_type = 'RawframeDataset' data_root = 'data/sth-v1/rawframes_train' data_root_val = 'data/sth-v1/rawframes_val' ann_file_train = 'data/sth-v1/sth-v1_train_list.txt' ann_file_val = 'data/sth-v1/sth-v1_val_list.txt' ann_file_test = 'data/sth-v1/sth-v1_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) 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') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='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=4, num_clips=1, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=10, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, workers_per_gpu=4, train=dict( type='RawframeDataset', ann_file='data/sth-v1/sth-v1_train_list.txt', data_prefix='data/sth-v1/rawframes_train', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/sth-v1/sth-v1_val_list.txt', data_prefix='data/sth-v1/rawframes_val', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=1, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/sth-v1/sth-v1_val_list.txt', data_prefix='data/sth-v1/rawframes_val', filename_tmpl='{:05}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=8, frame_interval=4, num_clips=10, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=50, gpu_collect=True) optimizer = dict( type='SGD', lr=0.15000000000000002, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict( policy='CosineAnnealing', min_lr=0, warmup='linear', warmup_by_epoch=True, warmup_iters=10) total_epochs = 64 work_dir = './work_dirs/slowonly_r50_8x4x1_64e_sthv1_rgb' find_unused_parameters = False gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-06-05 23:54:15,596 - mmaction - INFO - load model from: torchvision://resnet50 2021-06-05 23:54:30,211 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-06-05 23:54:32,502 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-60, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/slowonly_r50_8x4x1_64e_sthv1_rgb 2021-06-05 23:54:32,502 - mmaction - INFO - workflow: [('train', 1)], max: 64 epochs 2021-06-06 00:02:43,100 - mmaction - INFO - Epoch [1][20/897] lr: 1.529e-02, eta: 16 days, 6:57:51, time: 24.526, data_time: 23.295, memory: 8462, top1_acc: 0.0063, top5_acc: 0.0464, loss_cls: 5.2005, loss: 5.2005, grad_norm: 4.5219 2021-06-06 00:03:00,875 - mmaction - INFO - Epoch [1][40/897] lr: 1.559e-02, eta: 8 days, 10:31:26, time: 0.892, data_time: 0.005, memory: 8462, top1_acc: 0.0125, top5_acc: 0.0589, loss_cls: 5.1936, loss: 5.1936, grad_norm: 4.3477 2021-06-06 00:03:19,021 - mmaction - INFO - Epoch [1][60/897] lr: 1.589e-02, eta: 5 days, 19:47:12, time: 0.907, data_time: 0.001, memory: 8462, top1_acc: 0.0141, top5_acc: 0.0542, loss_cls: 5.1564, loss: 5.1564, grad_norm: 3.5827 2021-06-06 00:03:37,907 - mmaction - INFO - Epoch [1][80/897] lr: 1.619e-02, eta: 4 days, 12:33:47, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.0156, top5_acc: 0.0672, loss_cls: 5.0462, loss: 5.0462, grad_norm: 2.9667 2021-06-06 00:03:57,491 - mmaction - INFO - Epoch [1][100/897] lr: 1.649e-02, eta: 3 days, 17:56:18, time: 0.979, data_time: 0.001, memory: 8462, top1_acc: 0.0182, top5_acc: 0.0792, loss_cls: 4.9931, loss: 4.9931, grad_norm: 2.8926 2021-06-06 00:04:19,984 - mmaction - INFO - Epoch [1][120/897] lr: 1.679e-02, eta: 3 days, 5:54:16, time: 1.124, data_time: 0.001, memory: 8462, top1_acc: 0.0271, top5_acc: 0.1016, loss_cls: 4.9368, loss: 4.9368, grad_norm: 2.9204 2021-06-06 00:04:45,517 - mmaction - INFO - Epoch [1][140/897] lr: 1.709e-02, eta: 2 days, 21:39:12, time: 1.277, data_time: 0.001, memory: 8462, top1_acc: 0.0266, top5_acc: 0.0917, loss_cls: 4.9441, loss: 4.9441, grad_norm: 2.9261 2021-06-06 00:05:12,051 - mmaction - INFO - Epoch [1][160/897] lr: 1.739e-02, eta: 2 days, 15:33:31, time: 1.325, data_time: 0.002, memory: 8462, top1_acc: 0.0307, top5_acc: 0.1224, loss_cls: 4.8860, loss: 4.8860, grad_norm: 3.2193 2021-06-06 00:05:40,742 - mmaction - INFO - Epoch [1][180/897] lr: 1.769e-02, eta: 2 days, 11:00:52, time: 1.437, data_time: 0.004, memory: 8462, top1_acc: 0.0344, top5_acc: 0.1229, loss_cls: 4.8510, loss: 4.8510, grad_norm: 3.3061 2021-06-06 00:06:10,051 - mmaction - INFO - Epoch [1][200/897] lr: 1.799e-02, eta: 2 days, 7:25:22, time: 1.465, data_time: 0.001, memory: 8462, top1_acc: 0.0359, top5_acc: 0.1313, loss_cls: 4.8309, loss: 4.8309, grad_norm: 3.3650 2021-06-06 00:06:39,570 - mmaction - INFO - Epoch [1][220/897] lr: 1.830e-02, eta: 2 days, 4:29:54, time: 1.476, data_time: 0.001, memory: 8462, top1_acc: 0.0500, top5_acc: 0.1599, loss_cls: 4.7859, loss: 4.7859, grad_norm: 3.4989 2021-06-06 00:07:09,401 - mmaction - INFO - Epoch [1][240/897] lr: 1.860e-02, eta: 2 days, 2:04:50, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.0432, top5_acc: 0.1583, loss_cls: 4.7457, loss: 4.7457, grad_norm: 3.6114 2021-06-06 00:07:39,120 - mmaction - INFO - Epoch [1][260/897] lr: 1.890e-02, eta: 2 days, 0:01:35, time: 1.486, data_time: 0.001, memory: 8462, top1_acc: 0.0464, top5_acc: 0.1536, loss_cls: 4.7664, loss: 4.7664, grad_norm: 3.4890 2021-06-06 00:08:09,189 - mmaction - INFO - Epoch [1][280/897] lr: 1.920e-02, eta: 1 day, 22:17:04, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.0484, top5_acc: 0.1469, loss_cls: 4.7626, loss: 4.7626, grad_norm: 3.3084 2021-06-06 00:08:39,174 - mmaction - INFO - Epoch [1][300/897] lr: 1.950e-02, eta: 1 day, 20:46:10, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.0510, top5_acc: 0.1641, loss_cls: 4.7395, loss: 4.7395, grad_norm: 3.3569 2021-06-06 00:09:08,857 - mmaction - INFO - Epoch [1][320/897] lr: 1.980e-02, eta: 1 day, 19:25:39, time: 1.484, data_time: 0.001, memory: 8462, top1_acc: 0.0484, top5_acc: 0.1714, loss_cls: 4.6619, loss: 4.6619, grad_norm: 3.4950 2021-06-06 00:09:39,004 - mmaction - INFO - Epoch [1][340/897] lr: 2.010e-02, eta: 1 day, 18:15:50, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.0568, top5_acc: 0.1604, loss_cls: 4.7169, loss: 4.7169, grad_norm: 3.2196 2021-06-06 00:10:10,164 - mmaction - INFO - Epoch [1][360/897] lr: 2.040e-02, eta: 1 day, 17:16:26, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.0578, top5_acc: 0.1714, loss_cls: 4.6586, loss: 4.6586, grad_norm: 3.3760 2021-06-06 00:10:40,558 - mmaction - INFO - Epoch [1][380/897] lr: 2.070e-02, eta: 1 day, 16:21:17, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.0484, top5_acc: 0.1771, loss_cls: 4.6354, loss: 4.6354, grad_norm: 3.4830 2021-06-06 00:11:11,654 - mmaction - INFO - Epoch [1][400/897] lr: 2.101e-02, eta: 1 day, 15:33:17, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.0578, top5_acc: 0.1990, loss_cls: 4.6160, loss: 4.6160, grad_norm: 3.3807 2021-06-06 00:11:41,851 - mmaction - INFO - Epoch [1][420/897] lr: 2.131e-02, eta: 1 day, 14:47:45, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.0641, top5_acc: 0.2062, loss_cls: 4.5391, loss: 4.5391, grad_norm: 3.5028 2021-06-06 00:12:12,136 - mmaction - INFO - Epoch [1][440/897] lr: 2.161e-02, eta: 1 day, 14:06:30, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.0635, top5_acc: 0.2104, loss_cls: 4.5543, loss: 4.5543, grad_norm: 3.5712 2021-06-06 00:12:43,160 - mmaction - INFO - Epoch [1][460/897] lr: 2.191e-02, eta: 1 day, 13:30:21, time: 1.552, data_time: 0.002, memory: 8462, top1_acc: 0.0604, top5_acc: 0.2089, loss_cls: 4.5591, loss: 4.5591, grad_norm: 3.5144 2021-06-06 00:13:14,839 - mmaction - INFO - Epoch [1][480/897] lr: 2.221e-02, eta: 1 day, 12:58:26, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.0693, top5_acc: 0.2349, loss_cls: 4.4919, loss: 4.4919, grad_norm: 3.5700 2021-06-06 00:13:46,335 - mmaction - INFO - Epoch [1][500/897] lr: 2.251e-02, eta: 1 day, 12:28:42, time: 1.575, data_time: 0.002, memory: 8462, top1_acc: 0.0656, top5_acc: 0.2135, loss_cls: 4.5120, loss: 4.5120, grad_norm: 3.5488 2021-06-06 00:14:17,190 - mmaction - INFO - Epoch [1][520/897] lr: 2.281e-02, eta: 1 day, 12:00:03, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.0693, top5_acc: 0.2203, loss_cls: 4.5283, loss: 4.5283, grad_norm: 3.5660 2021-06-06 00:14:49,394 - mmaction - INFO - Epoch [1][540/897] lr: 2.311e-02, eta: 1 day, 11:35:50, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.0760, top5_acc: 0.2349, loss_cls: 4.4777, loss: 4.4777, grad_norm: 3.6349 2021-06-06 00:15:21,281 - mmaction - INFO - Epoch [1][560/897] lr: 2.341e-02, eta: 1 day, 11:12:47, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.0755, top5_acc: 0.2188, loss_cls: 4.5019, loss: 4.5019, grad_norm: 3.3096 2021-06-06 00:15:54,787 - mmaction - INFO - Epoch [1][580/897] lr: 2.371e-02, eta: 1 day, 10:53:55, time: 1.675, data_time: 0.001, memory: 8462, top1_acc: 0.0740, top5_acc: 0.2401, loss_cls: 4.4283, loss: 4.4283, grad_norm: 3.4621 2021-06-06 00:16:26,508 - mmaction - INFO - Epoch [1][600/897] lr: 2.402e-02, eta: 1 day, 10:33:28, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.0740, top5_acc: 0.2464, loss_cls: 4.4484, loss: 4.4484, grad_norm: 3.4700 2021-06-06 00:17:00,270 - mmaction - INFO - Epoch [1][620/897] lr: 2.432e-02, eta: 1 day, 10:17:25, time: 1.688, data_time: 0.001, memory: 8462, top1_acc: 0.0771, top5_acc: 0.2245, loss_cls: 4.4562, loss: 4.4562, grad_norm: 3.5197 2021-06-06 00:17:33,152 - mmaction - INFO - Epoch [1][640/897] lr: 2.462e-02, eta: 1 day, 10:01:02, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.0792, top5_acc: 0.2307, loss_cls: 4.4675, loss: 4.4675, grad_norm: 3.5035 2021-06-06 00:18:06,396 - mmaction - INFO - Epoch [1][660/897] lr: 2.492e-02, eta: 1 day, 9:46:07, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.0734, top5_acc: 0.2182, loss_cls: 4.4584, loss: 4.4584, grad_norm: 3.3941 2021-06-06 00:18:41,202 - mmaction - INFO - Epoch [1][680/897] lr: 2.522e-02, eta: 1 day, 9:34:14, time: 1.741, data_time: 0.001, memory: 8462, top1_acc: 0.0818, top5_acc: 0.2594, loss_cls: 4.3503, loss: 4.3503, grad_norm: 3.5269 2021-06-06 00:19:13,755 - mmaction - INFO - Epoch [1][700/897] lr: 2.552e-02, eta: 1 day, 9:19:56, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.1000, top5_acc: 0.2729, loss_cls: 4.3450, loss: 4.3450, grad_norm: 3.4208 2021-06-06 00:19:46,447 - mmaction - INFO - Epoch [1][720/897] lr: 2.582e-02, eta: 1 day, 9:06:36, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.0771, top5_acc: 0.2750, loss_cls: 4.3145, loss: 4.3145, grad_norm: 3.3738 2021-06-06 00:20:18,773 - mmaction - INFO - Epoch [1][740/897] lr: 2.612e-02, eta: 1 day, 8:53:29, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.0844, top5_acc: 0.2568, loss_cls: 4.3374, loss: 4.3374, grad_norm: 3.3660 2021-06-06 00:20:52,286 - mmaction - INFO - Epoch [1][760/897] lr: 2.642e-02, eta: 1 day, 8:42:30, time: 1.676, data_time: 0.001, memory: 8462, top1_acc: 0.0979, top5_acc: 0.2734, loss_cls: 4.2646, loss: 4.2646, grad_norm: 3.5398 2021-06-06 00:21:23,668 - mmaction - INFO - Epoch [1][780/897] lr: 2.672e-02, eta: 1 day, 8:29:28, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.1031, top5_acc: 0.2682, loss_cls: 4.3213, loss: 4.3213, grad_norm: 3.3376 2021-06-06 00:21:56,059 - mmaction - INFO - Epoch [1][800/897] lr: 2.703e-02, eta: 1 day, 8:18:16, time: 1.619, data_time: 0.002, memory: 8462, top1_acc: 0.0974, top5_acc: 0.2760, loss_cls: 4.2907, loss: 4.2907, grad_norm: 3.3393 2021-06-06 00:22:27,410 - mmaction - INFO - Epoch [1][820/897] lr: 2.733e-02, eta: 1 day, 8:06:23, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.0995, top5_acc: 0.2750, loss_cls: 4.2693, loss: 4.2693, grad_norm: 3.2944 2021-06-06 00:22:59,626 - mmaction - INFO - Epoch [1][840/897] lr: 2.763e-02, eta: 1 day, 7:56:01, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.1016, top5_acc: 0.2839, loss_cls: 4.2820, loss: 4.2820, grad_norm: 3.3400 2021-06-06 00:23:30,167 - mmaction - INFO - Epoch [1][860/897] lr: 2.793e-02, eta: 1 day, 7:44:16, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.0938, top5_acc: 0.2729, loss_cls: 4.3068, loss: 4.3068, grad_norm: 3.3275 2021-06-06 00:24:01,185 - mmaction - INFO - Epoch [1][880/897] lr: 2.823e-02, eta: 1 day, 7:33:32, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.1125, top5_acc: 0.2974, loss_cls: 4.1865, loss: 4.1865, grad_norm: 3.3839 2021-06-06 00:24:32,081 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-06 00:32:18,447 - mmaction - INFO - Epoch [2][20/897] lr: 2.877e-02, eta: 1 day, 14:13:26, time: 23.253, data_time: 22.240, memory: 8462, top1_acc: 0.1073, top5_acc: 0.2839, loss_cls: 4.2261, loss: 4.2261, grad_norm: 3.1653 2021-06-06 00:32:36,361 - mmaction - INFO - Epoch [2][40/897] lr: 2.907e-02, eta: 1 day, 13:41:43, time: 0.897, data_time: 0.003, memory: 8462, top1_acc: 0.1130, top5_acc: 0.3255, loss_cls: 4.1159, loss: 4.1159, grad_norm: 3.3828 2021-06-06 00:32:54,751 - mmaction - INFO - Epoch [2][60/897] lr: 2.937e-02, eta: 1 day, 13:11:45, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.1083, top5_acc: 0.3141, loss_cls: 4.2002, loss: 4.2002, grad_norm: 3.3564 2021-06-06 00:33:14,149 - mmaction - INFO - Epoch [2][80/897] lr: 2.967e-02, eta: 1 day, 12:43:57, time: 0.969, data_time: 0.001, memory: 8462, top1_acc: 0.1172, top5_acc: 0.2943, loss_cls: 4.1928, loss: 4.1928, grad_norm: 3.2725 2021-06-06 00:33:35,909 - mmaction - INFO - Epoch [2][100/897] lr: 2.997e-02, eta: 1 day, 12:19:30, time: 1.088, data_time: 0.001, memory: 8462, top1_acc: 0.1135, top5_acc: 0.3115, loss_cls: 4.1319, loss: 4.1319, grad_norm: 3.3006 2021-06-06 00:34:00,796 - mmaction - INFO - Epoch [2][120/897] lr: 3.027e-02, eta: 1 day, 11:58:53, time: 1.245, data_time: 0.001, memory: 8462, top1_acc: 0.1229, top5_acc: 0.3255, loss_cls: 4.1526, loss: 4.1526, grad_norm: 3.3407 2021-06-06 00:34:28,882 - mmaction - INFO - Epoch [2][140/897] lr: 3.057e-02, eta: 1 day, 11:41:56, time: 1.404, data_time: 0.001, memory: 8462, top1_acc: 0.1130, top5_acc: 0.3000, loss_cls: 4.1774, loss: 4.1774, grad_norm: 3.2375 2021-06-06 00:34:58,494 - mmaction - INFO - Epoch [2][160/897] lr: 3.087e-02, eta: 1 day, 11:26:59, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.1089, top5_acc: 0.3245, loss_cls: 4.1358, loss: 4.1358, grad_norm: 3.4110 2021-06-06 00:35:29,771 - mmaction - INFO - Epoch [2][180/897] lr: 3.118e-02, eta: 1 day, 11:13:57, time: 1.561, data_time: 0.008, memory: 8462, top1_acc: 0.1333, top5_acc: 0.3323, loss_cls: 4.1098, loss: 4.1098, grad_norm: 3.2016 2021-06-06 00:36:01,360 - mmaction - INFO - Epoch [2][200/897] lr: 3.148e-02, eta: 1 day, 11:01:45, time: 1.582, data_time: 0.007, memory: 8462, top1_acc: 0.1323, top5_acc: 0.3401, loss_cls: 4.0583, loss: 4.0583, grad_norm: 3.2752 2021-06-06 00:36:33,141 - mmaction - INFO - Epoch [2][220/897] lr: 3.178e-02, eta: 1 day, 10:50:04, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.1187, top5_acc: 0.3167, loss_cls: 4.1071, loss: 4.1071, grad_norm: 3.2857 2021-06-06 00:37:05,256 - mmaction - INFO - Epoch [2][240/897] lr: 3.208e-02, eta: 1 day, 10:39:04, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.1380, top5_acc: 0.3547, loss_cls: 4.0304, loss: 4.0304, grad_norm: 3.3295 2021-06-06 00:37:38,130 - mmaction - INFO - Epoch [2][260/897] lr: 3.238e-02, eta: 1 day, 10:29:02, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.1016, top5_acc: 0.3214, loss_cls: 4.1466, loss: 4.1466, grad_norm: 3.2759 2021-06-06 00:38:09,803 - mmaction - INFO - Epoch [2][280/897] lr: 3.268e-02, eta: 1 day, 10:18:23, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.1297, top5_acc: 0.3286, loss_cls: 4.0519, loss: 4.0519, grad_norm: 3.1770 2021-06-06 00:38:42,095 - mmaction - INFO - Epoch [2][300/897] lr: 3.298e-02, eta: 1 day, 10:08:32, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.1255, top5_acc: 0.3339, loss_cls: 4.0803, loss: 4.0803, grad_norm: 3.1495 2021-06-06 00:39:13,314 - mmaction - INFO - Epoch [2][320/897] lr: 3.328e-02, eta: 1 day, 9:58:11, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.1198, top5_acc: 0.3375, loss_cls: 4.0477, loss: 4.0477, grad_norm: 3.2076 2021-06-06 00:39:46,189 - mmaction - INFO - Epoch [2][340/897] lr: 3.358e-02, eta: 1 day, 9:49:24, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.1198, top5_acc: 0.3286, loss_cls: 4.0995, loss: 4.0995, grad_norm: 3.2261 2021-06-06 00:40:17,853 - mmaction - INFO - Epoch [2][360/897] lr: 3.388e-02, eta: 1 day, 9:39:58, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.1437, top5_acc: 0.3620, loss_cls: 4.0046, loss: 4.0046, grad_norm: 3.0859 2021-06-06 00:40:49,835 - mmaction - INFO - Epoch [2][380/897] lr: 3.418e-02, eta: 1 day, 9:31:03, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.1250, top5_acc: 0.3526, loss_cls: 4.0413, loss: 4.0413, grad_norm: 3.1511 2021-06-06 00:41:21,624 - mmaction - INFO - Epoch [2][400/897] lr: 3.448e-02, eta: 1 day, 9:22:15, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.1281, top5_acc: 0.3474, loss_cls: 4.0074, loss: 4.0074, grad_norm: 3.2242 2021-06-06 00:41:54,060 - mmaction - INFO - Epoch [2][420/897] lr: 3.479e-02, eta: 1 day, 9:14:11, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.1323, top5_acc: 0.3693, loss_cls: 3.9904, loss: 3.9904, grad_norm: 3.2161 2021-06-06 00:42:24,252 - mmaction - INFO - Epoch [2][440/897] lr: 3.509e-02, eta: 1 day, 9:04:45, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.1490, top5_acc: 0.3708, loss_cls: 3.9462, loss: 3.9462, grad_norm: 3.1061 2021-06-06 00:42:55,271 - mmaction - INFO - Epoch [2][460/897] lr: 3.539e-02, eta: 1 day, 8:56:09, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.1401, top5_acc: 0.3521, loss_cls: 3.9549, loss: 3.9549, grad_norm: 3.2030 2021-06-06 00:43:26,076 - mmaction - INFO - Epoch [2][480/897] lr: 3.569e-02, eta: 1 day, 8:47:39, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.1391, top5_acc: 0.3307, loss_cls: 4.0217, loss: 4.0217, grad_norm: 3.0842 2021-06-06 00:43:57,093 - mmaction - INFO - Epoch [2][500/897] lr: 3.599e-02, eta: 1 day, 8:39:30, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.1333, top5_acc: 0.3599, loss_cls: 3.9637, loss: 3.9637, grad_norm: 3.1299 2021-06-06 00:44:27,597 - mmaction - INFO - Epoch [2][520/897] lr: 3.629e-02, eta: 1 day, 8:31:15, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.1437, top5_acc: 0.3542, loss_cls: 3.9535, loss: 3.9535, grad_norm: 3.2184 2021-06-06 00:44:58,698 - mmaction - INFO - Epoch [2][540/897] lr: 3.659e-02, eta: 1 day, 8:23:36, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.1354, top5_acc: 0.3432, loss_cls: 4.0039, loss: 4.0039, grad_norm: 3.0867 2021-06-06 00:45:29,738 - mmaction - INFO - Epoch [2][560/897] lr: 3.689e-02, eta: 1 day, 8:16:06, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.1464, top5_acc: 0.3677, loss_cls: 3.9486, loss: 3.9486, grad_norm: 3.0127 2021-06-06 00:46:00,509 - mmaction - INFO - Epoch [2][580/897] lr: 3.719e-02, eta: 1 day, 8:08:37, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.1516, top5_acc: 0.3802, loss_cls: 3.8710, loss: 3.8710, grad_norm: 3.1353 2021-06-06 00:46:30,682 - mmaction - INFO - Epoch [2][600/897] lr: 3.749e-02, eta: 1 day, 8:00:57, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.1474, top5_acc: 0.3786, loss_cls: 3.9683, loss: 3.9683, grad_norm: 3.2101 2021-06-06 00:47:02,036 - mmaction - INFO - Epoch [2][620/897] lr: 3.779e-02, eta: 1 day, 7:54:12, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.1469, top5_acc: 0.3781, loss_cls: 3.9212, loss: 3.9212, grad_norm: 3.0066 2021-06-06 00:47:34,658 - mmaction - INFO - Epoch [2][640/897] lr: 3.809e-02, eta: 1 day, 7:48:23, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.1484, top5_acc: 0.3865, loss_cls: 3.9039, loss: 3.9039, grad_norm: 3.1046 2021-06-06 00:48:05,838 - mmaction - INFO - Epoch [2][660/897] lr: 3.839e-02, eta: 1 day, 7:41:50, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.1698, top5_acc: 0.3844, loss_cls: 3.8214, loss: 3.8214, grad_norm: 3.1144 2021-06-06 00:48:37,317 - mmaction - INFO - Epoch [2][680/897] lr: 3.870e-02, eta: 1 day, 7:35:37, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.1484, top5_acc: 0.3734, loss_cls: 3.9085, loss: 3.9085, grad_norm: 2.9165 2021-06-06 00:49:09,223 - mmaction - INFO - Epoch [2][700/897] lr: 3.900e-02, eta: 1 day, 7:29:47, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.1594, top5_acc: 0.3703, loss_cls: 3.8903, loss: 3.8903, grad_norm: 3.0237 2021-06-06 00:49:42,778 - mmaction - INFO - Epoch [2][720/897] lr: 3.930e-02, eta: 1 day, 7:25:02, time: 1.677, data_time: 0.001, memory: 8462, top1_acc: 0.1536, top5_acc: 0.3781, loss_cls: 3.9240, loss: 3.9240, grad_norm: 3.0157 2021-06-06 00:50:15,970 - mmaction - INFO - Epoch [2][740/897] lr: 3.960e-02, eta: 1 day, 7:20:12, time: 1.660, data_time: 0.001, memory: 8462, top1_acc: 0.1562, top5_acc: 0.3865, loss_cls: 3.8605, loss: 3.8605, grad_norm: 3.0200 2021-06-06 00:50:48,562 - mmaction - INFO - Epoch [2][760/897] lr: 3.990e-02, eta: 1 day, 7:15:07, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.1661, top5_acc: 0.3937, loss_cls: 3.8411, loss: 3.8411, grad_norm: 3.1647 2021-06-06 00:51:21,079 - mmaction - INFO - Epoch [2][780/897] lr: 4.020e-02, eta: 1 day, 7:10:05, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.1484, top5_acc: 0.3792, loss_cls: 3.8661, loss: 3.8661, grad_norm: 2.9088 2021-06-06 00:51:54,297 - mmaction - INFO - Epoch [2][800/897] lr: 4.050e-02, eta: 1 day, 7:05:34, time: 1.661, data_time: 0.001, memory: 8462, top1_acc: 0.1458, top5_acc: 0.3510, loss_cls: 3.9669, loss: 3.9669, grad_norm: 3.0142 2021-06-06 00:52:28,159 - mmaction - INFO - Epoch [2][820/897] lr: 4.080e-02, eta: 1 day, 7:01:29, time: 1.693, data_time: 0.001, memory: 8462, top1_acc: 0.1411, top5_acc: 0.3698, loss_cls: 3.8887, loss: 3.8887, grad_norm: 2.9253 2021-06-06 00:53:01,402 - mmaction - INFO - Epoch [2][840/897] lr: 4.110e-02, eta: 1 day, 6:57:08, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.1469, top5_acc: 0.3802, loss_cls: 3.9053, loss: 3.9053, grad_norm: 2.9850 2021-06-06 00:53:35,619 - mmaction - INFO - Epoch [2][860/897] lr: 4.140e-02, eta: 1 day, 6:53:24, time: 1.711, data_time: 0.001, memory: 8462, top1_acc: 0.1526, top5_acc: 0.3865, loss_cls: 3.8694, loss: 3.8694, grad_norm: 3.0099 2021-06-06 00:54:07,700 - mmaction - INFO - Epoch [2][880/897] lr: 4.170e-02, eta: 1 day, 6:48:37, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.1667, top5_acc: 0.3854, loss_cls: 3.8465, loss: 3.8465, grad_norm: 2.9534 2021-06-06 00:54:38,176 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-06 01:02:29,346 - mmaction - INFO - Epoch [3][20/897] lr: 4.218e-02, eta: 1 day, 10:09:43, time: 23.494, data_time: 22.502, memory: 8462, top1_acc: 0.1771, top5_acc: 0.3974, loss_cls: 3.8108, loss: 3.8108, grad_norm: 2.8955 2021-06-06 01:02:47,191 - mmaction - INFO - Epoch [3][40/897] lr: 4.248e-02, eta: 1 day, 9:55:40, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.1625, top5_acc: 0.4026, loss_cls: 3.7937, loss: 3.7937, grad_norm: 2.9907 2021-06-06 01:03:05,635 - mmaction - INFO - Epoch [3][60/897] lr: 4.278e-02, eta: 1 day, 9:42:12, time: 0.922, data_time: 0.001, memory: 8462, top1_acc: 0.1641, top5_acc: 0.4146, loss_cls: 3.7693, loss: 3.7693, grad_norm: 2.9118 2021-06-06 01:03:24,736 - mmaction - INFO - Epoch [3][80/897] lr: 4.308e-02, eta: 1 day, 9:29:20, time: 0.955, data_time: 0.001, memory: 8462, top1_acc: 0.1661, top5_acc: 0.4062, loss_cls: 3.7532, loss: 3.7532, grad_norm: 2.9902 2021-06-06 01:03:45,066 - mmaction - INFO - Epoch [3][100/897] lr: 4.339e-02, eta: 1 day, 9:17:19, time: 1.016, data_time: 0.001, memory: 8462, top1_acc: 0.1734, top5_acc: 0.4047, loss_cls: 3.7622, loss: 3.7622, grad_norm: 2.9687 2021-06-06 01:04:07,838 - mmaction - INFO - Epoch [3][120/897] lr: 4.369e-02, eta: 1 day, 9:06:45, time: 1.139, data_time: 0.002, memory: 8462, top1_acc: 0.1536, top5_acc: 0.4089, loss_cls: 3.7701, loss: 3.7701, grad_norm: 2.9833 2021-06-06 01:04:34,404 - mmaction - INFO - Epoch [3][140/897] lr: 4.399e-02, eta: 1 day, 8:58:11, time: 1.328, data_time: 0.001, memory: 8462, top1_acc: 0.1677, top5_acc: 0.3875, loss_cls: 3.8310, loss: 3.8310, grad_norm: 2.8361 2021-06-06 01:05:01,352 - mmaction - INFO - Epoch [3][160/897] lr: 4.429e-02, eta: 1 day, 8:49:59, time: 1.347, data_time: 0.001, memory: 8462, top1_acc: 0.1708, top5_acc: 0.4083, loss_cls: 3.7125, loss: 3.7125, grad_norm: 2.9025 2021-06-06 01:05:31,231 - mmaction - INFO - Epoch [3][180/897] lr: 4.459e-02, eta: 1 day, 8:43:17, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.1740, top5_acc: 0.4052, loss_cls: 3.7706, loss: 3.7706, grad_norm: 2.9060 2021-06-06 01:06:01,068 - mmaction - INFO - Epoch [3][200/897] lr: 4.489e-02, eta: 1 day, 8:36:44, time: 1.494, data_time: 0.005, memory: 8462, top1_acc: 0.1677, top5_acc: 0.4214, loss_cls: 3.7206, loss: 3.7206, grad_norm: 2.9438 2021-06-06 01:06:30,305 - mmaction - INFO - Epoch [3][220/897] lr: 4.519e-02, eta: 1 day, 8:30:00, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.1656, top5_acc: 0.4010, loss_cls: 3.8259, loss: 3.8259, grad_norm: 2.9515 2021-06-06 01:07:00,308 - mmaction - INFO - Epoch [3][240/897] lr: 4.549e-02, eta: 1 day, 8:23:45, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.1698, top5_acc: 0.4057, loss_cls: 3.7409, loss: 3.7409, grad_norm: 2.8725 2021-06-06 01:07:30,941 - mmaction - INFO - Epoch [3][260/897] lr: 4.579e-02, eta: 1 day, 8:17:53, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.1708, top5_acc: 0.4146, loss_cls: 3.7483, loss: 3.7483, grad_norm: 2.9306 2021-06-06 01:08:00,695 - mmaction - INFO - Epoch [3][280/897] lr: 4.609e-02, eta: 1 day, 8:11:44, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.1646, top5_acc: 0.4078, loss_cls: 3.7686, loss: 3.7686, grad_norm: 2.8615 2021-06-06 01:08:30,962 - mmaction - INFO - Epoch [3][300/897] lr: 4.639e-02, eta: 1 day, 8:05:55, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.1651, top5_acc: 0.3880, loss_cls: 3.8187, loss: 3.8187, grad_norm: 2.8854 2021-06-06 01:09:01,695 - mmaction - INFO - Epoch [3][320/897] lr: 4.669e-02, eta: 1 day, 8:00:24, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.1688, top5_acc: 0.4208, loss_cls: 3.7445, loss: 3.7445, grad_norm: 2.8139 2021-06-06 01:09:32,738 - mmaction - INFO - Epoch [3][340/897] lr: 4.699e-02, eta: 1 day, 7:55:07, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.1729, top5_acc: 0.4109, loss_cls: 3.7472, loss: 3.7472, grad_norm: 2.7478 2021-06-06 01:10:02,814 - mmaction - INFO - Epoch [3][360/897] lr: 4.729e-02, eta: 1 day, 7:49:30, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.1781, top5_acc: 0.4073, loss_cls: 3.7519, loss: 3.7519, grad_norm: 2.8879 2021-06-06 01:10:33,523 - mmaction - INFO - Epoch [3][380/897] lr: 4.759e-02, eta: 1 day, 7:44:16, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.1672, top5_acc: 0.4156, loss_cls: 3.7263, loss: 3.7263, grad_norm: 2.8259 2021-06-06 01:11:03,989 - mmaction - INFO - Epoch [3][400/897] lr: 4.789e-02, eta: 1 day, 7:39:00, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.1714, top5_acc: 0.4214, loss_cls: 3.7377, loss: 3.7377, grad_norm: 2.8197 2021-06-06 01:11:35,229 - mmaction - INFO - Epoch [3][420/897] lr: 4.819e-02, eta: 1 day, 7:34:08, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.1714, top5_acc: 0.4089, loss_cls: 3.7347, loss: 3.7347, grad_norm: 2.6362 2021-06-06 01:12:05,862 - mmaction - INFO - Epoch [3][440/897] lr: 4.849e-02, eta: 1 day, 7:29:07, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.1708, top5_acc: 0.4089, loss_cls: 3.7223, loss: 3.7223, grad_norm: 2.8428 2021-06-06 01:12:37,388 - mmaction - INFO - Epoch [3][460/897] lr: 4.879e-02, eta: 1 day, 7:24:31, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.1802, top5_acc: 0.4276, loss_cls: 3.7006, loss: 3.7006, grad_norm: 2.8094 2021-06-06 01:13:09,470 - mmaction - INFO - Epoch [3][480/897] lr: 4.909e-02, eta: 1 day, 7:20:14, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.1839, top5_acc: 0.4396, loss_cls: 3.6825, loss: 3.6825, grad_norm: 2.7051 2021-06-06 01:13:40,596 - mmaction - INFO - Epoch [3][500/897] lr: 4.939e-02, eta: 1 day, 7:15:38, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.1802, top5_acc: 0.4167, loss_cls: 3.7269, loss: 3.7269, grad_norm: 2.7770 2021-06-06 01:14:12,507 - mmaction - INFO - Epoch [3][520/897] lr: 4.969e-02, eta: 1 day, 7:11:25, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.1776, top5_acc: 0.4151, loss_cls: 3.7236, loss: 3.7236, grad_norm: 2.7232 2021-06-06 01:14:44,433 - mmaction - INFO - Epoch [3][540/897] lr: 4.999e-02, eta: 1 day, 7:07:15, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.1932, top5_acc: 0.4469, loss_cls: 3.6222, loss: 3.6222, grad_norm: 2.8176 2021-06-06 01:15:18,217 - mmaction - INFO - Epoch [3][560/897] lr: 5.029e-02, eta: 1 day, 7:03:53, time: 1.689, data_time: 0.001, memory: 8462, top1_acc: 0.2021, top5_acc: 0.4510, loss_cls: 3.6019, loss: 3.6019, grad_norm: 2.8154 2021-06-06 01:15:50,753 - mmaction - INFO - Epoch [3][580/897] lr: 5.059e-02, eta: 1 day, 7:00:05, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.1786, top5_acc: 0.4318, loss_cls: 3.7237, loss: 3.7237, grad_norm: 2.7343 2021-06-06 01:16:24,640 - mmaction - INFO - Epoch [3][600/897] lr: 5.089e-02, eta: 1 day, 6:56:51, time: 1.695, data_time: 0.001, memory: 8462, top1_acc: 0.1755, top5_acc: 0.4323, loss_cls: 3.6588, loss: 3.6588, grad_norm: 2.8253 2021-06-06 01:16:57,221 - mmaction - INFO - Epoch [3][620/897] lr: 5.119e-02, eta: 1 day, 6:53:10, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.1885, top5_acc: 0.4505, loss_cls: 3.6170, loss: 3.6170, grad_norm: 2.7962 2021-06-06 01:17:30,911 - mmaction - INFO - Epoch [3][640/897] lr: 5.149e-02, eta: 1 day, 6:49:57, time: 1.684, data_time: 0.001, memory: 8462, top1_acc: 0.1885, top5_acc: 0.4198, loss_cls: 3.7066, loss: 3.7066, grad_norm: 2.7430 2021-06-06 01:18:04,137 - mmaction - INFO - Epoch [3][660/897] lr: 5.179e-02, eta: 1 day, 6:46:37, time: 1.661, data_time: 0.001, memory: 8462, top1_acc: 0.1964, top5_acc: 0.4224, loss_cls: 3.6520, loss: 3.6520, grad_norm: 2.7041 2021-06-06 01:18:37,237 - mmaction - INFO - Epoch [3][680/897] lr: 5.209e-02, eta: 1 day, 6:43:16, time: 1.655, data_time: 0.001, memory: 8462, top1_acc: 0.1995, top5_acc: 0.4432, loss_cls: 3.6383, loss: 3.6383, grad_norm: 2.6482 2021-06-06 01:19:10,764 - mmaction - INFO - Epoch [3][700/897] lr: 5.239e-02, eta: 1 day, 6:40:07, time: 1.676, data_time: 0.001, memory: 8462, top1_acc: 0.1708, top5_acc: 0.4198, loss_cls: 3.6953, loss: 3.6953, grad_norm: 2.6473 2021-06-06 01:19:43,196 - mmaction - INFO - Epoch [3][720/897] lr: 5.269e-02, eta: 1 day, 6:36:37, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.1948, top5_acc: 0.4323, loss_cls: 3.6365, loss: 3.6365, grad_norm: 2.7625 2021-06-06 01:20:15,786 - mmaction - INFO - Epoch [3][740/897] lr: 5.299e-02, eta: 1 day, 6:33:13, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.1901, top5_acc: 0.4510, loss_cls: 3.6317, loss: 3.6317, grad_norm: 2.6940 2021-06-06 01:20:48,590 - mmaction - INFO - Epoch [3][760/897] lr: 5.329e-02, eta: 1 day, 6:29:57, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.1823, top5_acc: 0.4385, loss_cls: 3.6359, loss: 3.6359, grad_norm: 2.7217 2021-06-06 01:21:21,126 - mmaction - INFO - Epoch [3][780/897] lr: 5.359e-02, eta: 1 day, 6:26:37, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.2031, top5_acc: 0.4443, loss_cls: 3.5939, loss: 3.5939, grad_norm: 2.5864 2021-06-06 01:21:53,747 - mmaction - INFO - Epoch [3][800/897] lr: 5.390e-02, eta: 1 day, 6:23:22, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.2062, top5_acc: 0.4318, loss_cls: 3.6346, loss: 3.6346, grad_norm: 2.7074 2021-06-06 01:22:26,462 - mmaction - INFO - Epoch [3][820/897] lr: 5.420e-02, eta: 1 day, 6:20:11, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.1776, top5_acc: 0.4234, loss_cls: 3.6999, loss: 3.6999, grad_norm: 2.6178 2021-06-06 01:22:58,881 - mmaction - INFO - Epoch [3][840/897] lr: 5.450e-02, eta: 1 day, 6:16:56, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.1854, top5_acc: 0.4432, loss_cls: 3.6479, loss: 3.6479, grad_norm: 2.5836 2021-06-06 01:23:30,741 - mmaction - INFO - Epoch [3][860/897] lr: 5.480e-02, eta: 1 day, 6:13:33, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.1911, top5_acc: 0.4469, loss_cls: 3.6337, loss: 3.6337, grad_norm: 2.7266 2021-06-06 01:24:03,164 - mmaction - INFO - Epoch [3][880/897] lr: 5.510e-02, eta: 1 day, 6:10:23, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.1833, top5_acc: 0.4333, loss_cls: 3.6832, loss: 3.6832, grad_norm: 2.6186 2021-06-06 01:24:35,078 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-06 01:32:16,068 - mmaction - INFO - Epoch [4][20/897] lr: 5.548e-02, eta: 1 day, 8:19:03, time: 22.986, data_time: 21.996, memory: 8462, top1_acc: 0.2036, top5_acc: 0.4448, loss_cls: 3.6253, loss: 3.6253, grad_norm: 2.6688 2021-06-06 01:32:33,869 - mmaction - INFO - Epoch [4][40/897] lr: 5.578e-02, eta: 1 day, 8:10:06, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.2052, top5_acc: 0.4609, loss_cls: 3.5824, loss: 3.5824, grad_norm: 2.6458 2021-06-06 01:32:52,141 - mmaction - INFO - Epoch [4][60/897] lr: 5.608e-02, eta: 1 day, 8:01:25, time: 0.914, data_time: 0.001, memory: 8462, top1_acc: 0.1958, top5_acc: 0.4406, loss_cls: 3.5892, loss: 3.5892, grad_norm: 2.6754 2021-06-06 01:33:11,198 - mmaction - INFO - Epoch [4][80/897] lr: 5.638e-02, eta: 1 day, 7:53:07, time: 0.953, data_time: 0.001, memory: 8462, top1_acc: 0.1964, top5_acc: 0.4516, loss_cls: 3.5796, loss: 3.5796, grad_norm: 2.6061 2021-06-06 01:33:30,896 - mmaction - INFO - Epoch [4][100/897] lr: 5.668e-02, eta: 1 day, 7:45:08, time: 0.985, data_time: 0.001, memory: 8462, top1_acc: 0.2083, top5_acc: 0.4745, loss_cls: 3.4773, loss: 3.4773, grad_norm: 2.6568 2021-06-06 01:33:53,208 - mmaction - INFO - Epoch [4][120/897] lr: 5.698e-02, eta: 1 day, 7:38:06, time: 1.116, data_time: 0.001, memory: 8462, top1_acc: 0.2104, top5_acc: 0.4635, loss_cls: 3.4920, loss: 3.4920, grad_norm: 2.6758 2021-06-06 01:34:19,755 - mmaction - INFO - Epoch [4][140/897] lr: 5.728e-02, eta: 1 day, 7:32:32, time: 1.328, data_time: 0.001, memory: 8462, top1_acc: 0.2073, top5_acc: 0.4620, loss_cls: 3.5693, loss: 3.5693, grad_norm: 2.6232 2021-06-06 01:34:46,737 - mmaction - INFO - Epoch [4][160/897] lr: 5.758e-02, eta: 1 day, 7:27:11, time: 1.349, data_time: 0.001, memory: 8462, top1_acc: 0.2036, top5_acc: 0.4594, loss_cls: 3.5517, loss: 3.5517, grad_norm: 2.5999 2021-06-06 01:35:16,984 - mmaction - INFO - Epoch [4][180/897] lr: 5.788e-02, eta: 1 day, 7:22:54, time: 1.510, data_time: 0.007, memory: 8462, top1_acc: 0.1974, top5_acc: 0.4380, loss_cls: 3.6112, loss: 3.6112, grad_norm: 2.6894 2021-06-06 01:35:44,931 - mmaction - INFO - Epoch [4][200/897] lr: 5.818e-02, eta: 1 day, 7:18:00, time: 1.400, data_time: 0.007, memory: 8462, top1_acc: 0.1849, top5_acc: 0.4307, loss_cls: 3.6390, loss: 3.6390, grad_norm: 2.6336 2021-06-06 01:36:14,941 - mmaction - INFO - Epoch [4][220/897] lr: 5.848e-02, eta: 1 day, 7:13:46, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.2135, top5_acc: 0.4625, loss_cls: 3.5054, loss: 3.5054, grad_norm: 2.5854 2021-06-06 01:36:46,119 - mmaction - INFO - Epoch [4][240/897] lr: 5.878e-02, eta: 1 day, 7:09:58, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.2203, top5_acc: 0.4750, loss_cls: 3.4644, loss: 3.4644, grad_norm: 2.6384 2021-06-06 01:37:16,895 - mmaction - INFO - Epoch [4][260/897] lr: 5.908e-02, eta: 1 day, 7:06:04, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.2021, top5_acc: 0.4609, loss_cls: 3.5441, loss: 3.5441, grad_norm: 2.5750 2021-06-06 01:37:50,019 - mmaction - INFO - Epoch [4][280/897] lr: 5.938e-02, eta: 1 day, 7:02:56, time: 1.656, data_time: 0.001, memory: 8462, top1_acc: 0.2052, top5_acc: 0.4589, loss_cls: 3.5028, loss: 3.5028, grad_norm: 2.6195 2021-06-06 01:38:20,665 - mmaction - INFO - Epoch [4][300/897] lr: 5.968e-02, eta: 1 day, 6:59:06, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.2073, top5_acc: 0.4609, loss_cls: 3.5713, loss: 3.5713, grad_norm: 2.5848 2021-06-06 01:38:53,129 - mmaction - INFO - Epoch [4][320/897] lr: 5.997e-02, eta: 1 day, 6:55:51, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.2042, top5_acc: 0.4688, loss_cls: 3.5030, loss: 3.5030, grad_norm: 2.5264 2021-06-06 01:39:25,837 - mmaction - INFO - Epoch [4][340/897] lr: 6.027e-02, eta: 1 day, 6:52:42, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.2089, top5_acc: 0.4464, loss_cls: 3.6212, loss: 3.6212, grad_norm: 2.4783 2021-06-06 01:39:58,904 - mmaction - INFO - Epoch [4][360/897] lr: 6.057e-02, eta: 1 day, 6:49:42, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.2130, top5_acc: 0.4932, loss_cls: 3.4438, loss: 3.4438, grad_norm: 2.5704 2021-06-06 01:40:32,205 - mmaction - INFO - Epoch [4][380/897] lr: 6.087e-02, eta: 1 day, 6:46:48, time: 1.665, data_time: 0.001, memory: 8462, top1_acc: 0.2078, top5_acc: 0.4521, loss_cls: 3.5580, loss: 3.5580, grad_norm: 2.5137 2021-06-06 01:41:04,898 - mmaction - INFO - Epoch [4][400/897] lr: 6.117e-02, eta: 1 day, 6:43:45, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.2120, top5_acc: 0.4802, loss_cls: 3.4959, loss: 3.4959, grad_norm: 2.5987 2021-06-06 01:41:38,314 - mmaction - INFO - Epoch [4][420/897] lr: 6.147e-02, eta: 1 day, 6:40:56, time: 1.671, data_time: 0.001, memory: 8462, top1_acc: 0.2125, top5_acc: 0.4667, loss_cls: 3.5139, loss: 3.5139, grad_norm: 2.5169 2021-06-06 01:42:11,061 - mmaction - INFO - Epoch [4][440/897] lr: 6.177e-02, eta: 1 day, 6:37:58, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.2068, top5_acc: 0.4604, loss_cls: 3.5176, loss: 3.5176, grad_norm: 2.5354 2021-06-06 01:42:43,731 - mmaction - INFO - Epoch [4][460/897] lr: 6.207e-02, eta: 1 day, 6:35:00, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.2130, top5_acc: 0.4677, loss_cls: 3.4845, loss: 3.4845, grad_norm: 2.5542 2021-06-06 01:43:16,130 - mmaction - INFO - Epoch [4][480/897] lr: 6.237e-02, eta: 1 day, 6:32:00, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.2042, top5_acc: 0.4667, loss_cls: 3.5230, loss: 3.5230, grad_norm: 2.4657 2021-06-06 01:43:48,612 - mmaction - INFO - Epoch [4][500/897] lr: 6.267e-02, eta: 1 day, 6:29:02, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.2313, top5_acc: 0.4755, loss_cls: 3.4258, loss: 3.4258, grad_norm: 2.5374 2021-06-06 01:44:20,102 - mmaction - INFO - Epoch [4][520/897] lr: 6.297e-02, eta: 1 day, 6:25:50, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.1938, top5_acc: 0.4594, loss_cls: 3.5534, loss: 3.5534, grad_norm: 2.5297 2021-06-06 01:44:51,168 - mmaction - INFO - Epoch [4][540/897] lr: 6.327e-02, eta: 1 day, 6:22:33, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.2062, top5_acc: 0.4677, loss_cls: 3.5293, loss: 3.5293, grad_norm: 2.4716 2021-06-06 01:45:23,522 - mmaction - INFO - Epoch [4][560/897] lr: 6.357e-02, eta: 1 day, 6:19:39, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.2188, top5_acc: 0.4854, loss_cls: 3.4564, loss: 3.4564, grad_norm: 2.4710 2021-06-06 01:45:54,714 - mmaction - INFO - Epoch [4][580/897] lr: 6.387e-02, eta: 1 day, 6:16:27, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.2234, top5_acc: 0.4557, loss_cls: 3.5162, loss: 3.5162, grad_norm: 2.3760 2021-06-06 01:46:25,627 - mmaction - INFO - Epoch [4][600/897] lr: 6.417e-02, eta: 1 day, 6:13:13, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.2146, top5_acc: 0.4682, loss_cls: 3.5135, loss: 3.5135, grad_norm: 2.4479 2021-06-06 01:46:56,567 - mmaction - INFO - Epoch [4][620/897] lr: 6.447e-02, eta: 1 day, 6:10:02, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.2172, top5_acc: 0.4901, loss_cls: 3.4269, loss: 3.4269, grad_norm: 2.4252 2021-06-06 01:47:27,472 - mmaction - INFO - Epoch [4][640/897] lr: 6.476e-02, eta: 1 day, 6:06:51, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.2281, top5_acc: 0.4750, loss_cls: 3.4614, loss: 3.4614, grad_norm: 2.4733 2021-06-06 01:47:59,315 - mmaction - INFO - Epoch [4][660/897] lr: 6.506e-02, eta: 1 day, 6:03:58, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.2214, top5_acc: 0.4745, loss_cls: 3.4865, loss: 3.4865, grad_norm: 2.4995 2021-06-06 01:48:30,310 - mmaction - INFO - Epoch [4][680/897] lr: 6.536e-02, eta: 1 day, 6:00:53, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.2401, top5_acc: 0.4927, loss_cls: 3.3850, loss: 3.3850, grad_norm: 2.4861 2021-06-06 01:49:01,533 - mmaction - INFO - Epoch [4][700/897] lr: 6.566e-02, eta: 1 day, 5:57:53, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.2104, top5_acc: 0.4771, loss_cls: 3.4833, loss: 3.4833, grad_norm: 2.4474 2021-06-06 01:49:33,083 - mmaction - INFO - Epoch [4][720/897] lr: 6.596e-02, eta: 1 day, 5:55:01, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.2115, top5_acc: 0.4672, loss_cls: 3.4433, loss: 3.4433, grad_norm: 2.5996 2021-06-06 01:50:04,768 - mmaction - INFO - Epoch [4][740/897] lr: 6.626e-02, eta: 1 day, 5:52:12, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.2177, top5_acc: 0.4802, loss_cls: 3.4917, loss: 3.4917, grad_norm: 2.4369 2021-06-06 01:50:36,474 - mmaction - INFO - Epoch [4][760/897] lr: 6.656e-02, eta: 1 day, 5:49:25, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.2245, top5_acc: 0.4651, loss_cls: 3.4886, loss: 3.4886, grad_norm: 2.4373 2021-06-06 01:51:09,069 - mmaction - INFO - Epoch [4][780/897] lr: 6.686e-02, eta: 1 day, 5:46:53, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.2094, top5_acc: 0.4750, loss_cls: 3.4738, loss: 3.4738, grad_norm: 2.4148 2021-06-06 01:51:41,343 - mmaction - INFO - Epoch [4][800/897] lr: 6.716e-02, eta: 1 day, 5:44:17, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.2172, top5_acc: 0.4797, loss_cls: 3.4599, loss: 3.4599, grad_norm: 2.3974 2021-06-06 01:52:14,627 - mmaction - INFO - Epoch [4][820/897] lr: 6.746e-02, eta: 1 day, 5:41:59, time: 1.664, data_time: 0.001, memory: 8462, top1_acc: 0.2203, top5_acc: 0.4833, loss_cls: 3.4480, loss: 3.4480, grad_norm: 2.4213 2021-06-06 01:52:47,667 - mmaction - INFO - Epoch [4][840/897] lr: 6.776e-02, eta: 1 day, 5:39:38, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.2229, top5_acc: 0.4984, loss_cls: 3.4420, loss: 3.4420, grad_norm: 2.4112 2021-06-06 01:53:20,814 - mmaction - INFO - Epoch [4][860/897] lr: 6.806e-02, eta: 1 day, 5:37:20, time: 1.657, data_time: 0.001, memory: 8462, top1_acc: 0.2224, top5_acc: 0.4813, loss_cls: 3.4802, loss: 3.4802, grad_norm: 2.3596 2021-06-06 01:53:54,895 - mmaction - INFO - Epoch [4][880/897] lr: 6.836e-02, eta: 1 day, 5:35:17, time: 1.704, data_time: 0.001, memory: 8462, top1_acc: 0.2057, top5_acc: 0.4828, loss_cls: 3.4559, loss: 3.4559, grad_norm: 2.4003 2021-06-06 01:54:27,132 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-06 02:02:14,796 - mmaction - INFO - Epoch [5][20/897] lr: 6.862e-02, eta: 1 day, 7:11:47, time: 23.319, data_time: 22.317, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4943, loss_cls: 3.3842, loss: 3.3842, grad_norm: 2.4369 2021-06-06 02:02:32,633 - mmaction - INFO - Epoch [5][40/897] lr: 6.892e-02, eta: 1 day, 7:05:11, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.2281, top5_acc: 0.5021, loss_cls: 3.4012, loss: 3.4012, grad_norm: 2.4054 2021-06-06 02:02:51,023 - mmaction - INFO - Epoch [5][60/897] lr: 6.922e-02, eta: 1 day, 6:58:47, time: 0.919, data_time: 0.001, memory: 8462, top1_acc: 0.2328, top5_acc: 0.5026, loss_cls: 3.3628, loss: 3.3628, grad_norm: 2.4791 2021-06-06 02:03:09,971 - mmaction - INFO - Epoch [5][80/897] lr: 6.951e-02, eta: 1 day, 6:52:36, time: 0.947, data_time: 0.001, memory: 8462, top1_acc: 0.2292, top5_acc: 0.4948, loss_cls: 3.3584, loss: 3.3584, grad_norm: 2.3883 2021-06-06 02:03:30,608 - mmaction - INFO - Epoch [5][100/897] lr: 6.981e-02, eta: 1 day, 6:46:52, time: 1.032, data_time: 0.001, memory: 8462, top1_acc: 0.2286, top5_acc: 0.4990, loss_cls: 3.3985, loss: 3.3985, grad_norm: 2.4201 2021-06-06 02:03:54,258 - mmaction - INFO - Epoch [5][120/897] lr: 7.011e-02, eta: 1 day, 6:41:56, time: 1.182, data_time: 0.001, memory: 8462, top1_acc: 0.2292, top5_acc: 0.5026, loss_cls: 3.3922, loss: 3.3922, grad_norm: 2.3428 2021-06-06 02:04:20,220 - mmaction - INFO - Epoch [5][140/897] lr: 7.041e-02, eta: 1 day, 6:37:36, time: 1.298, data_time: 0.001, memory: 8462, top1_acc: 0.2255, top5_acc: 0.4813, loss_cls: 3.4122, loss: 3.4122, grad_norm: 2.3926 2021-06-06 02:04:47,835 - mmaction - INFO - Epoch [5][160/897] lr: 7.071e-02, eta: 1 day, 6:33:42, time: 1.380, data_time: 0.001, memory: 8462, top1_acc: 0.2339, top5_acc: 0.4974, loss_cls: 3.3944, loss: 3.3944, grad_norm: 2.3599 2021-06-06 02:05:17,444 - mmaction - INFO - Epoch [5][180/897] lr: 7.101e-02, eta: 1 day, 6:30:18, time: 1.478, data_time: 0.016, memory: 8462, top1_acc: 0.2344, top5_acc: 0.5078, loss_cls: 3.2735, loss: 3.2735, grad_norm: 2.4534 2021-06-06 02:05:46,225 - mmaction - INFO - Epoch [5][200/897] lr: 7.130e-02, eta: 1 day, 6:26:46, time: 1.441, data_time: 0.007, memory: 8462, top1_acc: 0.2266, top5_acc: 0.4974, loss_cls: 3.3785, loss: 3.3785, grad_norm: 2.3244 2021-06-06 02:06:15,747 - mmaction - INFO - Epoch [5][220/897] lr: 7.160e-02, eta: 1 day, 6:23:25, time: 1.476, data_time: 0.001, memory: 8462, top1_acc: 0.2313, top5_acc: 0.4943, loss_cls: 3.4085, loss: 3.4085, grad_norm: 2.3759 2021-06-06 02:06:45,308 - mmaction - INFO - Epoch [5][240/897] lr: 7.190e-02, eta: 1 day, 6:20:06, time: 1.478, data_time: 0.001, memory: 8462, top1_acc: 0.2391, top5_acc: 0.5010, loss_cls: 3.3557, loss: 3.3557, grad_norm: 2.2522 2021-06-06 02:07:15,799 - mmaction - INFO - Epoch [5][260/897] lr: 7.220e-02, eta: 1 day, 6:17:03, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.2276, top5_acc: 0.4891, loss_cls: 3.4060, loss: 3.4060, grad_norm: 2.3826 2021-06-06 02:07:45,883 - mmaction - INFO - Epoch [5][280/897] lr: 7.250e-02, eta: 1 day, 6:13:55, time: 1.504, data_time: 0.001, memory: 8462, top1_acc: 0.2307, top5_acc: 0.4865, loss_cls: 3.4052, loss: 3.4052, grad_norm: 2.3577 2021-06-06 02:08:17,284 - mmaction - INFO - Epoch [5][300/897] lr: 7.279e-02, eta: 1 day, 6:11:07, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.2328, top5_acc: 0.4755, loss_cls: 3.4484, loss: 3.4484, grad_norm: 2.3063 2021-06-06 02:08:47,720 - mmaction - INFO - Epoch [5][320/897] lr: 7.309e-02, eta: 1 day, 6:08:07, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.2339, top5_acc: 0.5151, loss_cls: 3.3539, loss: 3.3539, grad_norm: 2.3312 2021-06-06 02:09:19,777 - mmaction - INFO - Epoch [5][340/897] lr: 7.339e-02, eta: 1 day, 6:05:31, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.2354, top5_acc: 0.5021, loss_cls: 3.3419, loss: 3.3419, grad_norm: 2.2923 2021-06-06 02:09:50,821 - mmaction - INFO - Epoch [5][360/897] lr: 7.369e-02, eta: 1 day, 6:02:42, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.2510, top5_acc: 0.5141, loss_cls: 3.3139, loss: 3.3139, grad_norm: 2.3772 2021-06-06 02:10:23,172 - mmaction - INFO - Epoch [5][380/897] lr: 7.399e-02, eta: 1 day, 6:00:12, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.2328, top5_acc: 0.4984, loss_cls: 3.4056, loss: 3.4056, grad_norm: 2.3346 2021-06-06 02:10:55,960 - mmaction - INFO - Epoch [5][400/897] lr: 7.428e-02, eta: 1 day, 5:57:49, time: 1.639, data_time: 0.002, memory: 8462, top1_acc: 0.2182, top5_acc: 0.5016, loss_cls: 3.3829, loss: 3.3829, grad_norm: 2.3547 2021-06-06 02:11:29,983 - mmaction - INFO - Epoch [5][420/897] lr: 7.458e-02, eta: 1 day, 5:55:44, time: 1.701, data_time: 0.001, memory: 8462, top1_acc: 0.2057, top5_acc: 0.4672, loss_cls: 3.4912, loss: 3.4912, grad_norm: 2.3044 2021-06-06 02:12:01,722 - mmaction - INFO - Epoch [5][440/897] lr: 7.488e-02, eta: 1 day, 5:53:10, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.2172, top5_acc: 0.4828, loss_cls: 3.4329, loss: 3.4329, grad_norm: 2.3058 2021-06-06 02:12:35,189 - mmaction - INFO - Epoch [5][460/897] lr: 7.518e-02, eta: 1 day, 5:50:59, time: 1.674, data_time: 0.001, memory: 8462, top1_acc: 0.2271, top5_acc: 0.4734, loss_cls: 3.4037, loss: 3.4037, grad_norm: 2.3585 2021-06-06 02:13:08,981 - mmaction - INFO - Epoch [5][480/897] lr: 7.548e-02, eta: 1 day, 5:48:54, time: 1.690, data_time: 0.001, memory: 8462, top1_acc: 0.2156, top5_acc: 0.5021, loss_cls: 3.3888, loss: 3.3888, grad_norm: 2.3556 2021-06-06 02:13:42,327 - mmaction - INFO - Epoch [5][500/897] lr: 7.577e-02, eta: 1 day, 5:46:44, time: 1.667, data_time: 0.001, memory: 8462, top1_acc: 0.2344, top5_acc: 0.5141, loss_cls: 3.3310, loss: 3.3310, grad_norm: 2.2924 2021-06-06 02:14:15,771 - mmaction - INFO - Epoch [5][520/897] lr: 7.607e-02, eta: 1 day, 5:44:36, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.2391, top5_acc: 0.5089, loss_cls: 3.3399, loss: 3.3399, grad_norm: 2.3336 2021-06-06 02:14:49,177 - mmaction - INFO - Epoch [5][540/897] lr: 7.637e-02, eta: 1 day, 5:42:28, time: 1.670, data_time: 0.001, memory: 8462, top1_acc: 0.2396, top5_acc: 0.5151, loss_cls: 3.3233, loss: 3.3233, grad_norm: 2.3303 2021-06-06 02:15:22,401 - mmaction - INFO - Epoch [5][560/897] lr: 7.667e-02, eta: 1 day, 5:40:19, time: 1.661, data_time: 0.001, memory: 8462, top1_acc: 0.2406, top5_acc: 0.4891, loss_cls: 3.3974, loss: 3.3974, grad_norm: 2.3132 2021-06-06 02:15:55,728 - mmaction - INFO - Epoch [5][580/897] lr: 7.697e-02, eta: 1 day, 5:38:12, time: 1.666, data_time: 0.001, memory: 8462, top1_acc: 0.2411, top5_acc: 0.4948, loss_cls: 3.3776, loss: 3.3776, grad_norm: 2.2802 2021-06-06 02:16:29,005 - mmaction - INFO - Epoch [5][600/897] lr: 7.727e-02, eta: 1 day, 5:36:06, time: 1.664, data_time: 0.001, memory: 8462, top1_acc: 0.2432, top5_acc: 0.4995, loss_cls: 3.3584, loss: 3.3584, grad_norm: 2.2521 2021-06-06 02:17:02,069 - mmaction - INFO - Epoch [5][620/897] lr: 7.756e-02, eta: 1 day, 5:33:57, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.2177, top5_acc: 0.5078, loss_cls: 3.3469, loss: 3.3469, grad_norm: 2.3082 2021-06-06 02:17:34,109 - mmaction - INFO - Epoch [5][640/897] lr: 7.786e-02, eta: 1 day, 5:31:37, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.2411, top5_acc: 0.4880, loss_cls: 3.3905, loss: 3.3905, grad_norm: 2.2572 2021-06-06 02:18:06,257 - mmaction - INFO - Epoch [5][660/897] lr: 7.816e-02, eta: 1 day, 5:29:19, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.2448, top5_acc: 0.5000, loss_cls: 3.3612, loss: 3.3612, grad_norm: 2.2402 2021-06-06 02:18:39,174 - mmaction - INFO - Epoch [5][680/897] lr: 7.846e-02, eta: 1 day, 5:27:12, time: 1.646, data_time: 0.001, memory: 8462, top1_acc: 0.2484, top5_acc: 0.5182, loss_cls: 3.2807, loss: 3.2807, grad_norm: 2.2235 2021-06-06 02:19:11,795 - mmaction - INFO - Epoch [5][700/897] lr: 7.876e-02, eta: 1 day, 5:25:02, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.2474, top5_acc: 0.5224, loss_cls: 3.3233, loss: 3.3233, grad_norm: 2.2430 2021-06-06 02:19:43,185 - mmaction - INFO - Epoch [5][720/897] lr: 7.905e-02, eta: 1 day, 5:22:37, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.2385, top5_acc: 0.5182, loss_cls: 3.3001, loss: 3.3001, grad_norm: 2.2762 2021-06-06 02:20:15,442 - mmaction - INFO - Epoch [5][740/897] lr: 7.935e-02, eta: 1 day, 5:20:24, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.2385, top5_acc: 0.5094, loss_cls: 3.3298, loss: 3.3298, grad_norm: 2.3171 2021-06-06 02:20:46,920 - mmaction - INFO - Epoch [5][760/897] lr: 7.965e-02, eta: 1 day, 5:18:03, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.2302, top5_acc: 0.5016, loss_cls: 3.3802, loss: 3.3802, grad_norm: 2.2402 2021-06-06 02:21:18,193 - mmaction - INFO - Epoch [5][780/897] lr: 7.995e-02, eta: 1 day, 5:15:40, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.2401, top5_acc: 0.5016, loss_cls: 3.3502, loss: 3.3502, grad_norm: 2.2411 2021-06-06 02:21:49,804 - mmaction - INFO - Epoch [5][800/897] lr: 8.025e-02, eta: 1 day, 5:13:23, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5245, loss_cls: 3.2816, loss: 3.2816, grad_norm: 2.1833 2021-06-06 02:22:21,010 - mmaction - INFO - Epoch [5][820/897] lr: 8.054e-02, eta: 1 day, 5:11:01, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.2354, top5_acc: 0.4974, loss_cls: 3.3656, loss: 3.3656, grad_norm: 2.1675 2021-06-06 02:22:53,245 - mmaction - INFO - Epoch [5][840/897] lr: 8.084e-02, eta: 1 day, 5:08:53, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.2490, top5_acc: 0.5172, loss_cls: 3.3208, loss: 3.3208, grad_norm: 2.2921 2021-06-06 02:23:24,578 - mmaction - INFO - Epoch [5][860/897] lr: 8.114e-02, eta: 1 day, 5:06:34, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.2469, top5_acc: 0.5177, loss_cls: 3.2980, loss: 3.2980, grad_norm: 2.1995 2021-06-06 02:23:55,880 - mmaction - INFO - Epoch [5][880/897] lr: 8.144e-02, eta: 1 day, 5:04:17, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.2443, top5_acc: 0.5188, loss_cls: 3.2921, loss: 3.2921, grad_norm: 2.2670 2021-06-06 02:24:26,737 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-06 02:32:25,891 - mmaction - INFO - Epoch [6][20/897] lr: 8.155e-02, eta: 1 day, 6:22:16, time: 23.893, data_time: 22.882, memory: 8462, top1_acc: 0.2495, top5_acc: 0.5266, loss_cls: 3.2712, loss: 3.2712, grad_norm: 2.0796 2021-06-06 02:32:43,786 - mmaction - INFO - Epoch [6][40/897] lr: 8.184e-02, eta: 1 day, 6:17:02, time: 0.898, data_time: 0.005, memory: 8462, top1_acc: 0.2620, top5_acc: 0.5323, loss_cls: 3.2247, loss: 3.2247, grad_norm: 2.2824 2021-06-06 02:33:02,057 - mmaction - INFO - Epoch [6][60/897] lr: 8.214e-02, eta: 1 day, 6:11:53, time: 0.914, data_time: 0.001, memory: 8462, top1_acc: 0.2380, top5_acc: 0.5141, loss_cls: 3.2923, loss: 3.2923, grad_norm: 2.3095 2021-06-06 02:33:21,133 - mmaction - INFO - Epoch [6][80/897] lr: 8.243e-02, eta: 1 day, 6:06:57, time: 0.954, data_time: 0.001, memory: 8462, top1_acc: 0.2349, top5_acc: 0.5083, loss_cls: 3.3019, loss: 3.3019, grad_norm: 2.2153 2021-06-06 02:33:41,932 - mmaction - INFO - Epoch [6][100/897] lr: 8.273e-02, eta: 1 day, 6:02:23, time: 1.040, data_time: 0.001, memory: 8462, top1_acc: 0.2547, top5_acc: 0.5234, loss_cls: 3.2695, loss: 3.2695, grad_norm: 2.2106 2021-06-06 02:34:04,724 - mmaction - INFO - Epoch [6][120/897] lr: 8.303e-02, eta: 1 day, 5:58:14, time: 1.140, data_time: 0.001, memory: 8462, top1_acc: 0.2682, top5_acc: 0.5203, loss_cls: 3.2539, loss: 3.2539, grad_norm: 2.1654 2021-06-06 02:34:31,433 - mmaction - INFO - Epoch [6][140/897] lr: 8.332e-02, eta: 1 day, 5:54:51, time: 1.335, data_time: 0.001, memory: 8462, top1_acc: 0.2661, top5_acc: 0.5260, loss_cls: 3.2126, loss: 3.2126, grad_norm: 2.1908 2021-06-06 02:35:00,493 - mmaction - INFO - Epoch [6][160/897] lr: 8.362e-02, eta: 1 day, 5:51:57, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.2594, top5_acc: 0.5292, loss_cls: 3.2508, loss: 3.2508, grad_norm: 2.1823 2021-06-06 02:35:31,661 - mmaction - INFO - Epoch [6][180/897] lr: 8.392e-02, eta: 1 day, 5:49:27, time: 1.556, data_time: 0.004, memory: 8462, top1_acc: 0.2432, top5_acc: 0.5156, loss_cls: 3.2466, loss: 3.2466, grad_norm: 2.2271 2021-06-06 02:36:02,938 - mmaction - INFO - Epoch [6][200/897] lr: 8.421e-02, eta: 1 day, 5:47:01, time: 1.566, data_time: 0.006, memory: 8462, top1_acc: 0.2542, top5_acc: 0.5156, loss_cls: 3.2638, loss: 3.2638, grad_norm: 2.1637 2021-06-06 02:36:32,834 - mmaction - INFO - Epoch [6][220/897] lr: 8.451e-02, eta: 1 day, 5:44:20, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5010, loss_cls: 3.3458, loss: 3.3458, grad_norm: 2.1083 2021-06-06 02:37:04,936 - mmaction - INFO - Epoch [6][240/897] lr: 8.481e-02, eta: 1 day, 5:42:04, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.2703, top5_acc: 0.5297, loss_cls: 3.1707, loss: 3.1707, grad_norm: 2.1638 2021-06-06 02:37:37,252 - mmaction - INFO - Epoch [6][260/897] lr: 8.510e-02, eta: 1 day, 5:39:51, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.2630, top5_acc: 0.5349, loss_cls: 3.2417, loss: 3.2417, grad_norm: 2.2551 2021-06-06 02:38:09,434 - mmaction - INFO - Epoch [6][280/897] lr: 8.540e-02, eta: 1 day, 5:37:38, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.2872, loss: 3.2872, grad_norm: 2.1708 2021-06-06 02:38:42,378 - mmaction - INFO - Epoch [6][300/897] lr: 8.570e-02, eta: 1 day, 5:35:34, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.2339, top5_acc: 0.5083, loss_cls: 3.3131, loss: 3.3131, grad_norm: 2.1406 2021-06-06 02:39:14,747 - mmaction - INFO - Epoch [6][320/897] lr: 8.599e-02, eta: 1 day, 5:33:25, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5240, loss_cls: 3.2472, loss: 3.2472, grad_norm: 2.1330 2021-06-06 02:39:47,382 - mmaction - INFO - Epoch [6][340/897] lr: 8.629e-02, eta: 1 day, 5:31:19, time: 1.632, data_time: 0.001, memory: 8462, top1_acc: 0.2552, top5_acc: 0.5281, loss_cls: 3.2448, loss: 3.2448, grad_norm: 2.1539 2021-06-06 02:40:20,078 - mmaction - INFO - Epoch [6][360/897] lr: 8.659e-02, eta: 1 day, 5:29:15, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.2354, top5_acc: 0.5245, loss_cls: 3.2761, loss: 3.2761, grad_norm: 2.1534 2021-06-06 02:40:52,114 - mmaction - INFO - Epoch [6][380/897] lr: 8.688e-02, eta: 1 day, 5:27:05, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5208, loss_cls: 3.2706, loss: 3.2706, grad_norm: 2.1525 2021-06-06 02:41:24,814 - mmaction - INFO - Epoch [6][400/897] lr: 8.718e-02, eta: 1 day, 5:25:02, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5104, loss_cls: 3.3097, loss: 3.3097, grad_norm: 2.1053 2021-06-06 02:41:57,110 - mmaction - INFO - Epoch [6][420/897] lr: 8.748e-02, eta: 1 day, 5:22:56, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5365, loss_cls: 3.2238, loss: 3.2238, grad_norm: 2.0824 2021-06-06 02:42:29,003 - mmaction - INFO - Epoch [6][440/897] lr: 8.777e-02, eta: 1 day, 5:20:46, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.2469, top5_acc: 0.5250, loss_cls: 3.2812, loss: 3.2812, grad_norm: 2.1677 2021-06-06 02:43:01,304 - mmaction - INFO - Epoch [6][460/897] lr: 8.807e-02, eta: 1 day, 5:18:41, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.2339, top5_acc: 0.5156, loss_cls: 3.2730, loss: 3.2730, grad_norm: 2.1454 2021-06-06 02:43:34,210 - mmaction - INFO - Epoch [6][480/897] lr: 8.836e-02, eta: 1 day, 5:16:43, time: 1.645, data_time: 0.001, memory: 8462, top1_acc: 0.2453, top5_acc: 0.5156, loss_cls: 3.3080, loss: 3.3080, grad_norm: 2.2337 2021-06-06 02:44:04,874 - mmaction - INFO - Epoch [6][500/897] lr: 8.866e-02, eta: 1 day, 5:14:23, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.2656, top5_acc: 0.5250, loss_cls: 3.2316, loss: 3.2316, grad_norm: 2.3026 2021-06-06 02:44:36,257 - mmaction - INFO - Epoch [6][520/897] lr: 8.896e-02, eta: 1 day, 5:12:11, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.2396, top5_acc: 0.5052, loss_cls: 3.3533, loss: 3.3533, grad_norm: 2.2154 2021-06-06 02:45:08,734 - mmaction - INFO - Epoch [6][540/897] lr: 8.925e-02, eta: 1 day, 5:10:11, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.2547, top5_acc: 0.5156, loss_cls: 3.2711, loss: 3.2711, grad_norm: 2.1111 2021-06-06 02:45:41,026 - mmaction - INFO - Epoch [6][560/897] lr: 8.955e-02, eta: 1 day, 5:08:10, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.2635, top5_acc: 0.5208, loss_cls: 3.2289, loss: 3.2289, grad_norm: 2.1710 2021-06-06 02:46:11,976 - mmaction - INFO - Epoch [6][580/897] lr: 8.985e-02, eta: 1 day, 5:05:56, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.2589, top5_acc: 0.5292, loss_cls: 3.2448, loss: 3.2448, grad_norm: 2.0700 2021-06-06 02:46:42,942 - mmaction - INFO - Epoch [6][600/897] lr: 9.014e-02, eta: 1 day, 5:03:43, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.2557, top5_acc: 0.5245, loss_cls: 3.2648, loss: 3.2648, grad_norm: 2.1692 2021-06-06 02:47:14,215 - mmaction - INFO - Epoch [6][620/897] lr: 9.044e-02, eta: 1 day, 5:01:33, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5318, loss_cls: 3.2555, loss: 3.2555, grad_norm: 2.1479 2021-06-06 02:47:45,550 - mmaction - INFO - Epoch [6][640/897] lr: 9.074e-02, eta: 1 day, 4:59:25, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.2604, top5_acc: 0.5266, loss_cls: 3.2046, loss: 3.2046, grad_norm: 2.0451 2021-06-06 02:48:16,784 - mmaction - INFO - Epoch [6][660/897] lr: 9.103e-02, eta: 1 day, 4:57:17, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.2630, top5_acc: 0.5198, loss_cls: 3.2299, loss: 3.2299, grad_norm: 2.0538 2021-06-06 02:48:49,376 - mmaction - INFO - Epoch [6][680/897] lr: 9.133e-02, eta: 1 day, 4:55:23, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.2542, top5_acc: 0.5229, loss_cls: 3.2236, loss: 3.2236, grad_norm: 2.1109 2021-06-06 02:49:19,946 - mmaction - INFO - Epoch [6][700/897] lr: 9.163e-02, eta: 1 day, 4:53:10, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.2443, top5_acc: 0.5167, loss_cls: 3.2379, loss: 3.2379, grad_norm: 2.1190 2021-06-06 02:49:52,047 - mmaction - INFO - Epoch [6][720/897] lr: 9.192e-02, eta: 1 day, 4:51:13, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.2536, top5_acc: 0.5193, loss_cls: 3.2706, loss: 3.2706, grad_norm: 2.0475 2021-06-06 02:50:24,590 - mmaction - INFO - Epoch [6][740/897] lr: 9.222e-02, eta: 1 day, 4:49:20, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.2776, top5_acc: 0.5276, loss_cls: 3.1665, loss: 3.1665, grad_norm: 2.1183 2021-06-06 02:50:55,533 - mmaction - INFO - Epoch [6][760/897] lr: 9.252e-02, eta: 1 day, 4:47:13, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.2370, top5_acc: 0.4932, loss_cls: 3.3448, loss: 3.3448, grad_norm: 2.0863 2021-06-06 02:51:28,559 - mmaction - INFO - Epoch [6][780/897] lr: 9.281e-02, eta: 1 day, 4:45:27, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.2396, top5_acc: 0.5130, loss_cls: 3.2605, loss: 3.2605, grad_norm: 2.0401 2021-06-06 02:52:01,102 - mmaction - INFO - Epoch [6][800/897] lr: 9.311e-02, eta: 1 day, 4:43:36, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.2380, top5_acc: 0.4990, loss_cls: 3.3433, loss: 3.3433, grad_norm: 2.0184 2021-06-06 02:52:32,907 - mmaction - INFO - Epoch [6][820/897] lr: 9.341e-02, eta: 1 day, 4:41:39, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.2562, top5_acc: 0.5312, loss_cls: 3.1936, loss: 3.1936, grad_norm: 2.0436 2021-06-06 02:53:06,093 - mmaction - INFO - Epoch [6][840/897] lr: 9.370e-02, eta: 1 day, 4:39:56, time: 1.659, data_time: 0.001, memory: 8462, top1_acc: 0.2651, top5_acc: 0.5406, loss_cls: 3.2204, loss: 3.2204, grad_norm: 2.0527 2021-06-06 02:53:38,866 - mmaction - INFO - Epoch [6][860/897] lr: 9.400e-02, eta: 1 day, 4:38:10, time: 1.639, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5198, loss_cls: 3.3020, loss: 3.3020, grad_norm: 2.0499 2021-06-06 02:54:12,206 - mmaction - INFO - Epoch [6][880/897] lr: 9.429e-02, eta: 1 day, 4:36:30, time: 1.667, data_time: 0.001, memory: 8462, top1_acc: 0.2536, top5_acc: 0.5312, loss_cls: 3.2257, loss: 3.2257, grad_norm: 2.0314 2021-06-06 02:54:44,314 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-06 03:02:00,602 - mmaction - INFO - Epoch [7][20/897] lr: 9.421e-02, eta: 1 day, 5:33:19, time: 21.749, data_time: 20.796, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5365, loss_cls: 3.1993, loss: 3.1993, grad_norm: 2.0385 2021-06-06 03:02:18,467 - mmaction - INFO - Epoch [7][40/897] lr: 9.451e-02, eta: 1 day, 5:28:58, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.2500, top5_acc: 0.5198, loss_cls: 3.2134, loss: 3.2134, grad_norm: 2.0661 2021-06-06 03:02:36,804 - mmaction - INFO - Epoch [7][60/897] lr: 9.480e-02, eta: 1 day, 5:24:42, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5495, loss_cls: 3.1325, loss: 3.1325, grad_norm: 2.1335 2021-06-06 03:02:55,867 - mmaction - INFO - Epoch [7][80/897] lr: 9.510e-02, eta: 1 day, 5:20:35, time: 0.953, data_time: 0.001, memory: 8462, top1_acc: 0.2474, top5_acc: 0.5411, loss_cls: 3.2273, loss: 3.2273, grad_norm: 2.0044 2021-06-06 03:03:16,597 - mmaction - INFO - Epoch [7][100/897] lr: 9.539e-02, eta: 1 day, 5:16:45, time: 1.037, data_time: 0.001, memory: 8462, top1_acc: 0.2479, top5_acc: 0.5359, loss_cls: 3.2665, loss: 3.2665, grad_norm: 2.0611 2021-06-06 03:03:39,952 - mmaction - INFO - Epoch [7][120/897] lr: 9.569e-02, eta: 1 day, 5:13:22, time: 1.168, data_time: 0.001, memory: 8462, top1_acc: 0.2521, top5_acc: 0.5385, loss_cls: 3.2264, loss: 3.2264, grad_norm: 2.0340 2021-06-06 03:04:05,468 - mmaction - INFO - Epoch [7][140/897] lr: 9.598e-02, eta: 1 day, 5:10:20, time: 1.276, data_time: 0.001, memory: 8462, top1_acc: 0.2583, top5_acc: 0.5318, loss_cls: 3.2041, loss: 3.2041, grad_norm: 2.0487 2021-06-06 03:04:33,892 - mmaction - INFO - Epoch [7][160/897] lr: 9.627e-02, eta: 1 day, 5:07:47, time: 1.421, data_time: 0.001, memory: 8462, top1_acc: 0.2682, top5_acc: 0.5464, loss_cls: 3.1893, loss: 3.1893, grad_norm: 2.0705 2021-06-06 03:05:03,387 - mmaction - INFO - Epoch [7][180/897] lr: 9.657e-02, eta: 1 day, 5:05:21, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.2703, top5_acc: 0.5432, loss_cls: 3.1637, loss: 3.1637, grad_norm: 2.0086 2021-06-06 03:05:31,948 - mmaction - INFO - Epoch [7][200/897] lr: 9.686e-02, eta: 1 day, 5:02:54, time: 1.449, data_time: 0.035, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5734, loss_cls: 3.0602, loss: 3.0602, grad_norm: 2.0907 2021-06-06 03:06:01,521 - mmaction - INFO - Epoch [7][220/897] lr: 9.716e-02, eta: 1 day, 5:00:34, time: 1.479, data_time: 0.001, memory: 8462, top1_acc: 0.2771, top5_acc: 0.5432, loss_cls: 3.1375, loss: 3.1375, grad_norm: 2.0059 2021-06-06 03:06:31,074 - mmaction - INFO - Epoch [7][240/897] lr: 9.745e-02, eta: 1 day, 4:58:15, time: 1.478, data_time: 0.001, memory: 8462, top1_acc: 0.2635, top5_acc: 0.5328, loss_cls: 3.2114, loss: 3.2114, grad_norm: 2.0243 2021-06-06 03:07:01,321 - mmaction - INFO - Epoch [7][260/897] lr: 9.775e-02, eta: 1 day, 4:56:02, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.2708, top5_acc: 0.5417, loss_cls: 3.1522, loss: 3.1522, grad_norm: 2.0559 2021-06-06 03:07:32,068 - mmaction - INFO - Epoch [7][280/897] lr: 9.804e-02, eta: 1 day, 4:53:55, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.2630, top5_acc: 0.5479, loss_cls: 3.1934, loss: 3.1934, grad_norm: 2.0980 2021-06-06 03:08:03,096 - mmaction - INFO - Epoch [7][300/897] lr: 9.834e-02, eta: 1 day, 4:51:52, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5328, loss_cls: 3.2184, loss: 3.2184, grad_norm: 1.9982 2021-06-06 03:08:35,187 - mmaction - INFO - Epoch [7][320/897] lr: 9.863e-02, eta: 1 day, 4:49:58, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.2437, top5_acc: 0.5193, loss_cls: 3.2517, loss: 3.2517, grad_norm: 2.0218 2021-06-06 03:09:06,573 - mmaction - INFO - Epoch [7][340/897] lr: 9.893e-02, eta: 1 day, 4:47:59, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.2677, top5_acc: 0.5547, loss_cls: 3.1542, loss: 3.1542, grad_norm: 2.0348 2021-06-06 03:09:39,025 - mmaction - INFO - Epoch [7][360/897] lr: 9.922e-02, eta: 1 day, 4:46:10, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.2667, top5_acc: 0.5500, loss_cls: 3.1498, loss: 3.1498, grad_norm: 1.9792 2021-06-06 03:10:11,178 - mmaction - INFO - Epoch [7][380/897] lr: 9.951e-02, eta: 1 day, 4:44:18, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.2625, top5_acc: 0.5578, loss_cls: 3.1701, loss: 3.1701, grad_norm: 1.9658 2021-06-06 03:10:43,975 - mmaction - INFO - Epoch [7][400/897] lr: 9.981e-02, eta: 1 day, 4:42:33, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5500, loss_cls: 3.1461, loss: 3.1461, grad_norm: 2.0044 2021-06-06 03:11:16,408 - mmaction - INFO - Epoch [7][420/897] lr: 1.001e-01, eta: 1 day, 4:40:46, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.2562, top5_acc: 0.5229, loss_cls: 3.2461, loss: 3.2461, grad_norm: 2.0251 2021-06-06 03:11:49,905 - mmaction - INFO - Epoch [7][440/897] lr: 1.004e-01, eta: 1 day, 4:39:08, time: 1.675, data_time: 0.001, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5422, loss_cls: 3.2145, loss: 3.2145, grad_norm: 2.0552 2021-06-06 03:12:23,445 - mmaction - INFO - Epoch [7][460/897] lr: 1.007e-01, eta: 1 day, 4:37:31, time: 1.677, data_time: 0.001, memory: 8462, top1_acc: 0.2682, top5_acc: 0.5521, loss_cls: 3.1804, loss: 3.1804, grad_norm: 2.0587 2021-06-06 03:12:56,785 - mmaction - INFO - Epoch [7][480/897] lr: 1.010e-01, eta: 1 day, 4:35:53, time: 1.667, data_time: 0.001, memory: 8462, top1_acc: 0.2740, top5_acc: 0.5432, loss_cls: 3.1425, loss: 3.1425, grad_norm: 2.0081 2021-06-06 03:13:29,857 - mmaction - INFO - Epoch [7][500/897] lr: 1.013e-01, eta: 1 day, 4:34:13, time: 1.654, data_time: 0.001, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5333, loss_cls: 3.2010, loss: 3.2010, grad_norm: 1.9751 2021-06-06 03:14:04,095 - mmaction - INFO - Epoch [7][520/897] lr: 1.016e-01, eta: 1 day, 4:32:43, time: 1.712, data_time: 0.001, memory: 8462, top1_acc: 0.2766, top5_acc: 0.5479, loss_cls: 3.0788, loss: 3.0788, grad_norm: 2.0107 2021-06-06 03:14:36,429 - mmaction - INFO - Epoch [7][540/897] lr: 1.019e-01, eta: 1 day, 4:30:57, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.2542, top5_acc: 0.5443, loss_cls: 3.1996, loss: 3.1996, grad_norm: 2.0389 2021-06-06 03:15:08,944 - mmaction - INFO - Epoch [7][560/897] lr: 1.022e-01, eta: 1 day, 4:29:14, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5422, loss_cls: 3.1713, loss: 3.1713, grad_norm: 2.0128 2021-06-06 03:15:41,329 - mmaction - INFO - Epoch [7][580/897] lr: 1.025e-01, eta: 1 day, 4:27:29, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.2531, top5_acc: 0.5203, loss_cls: 3.2730, loss: 3.2730, grad_norm: 1.9253 2021-06-06 03:16:14,000 - mmaction - INFO - Epoch [7][600/897] lr: 1.028e-01, eta: 1 day, 4:25:48, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.2526, top5_acc: 0.5281, loss_cls: 3.2573, loss: 3.2573, grad_norm: 1.9872 2021-06-06 03:16:45,815 - mmaction - INFO - Epoch [7][620/897] lr: 1.030e-01, eta: 1 day, 4:24:00, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5495, loss_cls: 3.1351, loss: 3.1351, grad_norm: 1.9469 2021-06-06 03:17:17,876 - mmaction - INFO - Epoch [7][640/897] lr: 1.033e-01, eta: 1 day, 4:22:14, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.2573, top5_acc: 0.5448, loss_cls: 3.1563, loss: 3.1563, grad_norm: 1.9779 2021-06-06 03:17:49,282 - mmaction - INFO - Epoch [7][660/897] lr: 1.036e-01, eta: 1 day, 4:20:24, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.2677, top5_acc: 0.5432, loss_cls: 3.1602, loss: 3.1602, grad_norm: 1.9684 2021-06-06 03:18:21,438 - mmaction - INFO - Epoch [7][680/897] lr: 1.039e-01, eta: 1 day, 4:18:40, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.2667, top5_acc: 0.5401, loss_cls: 3.1827, loss: 3.1827, grad_norm: 1.9907 2021-06-06 03:18:53,019 - mmaction - INFO - Epoch [7][700/897] lr: 1.042e-01, eta: 1 day, 4:16:51, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.2615, top5_acc: 0.5672, loss_cls: 3.1413, loss: 3.1413, grad_norm: 1.9559 2021-06-06 03:19:24,050 - mmaction - INFO - Epoch [7][720/897] lr: 1.045e-01, eta: 1 day, 4:14:59, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.2797, top5_acc: 0.5557, loss_cls: 3.1428, loss: 3.1428, grad_norm: 1.9994 2021-06-06 03:19:56,049 - mmaction - INFO - Epoch [7][740/897] lr: 1.048e-01, eta: 1 day, 4:13:16, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.2589, top5_acc: 0.5349, loss_cls: 3.1826, loss: 3.1826, grad_norm: 1.9926 2021-06-06 03:20:27,580 - mmaction - INFO - Epoch [7][760/897] lr: 1.051e-01, eta: 1 day, 4:11:28, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.2818, top5_acc: 0.5552, loss_cls: 3.0886, loss: 3.0886, grad_norm: 1.9817 2021-06-06 03:20:58,544 - mmaction - INFO - Epoch [7][780/897] lr: 1.054e-01, eta: 1 day, 4:09:37, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.2620, top5_acc: 0.5385, loss_cls: 3.1469, loss: 3.1469, grad_norm: 1.9141 2021-06-06 03:21:30,334 - mmaction - INFO - Epoch [7][800/897] lr: 1.057e-01, eta: 1 day, 4:07:53, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.2776, top5_acc: 0.5359, loss_cls: 3.1658, loss: 3.1658, grad_norm: 1.9755 2021-06-06 03:22:00,549 - mmaction - INFO - Epoch [7][820/897] lr: 1.060e-01, eta: 1 day, 4:05:56, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.2760, top5_acc: 0.5349, loss_cls: 3.1817, loss: 3.1817, grad_norm: 2.0168 2021-06-06 03:22:32,017 - mmaction - INFO - Epoch [7][840/897] lr: 1.063e-01, eta: 1 day, 4:04:11, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.2698, top5_acc: 0.5536, loss_cls: 3.1236, loss: 3.1236, grad_norm: 1.9909 2021-06-06 03:23:03,234 - mmaction - INFO - Epoch [7][860/897] lr: 1.066e-01, eta: 1 day, 4:02:24, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.2750, top5_acc: 0.5490, loss_cls: 3.1889, loss: 3.1889, grad_norm: 1.9412 2021-06-06 03:23:35,513 - mmaction - INFO - Epoch [7][880/897] lr: 1.069e-01, eta: 1 day, 4:00:45, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.2500, top5_acc: 0.5292, loss_cls: 3.2490, loss: 3.2490, grad_norm: 1.9173 2021-06-06 03:24:05,413 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-06 03:31:54,929 - mmaction - INFO - Epoch [8][20/897] lr: 1.066e-01, eta: 1 day, 4:53:00, time: 23.412, data_time: 22.412, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5500, loss_cls: 3.1763, loss: 3.1763, grad_norm: 1.8578 2021-06-06 03:32:12,836 - mmaction - INFO - Epoch [8][40/897] lr: 1.069e-01, eta: 1 day, 4:49:15, time: 0.897, data_time: 0.003, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5594, loss_cls: 3.0917, loss: 3.0917, grad_norm: 1.9526 2021-06-06 03:32:31,359 - mmaction - INFO - Epoch [8][60/897] lr: 1.072e-01, eta: 1 day, 4:45:37, time: 0.926, data_time: 0.001, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5448, loss_cls: 3.1712, loss: 3.1712, grad_norm: 2.0230 2021-06-06 03:32:50,735 - mmaction - INFO - Epoch [8][80/897] lr: 1.075e-01, eta: 1 day, 4:42:06, time: 0.969, data_time: 0.001, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5464, loss_cls: 3.1402, loss: 3.1402, grad_norm: 1.8873 2021-06-06 03:33:10,712 - mmaction - INFO - Epoch [8][100/897] lr: 1.077e-01, eta: 1 day, 4:38:41, time: 0.999, data_time: 0.001, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5630, loss_cls: 3.0512, loss: 3.0512, grad_norm: 1.9956 2021-06-06 03:33:33,944 - mmaction - INFO - Epoch [8][120/897] lr: 1.080e-01, eta: 1 day, 4:35:44, time: 1.162, data_time: 0.001, memory: 8462, top1_acc: 0.2771, top5_acc: 0.5547, loss_cls: 3.1069, loss: 3.1069, grad_norm: 1.9852 2021-06-06 03:34:00,425 - mmaction - INFO - Epoch [8][140/897] lr: 1.083e-01, eta: 1 day, 4:33:13, time: 1.324, data_time: 0.001, memory: 8462, top1_acc: 0.2771, top5_acc: 0.5531, loss_cls: 3.1329, loss: 3.1329, grad_norm: 1.9270 2021-06-06 03:34:27,754 - mmaction - INFO - Epoch [8][160/897] lr: 1.086e-01, eta: 1 day, 4:30:50, time: 1.366, data_time: 0.001, memory: 8462, top1_acc: 0.2906, top5_acc: 0.5786, loss_cls: 3.0068, loss: 3.0068, grad_norm: 1.9773 2021-06-06 03:34:57,751 - mmaction - INFO - Epoch [8][180/897] lr: 1.089e-01, eta: 1 day, 4:28:49, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.2641, top5_acc: 0.5391, loss_cls: 3.2035, loss: 3.2035, grad_norm: 1.9686 2021-06-06 03:35:26,961 - mmaction - INFO - Epoch [8][200/897] lr: 1.092e-01, eta: 1 day, 4:26:42, time: 1.460, data_time: 0.001, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5620, loss_cls: 3.0644, loss: 3.0644, grad_norm: 1.9767 2021-06-06 03:35:56,795 - mmaction - INFO - Epoch [8][220/897] lr: 1.095e-01, eta: 1 day, 4:24:40, time: 1.492, data_time: 0.002, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5677, loss_cls: 3.0803, loss: 3.0803, grad_norm: 1.9404 2021-06-06 03:36:25,681 - mmaction - INFO - Epoch [8][240/897] lr: 1.098e-01, eta: 1 day, 4:22:32, time: 1.444, data_time: 0.001, memory: 8462, top1_acc: 0.2734, top5_acc: 0.5594, loss_cls: 3.1242, loss: 3.1242, grad_norm: 1.9863 2021-06-06 03:36:56,364 - mmaction - INFO - Epoch [8][260/897] lr: 1.101e-01, eta: 1 day, 4:20:38, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.2771, top5_acc: 0.5604, loss_cls: 3.0515, loss: 3.0515, grad_norm: 1.9781 2021-06-06 03:37:25,831 - mmaction - INFO - Epoch [8][280/897] lr: 1.104e-01, eta: 1 day, 4:18:36, time: 1.473, data_time: 0.001, memory: 8462, top1_acc: 0.2828, top5_acc: 0.5615, loss_cls: 3.1211, loss: 3.1211, grad_norm: 1.8926 2021-06-06 03:37:55,903 - mmaction - INFO - Epoch [8][300/897] lr: 1.107e-01, eta: 1 day, 4:16:38, time: 1.504, data_time: 0.001, memory: 8462, top1_acc: 0.2927, top5_acc: 0.5708, loss_cls: 3.0479, loss: 3.0479, grad_norm: 2.0046 2021-06-06 03:38:26,424 - mmaction - INFO - Epoch [8][320/897] lr: 1.110e-01, eta: 1 day, 4:14:45, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.2776, top5_acc: 0.5573, loss_cls: 3.1534, loss: 3.1534, grad_norm: 1.9663 2021-06-06 03:38:57,073 - mmaction - INFO - Epoch [8][340/897] lr: 1.113e-01, eta: 1 day, 4:12:53, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5516, loss_cls: 3.1620, loss: 3.1620, grad_norm: 1.9227 2021-06-06 03:39:28,273 - mmaction - INFO - Epoch [8][360/897] lr: 1.115e-01, eta: 1 day, 4:11:05, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.2766, top5_acc: 0.5510, loss_cls: 3.1275, loss: 3.1275, grad_norm: 1.8995 2021-06-06 03:39:58,839 - mmaction - INFO - Epoch [8][380/897] lr: 1.118e-01, eta: 1 day, 4:09:14, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.2776, top5_acc: 0.5448, loss_cls: 3.1313, loss: 3.1313, grad_norm: 1.8896 2021-06-06 03:40:31,150 - mmaction - INFO - Epoch [8][400/897] lr: 1.121e-01, eta: 1 day, 4:07:36, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.2766, top5_acc: 0.5443, loss_cls: 3.1373, loss: 3.1373, grad_norm: 1.9592 2021-06-06 03:41:01,985 - mmaction - INFO - Epoch [8][420/897] lr: 1.124e-01, eta: 1 day, 4:05:47, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.2646, top5_acc: 0.5443, loss_cls: 3.1678, loss: 3.1678, grad_norm: 1.9438 2021-06-06 03:41:33,229 - mmaction - INFO - Epoch [8][440/897] lr: 1.127e-01, eta: 1 day, 4:04:02, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.2682, top5_acc: 0.5687, loss_cls: 3.0983, loss: 3.0983, grad_norm: 1.9087 2021-06-06 03:42:05,738 - mmaction - INFO - Epoch [8][460/897] lr: 1.130e-01, eta: 1 day, 4:02:27, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.2651, top5_acc: 0.5266, loss_cls: 3.1850, loss: 3.1850, grad_norm: 1.9102 2021-06-06 03:42:37,605 - mmaction - INFO - Epoch [8][480/897] lr: 1.133e-01, eta: 1 day, 4:00:47, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5479, loss_cls: 3.1488, loss: 3.1488, grad_norm: 1.9100 2021-06-06 03:43:10,305 - mmaction - INFO - Epoch [8][500/897] lr: 1.136e-01, eta: 1 day, 3:59:14, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.2625, top5_acc: 0.5349, loss_cls: 3.2110, loss: 3.2110, grad_norm: 1.8869 2021-06-06 03:43:43,657 - mmaction - INFO - Epoch [8][520/897] lr: 1.139e-01, eta: 1 day, 3:57:46, time: 1.667, data_time: 0.001, memory: 8462, top1_acc: 0.2849, top5_acc: 0.5573, loss_cls: 3.0972, loss: 3.0972, grad_norm: 1.8640 2021-06-06 03:44:16,424 - mmaction - INFO - Epoch [8][540/897] lr: 1.142e-01, eta: 1 day, 3:56:14, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.2792, top5_acc: 0.5646, loss_cls: 3.1181, loss: 3.1181, grad_norm: 1.8981 2021-06-06 03:44:49,163 - mmaction - INFO - Epoch [8][560/897] lr: 1.145e-01, eta: 1 day, 3:54:43, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.2734, top5_acc: 0.5505, loss_cls: 3.1511, loss: 3.1511, grad_norm: 1.9653 2021-06-06 03:45:21,394 - mmaction - INFO - Epoch [8][580/897] lr: 1.148e-01, eta: 1 day, 3:53:08, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.2734, top5_acc: 0.5479, loss_cls: 3.1462, loss: 3.1462, grad_norm: 1.8131 2021-06-06 03:45:54,451 - mmaction - INFO - Epoch [8][600/897] lr: 1.151e-01, eta: 1 day, 3:51:39, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.2661, top5_acc: 0.5583, loss_cls: 3.0994, loss: 3.0994, grad_norm: 1.8877 2021-06-06 03:46:27,677 - mmaction - INFO - Epoch [8][620/897] lr: 1.153e-01, eta: 1 day, 3:50:12, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.2979, top5_acc: 0.5687, loss_cls: 2.9945, loss: 2.9945, grad_norm: 1.9335 2021-06-06 03:47:01,113 - mmaction - INFO - Epoch [8][640/897] lr: 1.156e-01, eta: 1 day, 3:48:47, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.2552, top5_acc: 0.5281, loss_cls: 3.2244, loss: 3.2244, grad_norm: 1.8944 2021-06-06 03:47:34,048 - mmaction - INFO - Epoch [8][660/897] lr: 1.159e-01, eta: 1 day, 3:47:18, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.2812, top5_acc: 0.5411, loss_cls: 3.1159, loss: 3.1159, grad_norm: 1.8825 2021-06-06 03:48:06,204 - mmaction - INFO - Epoch [8][680/897] lr: 1.162e-01, eta: 1 day, 3:45:44, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.2901, top5_acc: 0.5661, loss_cls: 3.1036, loss: 3.1036, grad_norm: 1.8706 2021-06-06 03:48:38,829 - mmaction - INFO - Epoch [8][700/897] lr: 1.165e-01, eta: 1 day, 3:44:14, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.2672, top5_acc: 0.5469, loss_cls: 3.1820, loss: 3.1820, grad_norm: 1.8646 2021-06-06 03:49:11,356 - mmaction - INFO - Epoch [8][720/897] lr: 1.168e-01, eta: 1 day, 3:42:43, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.2932, top5_acc: 0.5615, loss_cls: 3.0910, loss: 3.0910, grad_norm: 1.8917 2021-06-06 03:49:44,123 - mmaction - INFO - Epoch [8][740/897] lr: 1.171e-01, eta: 1 day, 3:41:15, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.2896, top5_acc: 0.5573, loss_cls: 3.0965, loss: 3.0965, grad_norm: 1.8501 2021-06-06 03:50:15,945 - mmaction - INFO - Epoch [8][760/897] lr: 1.174e-01, eta: 1 day, 3:39:40, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5578, loss_cls: 3.1030, loss: 3.1030, grad_norm: 1.8730 2021-06-06 03:50:48,173 - mmaction - INFO - Epoch [8][780/897] lr: 1.177e-01, eta: 1 day, 3:38:08, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.2708, top5_acc: 0.5615, loss_cls: 3.0836, loss: 3.0836, grad_norm: 1.8659 2021-06-06 03:51:20,181 - mmaction - INFO - Epoch [8][800/897] lr: 1.180e-01, eta: 1 day, 3:36:35, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.2922, top5_acc: 0.5807, loss_cls: 3.0032, loss: 3.0032, grad_norm: 1.8853 2021-06-06 03:51:51,500 - mmaction - INFO - Epoch [8][820/897] lr: 1.183e-01, eta: 1 day, 3:34:58, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.2755, top5_acc: 0.5589, loss_cls: 3.1062, loss: 3.1062, grad_norm: 1.8750 2021-06-06 03:52:23,063 - mmaction - INFO - Epoch [8][840/897] lr: 1.186e-01, eta: 1 day, 3:33:22, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.2599, top5_acc: 0.5354, loss_cls: 3.2098, loss: 3.2098, grad_norm: 1.9230 2021-06-06 03:52:54,300 - mmaction - INFO - Epoch [8][860/897] lr: 1.188e-01, eta: 1 day, 3:31:45, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.2687, top5_acc: 0.5453, loss_cls: 3.1430, loss: 3.1430, grad_norm: 1.8365 2021-06-06 03:53:26,636 - mmaction - INFO - Epoch [8][880/897] lr: 1.191e-01, eta: 1 day, 3:30:16, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5604, loss_cls: 3.1034, loss: 3.1034, grad_norm: 1.8466 2021-06-06 03:53:57,412 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-06 04:01:40,090 - mmaction - INFO - Epoch [9][20/897] lr: 1.186e-01, eta: 1 day, 4:14:14, time: 23.070, data_time: 22.069, memory: 8462, top1_acc: 0.2661, top5_acc: 0.5417, loss_cls: 3.1882, loss: 3.1882, grad_norm: 1.8104 2021-06-06 04:01:57,918 - mmaction - INFO - Epoch [9][40/897] lr: 1.189e-01, eta: 1 day, 4:10:56, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.2833, top5_acc: 0.5609, loss_cls: 3.0868, loss: 3.0868, grad_norm: 1.8914 2021-06-06 04:02:16,209 - mmaction - INFO - Epoch [9][60/897] lr: 1.192e-01, eta: 1 day, 4:07:42, time: 0.914, data_time: 0.001, memory: 8462, top1_acc: 0.2656, top5_acc: 0.5667, loss_cls: 3.1003, loss: 3.1003, grad_norm: 1.9034 2021-06-06 04:02:35,250 - mmaction - INFO - Epoch [9][80/897] lr: 1.195e-01, eta: 1 day, 4:04:34, time: 0.952, data_time: 0.001, memory: 8462, top1_acc: 0.2781, top5_acc: 0.5495, loss_cls: 3.1335, loss: 3.1335, grad_norm: 1.7477 2021-06-06 04:02:55,271 - mmaction - INFO - Epoch [9][100/897] lr: 1.198e-01, eta: 1 day, 4:01:34, time: 1.001, data_time: 0.001, memory: 8462, top1_acc: 0.2849, top5_acc: 0.5719, loss_cls: 2.9982, loss: 2.9982, grad_norm: 1.9614 2021-06-06 04:03:17,862 - mmaction - INFO - Epoch [9][120/897] lr: 1.200e-01, eta: 1 day, 3:58:53, time: 1.130, data_time: 0.001, memory: 8462, top1_acc: 0.2703, top5_acc: 0.5552, loss_cls: 3.0989, loss: 3.0989, grad_norm: 1.9032 2021-06-06 04:03:42,874 - mmaction - INFO - Epoch [9][140/897] lr: 1.203e-01, eta: 1 day, 3:56:28, time: 1.251, data_time: 0.001, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5828, loss_cls: 3.0529, loss: 3.0529, grad_norm: 1.8330 2021-06-06 04:04:09,813 - mmaction - INFO - Epoch [9][160/897] lr: 1.206e-01, eta: 1 day, 3:54:18, time: 1.347, data_time: 0.001, memory: 8462, top1_acc: 0.2724, top5_acc: 0.5714, loss_cls: 3.0831, loss: 3.0831, grad_norm: 1.8903 2021-06-06 04:04:37,480 - mmaction - INFO - Epoch [9][180/897] lr: 1.209e-01, eta: 1 day, 3:52:13, time: 1.383, data_time: 0.001, memory: 8462, top1_acc: 0.2870, top5_acc: 0.5729, loss_cls: 3.0204, loss: 3.0204, grad_norm: 1.8970 2021-06-06 04:05:06,956 - mmaction - INFO - Epoch [9][200/897] lr: 1.212e-01, eta: 1 day, 3:50:21, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.2698, top5_acc: 0.5583, loss_cls: 3.0811, loss: 3.0811, grad_norm: 1.7803 2021-06-06 04:05:35,274 - mmaction - INFO - Epoch [9][220/897] lr: 1.215e-01, eta: 1 day, 3:48:21, time: 1.419, data_time: 0.007, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5797, loss_cls: 3.0012, loss: 3.0012, grad_norm: 1.8679 2021-06-06 04:06:04,790 - mmaction - INFO - Epoch [9][240/897] lr: 1.218e-01, eta: 1 day, 3:46:31, time: 1.476, data_time: 0.001, memory: 8462, top1_acc: 0.2865, top5_acc: 0.5641, loss_cls: 3.0940, loss: 3.0940, grad_norm: 1.8311 2021-06-06 04:06:35,920 - mmaction - INFO - Epoch [9][260/897] lr: 1.221e-01, eta: 1 day, 3:44:51, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.2901, top5_acc: 0.5724, loss_cls: 3.0633, loss: 3.0633, grad_norm: 1.8736 2021-06-06 04:07:06,630 - mmaction - INFO - Epoch [9][280/897] lr: 1.224e-01, eta: 1 day, 3:43:09, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.2703, top5_acc: 0.5630, loss_cls: 3.1006, loss: 3.1006, grad_norm: 1.8715 2021-06-06 04:07:38,099 - mmaction - INFO - Epoch [9][300/897] lr: 1.226e-01, eta: 1 day, 3:41:32, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5620, loss_cls: 3.0533, loss: 3.0533, grad_norm: 1.7979 2021-06-06 04:08:09,523 - mmaction - INFO - Epoch [9][320/897] lr: 1.229e-01, eta: 1 day, 3:39:56, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.3005, top5_acc: 0.5687, loss_cls: 3.0556, loss: 3.0556, grad_norm: 1.8763 2021-06-06 04:08:41,337 - mmaction - INFO - Epoch [9][340/897] lr: 1.232e-01, eta: 1 day, 3:38:22, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.2693, top5_acc: 0.5589, loss_cls: 3.1137, loss: 3.1137, grad_norm: 1.8158 2021-06-06 04:09:13,881 - mmaction - INFO - Epoch [9][360/897] lr: 1.235e-01, eta: 1 day, 3:36:54, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.2938, top5_acc: 0.5651, loss_cls: 3.0513, loss: 3.0513, grad_norm: 1.8310 2021-06-06 04:09:46,810 - mmaction - INFO - Epoch [9][380/897] lr: 1.238e-01, eta: 1 day, 3:35:28, time: 1.646, data_time: 0.001, memory: 8462, top1_acc: 0.2865, top5_acc: 0.5651, loss_cls: 3.0975, loss: 3.0975, grad_norm: 1.8959 2021-06-06 04:10:19,345 - mmaction - INFO - Epoch [9][400/897] lr: 1.241e-01, eta: 1 day, 3:34:00, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.2755, top5_acc: 0.5380, loss_cls: 3.1479, loss: 3.1479, grad_norm: 1.8091 2021-06-06 04:10:52,774 - mmaction - INFO - Epoch [9][420/897] lr: 1.244e-01, eta: 1 day, 3:32:38, time: 1.671, data_time: 0.001, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5667, loss_cls: 3.1022, loss: 3.1022, grad_norm: 1.8528 2021-06-06 04:11:26,015 - mmaction - INFO - Epoch [9][440/897] lr: 1.247e-01, eta: 1 day, 3:31:15, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.2932, top5_acc: 0.5766, loss_cls: 3.0208, loss: 3.0208, grad_norm: 1.8271 2021-06-06 04:11:59,536 - mmaction - INFO - Epoch [9][460/897] lr: 1.250e-01, eta: 1 day, 3:29:55, time: 1.676, data_time: 0.001, memory: 8462, top1_acc: 0.3120, top5_acc: 0.5865, loss_cls: 2.9896, loss: 2.9896, grad_norm: 1.8504 2021-06-06 04:12:32,583 - mmaction - INFO - Epoch [9][480/897] lr: 1.253e-01, eta: 1 day, 3:28:31, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.2781, top5_acc: 0.5615, loss_cls: 3.0962, loss: 3.0962, grad_norm: 1.8810 2021-06-06 04:13:05,683 - mmaction - INFO - Epoch [9][500/897] lr: 1.255e-01, eta: 1 day, 3:27:08, time: 1.655, data_time: 0.001, memory: 8462, top1_acc: 0.2875, top5_acc: 0.5609, loss_cls: 3.0430, loss: 3.0430, grad_norm: 1.8334 2021-06-06 04:13:37,850 - mmaction - INFO - Epoch [9][520/897] lr: 1.258e-01, eta: 1 day, 3:25:39, time: 1.608, data_time: 0.002, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5677, loss_cls: 3.0448, loss: 3.0448, grad_norm: 1.8106 2021-06-06 04:14:11,414 - mmaction - INFO - Epoch [9][540/897] lr: 1.261e-01, eta: 1 day, 3:24:20, time: 1.678, data_time: 0.001, memory: 8462, top1_acc: 0.2672, top5_acc: 0.5432, loss_cls: 3.1447, loss: 3.1447, grad_norm: 1.8551 2021-06-06 04:14:43,931 - mmaction - INFO - Epoch [9][560/897] lr: 1.264e-01, eta: 1 day, 3:22:54, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.2849, top5_acc: 0.5672, loss_cls: 3.0691, loss: 3.0691, grad_norm: 1.8065 2021-06-06 04:15:16,516 - mmaction - INFO - Epoch [9][580/897] lr: 1.267e-01, eta: 1 day, 3:21:29, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5682, loss_cls: 3.0562, loss: 3.0562, grad_norm: 1.8285 2021-06-06 04:15:48,552 - mmaction - INFO - Epoch [9][600/897] lr: 1.270e-01, eta: 1 day, 3:20:01, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5656, loss_cls: 3.0781, loss: 3.0781, grad_norm: 1.8182 2021-06-06 04:16:20,370 - mmaction - INFO - Epoch [9][620/897] lr: 1.273e-01, eta: 1 day, 3:18:31, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.2885, top5_acc: 0.5526, loss_cls: 3.0881, loss: 3.0881, grad_norm: 1.7774 2021-06-06 04:16:52,242 - mmaction - INFO - Epoch [9][640/897] lr: 1.276e-01, eta: 1 day, 3:17:02, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.2943, top5_acc: 0.5740, loss_cls: 3.0585, loss: 3.0585, grad_norm: 1.7975 2021-06-06 04:17:24,557 - mmaction - INFO - Epoch [9][660/897] lr: 1.279e-01, eta: 1 day, 3:15:36, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5589, loss_cls: 3.0933, loss: 3.0933, grad_norm: 1.8668 2021-06-06 04:17:56,019 - mmaction - INFO - Epoch [9][680/897] lr: 1.281e-01, eta: 1 day, 3:14:06, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.2938, top5_acc: 0.5823, loss_cls: 2.9912, loss: 2.9912, grad_norm: 1.8058 2021-06-06 04:18:28,149 - mmaction - INFO - Epoch [9][700/897] lr: 1.284e-01, eta: 1 day, 3:12:39, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.2823, top5_acc: 0.5427, loss_cls: 3.1606, loss: 3.1606, grad_norm: 1.8506 2021-06-06 04:18:59,737 - mmaction - INFO - Epoch [9][720/897] lr: 1.287e-01, eta: 1 day, 3:11:10, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5568, loss_cls: 3.0727, loss: 3.0727, grad_norm: 1.8385 2021-06-06 04:19:31,585 - mmaction - INFO - Epoch [9][740/897] lr: 1.290e-01, eta: 1 day, 3:09:42, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.2891, top5_acc: 0.5573, loss_cls: 3.1056, loss: 3.1056, grad_norm: 1.8081 2021-06-06 04:20:02,785 - mmaction - INFO - Epoch [9][760/897] lr: 1.293e-01, eta: 1 day, 3:08:11, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.2990, top5_acc: 0.5641, loss_cls: 3.0272, loss: 3.0272, grad_norm: 1.7792 2021-06-06 04:20:33,787 - mmaction - INFO - Epoch [9][780/897] lr: 1.296e-01, eta: 1 day, 3:06:38, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.2693, top5_acc: 0.5583, loss_cls: 3.1224, loss: 3.1224, grad_norm: 1.8455 2021-06-06 04:21:05,084 - mmaction - INFO - Epoch [9][800/897] lr: 1.299e-01, eta: 1 day, 3:05:08, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.2687, top5_acc: 0.5432, loss_cls: 3.1081, loss: 3.1081, grad_norm: 1.7805 2021-06-06 04:21:36,216 - mmaction - INFO - Epoch [9][820/897] lr: 1.302e-01, eta: 1 day, 3:03:37, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.2781, top5_acc: 0.5542, loss_cls: 3.1009, loss: 3.1009, grad_norm: 1.7483 2021-06-06 04:22:08,292 - mmaction - INFO - Epoch [9][840/897] lr: 1.305e-01, eta: 1 day, 3:02:13, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5651, loss_cls: 3.0286, loss: 3.0286, grad_norm: 1.8769 2021-06-06 04:22:38,982 - mmaction - INFO - Epoch [9][860/897] lr: 1.308e-01, eta: 1 day, 3:00:40, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.2714, top5_acc: 0.5635, loss_cls: 3.0962, loss: 3.0962, grad_norm: 1.7160 2021-06-06 04:23:09,681 - mmaction - INFO - Epoch [9][880/897] lr: 1.310e-01, eta: 1 day, 2:59:07, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5776, loss_cls: 2.9867, loss: 2.9867, grad_norm: 1.7911 2021-06-06 04:23:39,942 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-06 04:31:30,615 - mmaction - INFO - Epoch [10][20/897] lr: 1.302e-01, eta: 1 day, 3:38:11, time: 23.470, data_time: 22.473, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5646, loss_cls: 3.0651, loss: 3.0651, grad_norm: 1.7116 2021-06-06 04:31:48,540 - mmaction - INFO - Epoch [10][40/897] lr: 1.305e-01, eta: 1 day, 3:35:14, time: 0.898, data_time: 0.003, memory: 8462, top1_acc: 0.3089, top5_acc: 0.5724, loss_cls: 3.0215, loss: 3.0215, grad_norm: 1.7783 2021-06-06 04:32:06,909 - mmaction - INFO - Epoch [10][60/897] lr: 1.308e-01, eta: 1 day, 3:32:21, time: 0.919, data_time: 0.001, memory: 8462, top1_acc: 0.2802, top5_acc: 0.5792, loss_cls: 3.0135, loss: 3.0135, grad_norm: 1.8089 2021-06-06 04:32:25,897 - mmaction - INFO - Epoch [10][80/897] lr: 1.311e-01, eta: 1 day, 3:29:33, time: 0.949, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5651, loss_cls: 3.0487, loss: 3.0487, grad_norm: 1.8323 2021-06-06 04:32:47,496 - mmaction - INFO - Epoch [10][100/897] lr: 1.314e-01, eta: 1 day, 3:27:00, time: 1.080, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5682, loss_cls: 3.0699, loss: 3.0699, grad_norm: 1.8644 2021-06-06 04:33:11,176 - mmaction - INFO - Epoch [10][120/897] lr: 1.317e-01, eta: 1 day, 3:24:41, time: 1.184, data_time: 0.001, memory: 8462, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 2.9692, loss: 2.9692, grad_norm: 1.7702 2021-06-06 04:33:36,788 - mmaction - INFO - Epoch [10][140/897] lr: 1.319e-01, eta: 1 day, 3:22:34, time: 1.281, data_time: 0.001, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5823, loss_cls: 2.9938, loss: 2.9938, grad_norm: 1.8300 2021-06-06 04:34:04,913 - mmaction - INFO - Epoch [10][160/897] lr: 1.322e-01, eta: 1 day, 3:20:43, time: 1.406, data_time: 0.001, memory: 8462, top1_acc: 0.2938, top5_acc: 0.5792, loss_cls: 2.9960, loss: 2.9960, grad_norm: 1.7954 2021-06-06 04:34:33,405 - mmaction - INFO - Epoch [10][180/897] lr: 1.325e-01, eta: 1 day, 3:18:54, time: 1.424, data_time: 0.001, memory: 8462, top1_acc: 0.3109, top5_acc: 0.5661, loss_cls: 3.0015, loss: 3.0015, grad_norm: 1.8242 2021-06-06 04:35:06,477 - mmaction - INFO - Epoch [10][200/897] lr: 1.328e-01, eta: 1 day, 3:17:33, time: 1.651, data_time: 0.008, memory: 8462, top1_acc: 0.2880, top5_acc: 0.5604, loss_cls: 3.0784, loss: 3.0784, grad_norm: 1.7765 2021-06-06 04:35:34,745 - mmaction - INFO - Epoch [10][220/897] lr: 1.331e-01, eta: 1 day, 3:15:44, time: 1.416, data_time: 0.008, memory: 8462, top1_acc: 0.2906, top5_acc: 0.5672, loss_cls: 3.0828, loss: 3.0828, grad_norm: 1.7829 2021-06-06 04:36:03,900 - mmaction - INFO - Epoch [10][240/897] lr: 1.334e-01, eta: 1 day, 3:14:00, time: 1.458, data_time: 0.001, memory: 8462, top1_acc: 0.2875, top5_acc: 0.5714, loss_cls: 3.0869, loss: 3.0869, grad_norm: 1.8244 2021-06-06 04:36:34,759 - mmaction - INFO - Epoch [10][260/897] lr: 1.337e-01, eta: 1 day, 3:12:26, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.3083, top5_acc: 0.5813, loss_cls: 2.9917, loss: 2.9917, grad_norm: 1.7901 2021-06-06 04:37:05,342 - mmaction - INFO - Epoch [10][280/897] lr: 1.339e-01, eta: 1 day, 3:10:52, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.2859, top5_acc: 0.5635, loss_cls: 3.0894, loss: 3.0894, grad_norm: 1.8283 2021-06-06 04:37:35,270 - mmaction - INFO - Epoch [10][300/897] lr: 1.342e-01, eta: 1 day, 3:09:13, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.3026, top5_acc: 0.5677, loss_cls: 3.0482, loss: 3.0482, grad_norm: 1.7411 2021-06-06 04:38:06,292 - mmaction - INFO - Epoch [10][320/897] lr: 1.345e-01, eta: 1 day, 3:07:42, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.2818, top5_acc: 0.5552, loss_cls: 3.1285, loss: 3.1285, grad_norm: 1.8306 2021-06-06 04:38:37,083 - mmaction - INFO - Epoch [10][340/897] lr: 1.348e-01, eta: 1 day, 3:06:09, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5833, loss_cls: 3.0243, loss: 3.0243, grad_norm: 1.7775 2021-06-06 04:39:06,828 - mmaction - INFO - Epoch [10][360/897] lr: 1.351e-01, eta: 1 day, 3:04:31, time: 1.487, data_time: 0.001, memory: 8462, top1_acc: 0.2812, top5_acc: 0.5573, loss_cls: 3.1052, loss: 3.1052, grad_norm: 1.7902 2021-06-06 04:39:38,080 - mmaction - INFO - Epoch [10][380/897] lr: 1.354e-01, eta: 1 day, 3:03:01, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.3052, top5_acc: 0.5661, loss_cls: 3.0611, loss: 3.0611, grad_norm: 1.7319 2021-06-06 04:40:08,839 - mmaction - INFO - Epoch [10][400/897] lr: 1.357e-01, eta: 1 day, 3:01:30, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5776, loss_cls: 3.0027, loss: 3.0027, grad_norm: 1.8232 2021-06-06 04:40:39,674 - mmaction - INFO - Epoch [10][420/897] lr: 1.360e-01, eta: 1 day, 2:59:58, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.2807, top5_acc: 0.5651, loss_cls: 3.1190, loss: 3.1190, grad_norm: 1.7614 2021-06-06 04:41:10,968 - mmaction - INFO - Epoch [10][440/897] lr: 1.362e-01, eta: 1 day, 2:58:30, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.2812, top5_acc: 0.5630, loss_cls: 3.0715, loss: 3.0715, grad_norm: 1.8060 2021-06-06 04:41:42,465 - mmaction - INFO - Epoch [10][460/897] lr: 1.365e-01, eta: 1 day, 2:57:03, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5651, loss_cls: 3.0715, loss: 3.0715, grad_norm: 1.8079 2021-06-06 04:42:13,439 - mmaction - INFO - Epoch [10][480/897] lr: 1.368e-01, eta: 1 day, 2:55:34, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.2906, top5_acc: 0.5760, loss_cls: 3.0311, loss: 3.0311, grad_norm: 1.7312 2021-06-06 04:42:46,399 - mmaction - INFO - Epoch [10][500/897] lr: 1.371e-01, eta: 1 day, 2:54:16, time: 1.648, data_time: 0.001, memory: 8462, top1_acc: 0.2844, top5_acc: 0.5698, loss_cls: 3.0255, loss: 3.0255, grad_norm: 1.7350 2021-06-06 04:43:17,972 - mmaction - INFO - Epoch [10][520/897] lr: 1.374e-01, eta: 1 day, 2:52:50, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.2818, top5_acc: 0.5630, loss_cls: 3.0803, loss: 3.0803, grad_norm: 1.7699 2021-06-06 04:43:50,759 - mmaction - INFO - Epoch [10][540/897] lr: 1.377e-01, eta: 1 day, 2:51:32, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.2979, top5_acc: 0.5714, loss_cls: 3.0158, loss: 3.0158, grad_norm: 1.7770 2021-06-06 04:44:23,238 - mmaction - INFO - Epoch [10][560/897] lr: 1.380e-01, eta: 1 day, 2:50:12, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.2938, top5_acc: 0.5766, loss_cls: 3.0207, loss: 3.0207, grad_norm: 1.7247 2021-06-06 04:44:56,709 - mmaction - INFO - Epoch [10][580/897] lr: 1.382e-01, eta: 1 day, 2:48:57, time: 1.674, data_time: 0.001, memory: 8462, top1_acc: 0.2932, top5_acc: 0.5781, loss_cls: 3.0173, loss: 3.0173, grad_norm: 1.8229 2021-06-06 04:45:29,178 - mmaction - INFO - Epoch [10][600/897] lr: 1.385e-01, eta: 1 day, 2:47:38, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5781, loss_cls: 3.0492, loss: 3.0492, grad_norm: 1.8033 2021-06-06 04:46:02,737 - mmaction - INFO - Epoch [10][620/897] lr: 1.388e-01, eta: 1 day, 2:46:24, time: 1.678, data_time: 0.002, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5698, loss_cls: 3.0214, loss: 3.0214, grad_norm: 1.7373 2021-06-06 04:46:35,205 - mmaction - INFO - Epoch [10][640/897] lr: 1.391e-01, eta: 1 day, 2:45:05, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.2854, top5_acc: 0.5661, loss_cls: 3.0211, loss: 3.0211, grad_norm: 1.7302 2021-06-06 04:47:06,961 - mmaction - INFO - Epoch [10][660/897] lr: 1.394e-01, eta: 1 day, 2:43:42, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.3104, top5_acc: 0.5932, loss_cls: 2.9143, loss: 2.9143, grad_norm: 1.7536 2021-06-06 04:47:38,148 - mmaction - INFO - Epoch [10][680/897] lr: 1.397e-01, eta: 1 day, 2:42:16, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5615, loss_cls: 3.1441, loss: 3.1441, grad_norm: 1.7988 2021-06-06 04:48:09,247 - mmaction - INFO - Epoch [10][700/897] lr: 1.400e-01, eta: 1 day, 2:40:50, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.0994, loss: 3.0994, grad_norm: 1.7603 2021-06-06 04:48:40,917 - mmaction - INFO - Epoch [10][720/897] lr: 1.402e-01, eta: 1 day, 2:39:27, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.3010, top5_acc: 0.5792, loss_cls: 3.0546, loss: 3.0546, grad_norm: 1.7677 2021-06-06 04:49:12,176 - mmaction - INFO - Epoch [10][740/897] lr: 1.405e-01, eta: 1 day, 2:38:02, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.2839, top5_acc: 0.5677, loss_cls: 3.0933, loss: 3.0933, grad_norm: 1.7600 2021-06-06 04:49:43,635 - mmaction - INFO - Epoch [10][760/897] lr: 1.408e-01, eta: 1 day, 2:36:39, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.2953, top5_acc: 0.5849, loss_cls: 3.0089, loss: 3.0089, grad_norm: 1.7156 2021-06-06 04:50:16,304 - mmaction - INFO - Epoch [10][780/897] lr: 1.411e-01, eta: 1 day, 2:35:22, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.2802, top5_acc: 0.5698, loss_cls: 3.0994, loss: 3.0994, grad_norm: 1.7136 2021-06-06 04:50:49,548 - mmaction - INFO - Epoch [10][800/897] lr: 1.414e-01, eta: 1 day, 2:34:09, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.3036, top5_acc: 0.5865, loss_cls: 2.9909, loss: 2.9909, grad_norm: 1.8027 2021-06-06 04:51:21,941 - mmaction - INFO - Epoch [10][820/897] lr: 1.417e-01, eta: 1 day, 2:32:51, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5802, loss_cls: 3.0096, loss: 3.0096, grad_norm: 1.7251 2021-06-06 04:51:54,430 - mmaction - INFO - Epoch [10][840/897] lr: 1.420e-01, eta: 1 day, 2:31:34, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.3010, top5_acc: 0.5911, loss_cls: 2.9760, loss: 2.9760, grad_norm: 1.7623 2021-06-06 04:52:27,639 - mmaction - INFO - Epoch [10][860/897] lr: 1.423e-01, eta: 1 day, 2:30:21, time: 1.660, data_time: 0.001, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5651, loss_cls: 3.0207, loss: 3.0207, grad_norm: 1.7500 2021-06-06 04:53:00,213 - mmaction - INFO - Epoch [10][880/897] lr: 1.425e-01, eta: 1 day, 2:29:05, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5635, loss_cls: 2.9995, loss: 2.9995, grad_norm: 1.7561 2021-06-06 04:53:32,407 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-06 05:01:21,253 - mmaction - INFO - Epoch [11][20/897] lr: 1.411e-01, eta: 1 day, 3:03:18, time: 23.378, data_time: 22.380, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5563, loss_cls: 3.1288, loss: 3.1288, grad_norm: 1.7595 2021-06-06 05:01:39,076 - mmaction - INFO - Epoch [11][40/897] lr: 1.411e-01, eta: 1 day, 3:00:38, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.2948, top5_acc: 0.5807, loss_cls: 3.0120, loss: 3.0120, grad_norm: 1.7502 2021-06-06 05:01:57,456 - mmaction - INFO - Epoch [11][60/897] lr: 1.411e-01, eta: 1 day, 2:58:01, time: 0.919, data_time: 0.001, memory: 8462, top1_acc: 0.2990, top5_acc: 0.5859, loss_cls: 2.9994, loss: 2.9994, grad_norm: 1.7741 2021-06-06 05:02:16,570 - mmaction - INFO - Epoch [11][80/897] lr: 1.411e-01, eta: 1 day, 2:55:28, time: 0.956, data_time: 0.001, memory: 8462, top1_acc: 0.2839, top5_acc: 0.5745, loss_cls: 3.0246, loss: 3.0246, grad_norm: 1.7082 2021-06-06 05:02:36,826 - mmaction - INFO - Epoch [11][100/897] lr: 1.411e-01, eta: 1 day, 2:53:03, time: 1.013, data_time: 0.001, memory: 8462, top1_acc: 0.2990, top5_acc: 0.5859, loss_cls: 2.9633, loss: 2.9633, grad_norm: 1.7779 2021-06-06 05:03:00,119 - mmaction - INFO - Epoch [11][120/897] lr: 1.411e-01, eta: 1 day, 2:50:54, time: 1.165, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5760, loss_cls: 3.0164, loss: 3.0164, grad_norm: 1.7768 2021-06-06 05:03:24,956 - mmaction - INFO - Epoch [11][140/897] lr: 1.411e-01, eta: 1 day, 2:48:53, time: 1.242, data_time: 0.001, memory: 8462, top1_acc: 0.2896, top5_acc: 0.5828, loss_cls: 3.0292, loss: 3.0292, grad_norm: 1.7351 2021-06-06 05:03:51,786 - mmaction - INFO - Epoch [11][160/897] lr: 1.411e-01, eta: 1 day, 2:47:04, time: 1.342, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5651, loss_cls: 3.0709, loss: 3.0709, grad_norm: 1.8027 2021-06-06 05:04:19,566 - mmaction - INFO - Epoch [11][180/897] lr: 1.411e-01, eta: 1 day, 2:45:20, time: 1.389, data_time: 0.001, memory: 8462, top1_acc: 0.3021, top5_acc: 0.5792, loss_cls: 2.9958, loss: 2.9958, grad_norm: 1.7039 2021-06-06 05:04:48,829 - mmaction - INFO - Epoch [11][200/897] lr: 1.411e-01, eta: 1 day, 2:43:44, time: 1.463, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5583, loss_cls: 3.0983, loss: 3.0983, grad_norm: 1.7569 2021-06-06 05:05:18,422 - mmaction - INFO - Epoch [11][220/897] lr: 1.411e-01, eta: 1 day, 2:42:10, time: 1.478, data_time: 0.002, memory: 8462, top1_acc: 0.2943, top5_acc: 0.5776, loss_cls: 2.9919, loss: 2.9919, grad_norm: 1.7338 2021-06-06 05:05:47,475 - mmaction - INFO - Epoch [11][240/897] lr: 1.411e-01, eta: 1 day, 2:40:33, time: 1.454, data_time: 0.005, memory: 8462, top1_acc: 0.2984, top5_acc: 0.5760, loss_cls: 2.9958, loss: 2.9958, grad_norm: 1.7564 2021-06-06 05:06:18,972 - mmaction - INFO - Epoch [11][260/897] lr: 1.411e-01, eta: 1 day, 2:39:10, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.3083, top5_acc: 0.6115, loss_cls: 2.8789, loss: 2.8789, grad_norm: 1.7767 2021-06-06 05:06:49,598 - mmaction - INFO - Epoch [11][280/897] lr: 1.411e-01, eta: 1 day, 2:37:42, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.2740, top5_acc: 0.5563, loss_cls: 3.0649, loss: 3.0649, grad_norm: 1.7084 2021-06-06 05:07:20,387 - mmaction - INFO - Epoch [11][300/897] lr: 1.411e-01, eta: 1 day, 2:36:15, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.2880, top5_acc: 0.5760, loss_cls: 3.0349, loss: 3.0349, grad_norm: 1.6861 2021-06-06 05:07:52,244 - mmaction - INFO - Epoch [11][320/897] lr: 1.411e-01, eta: 1 day, 2:34:54, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5990, loss_cls: 2.9441, loss: 2.9441, grad_norm: 1.7905 2021-06-06 05:08:23,479 - mmaction - INFO - Epoch [11][340/897] lr: 1.411e-01, eta: 1 day, 2:33:31, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.3036, top5_acc: 0.5901, loss_cls: 2.9740, loss: 2.9740, grad_norm: 1.7236 2021-06-06 05:08:55,778 - mmaction - INFO - Epoch [11][360/897] lr: 1.411e-01, eta: 1 day, 2:32:12, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.3099, top5_acc: 0.5948, loss_cls: 2.9926, loss: 2.9926, grad_norm: 1.7502 2021-06-06 05:09:28,176 - mmaction - INFO - Epoch [11][380/897] lr: 1.411e-01, eta: 1 day, 2:30:55, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5922, loss_cls: 2.9497, loss: 2.9497, grad_norm: 1.7592 2021-06-06 05:10:01,213 - mmaction - INFO - Epoch [11][400/897] lr: 1.411e-01, eta: 1 day, 2:29:41, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5901, loss_cls: 2.9653, loss: 2.9653, grad_norm: 1.7316 2021-06-06 05:10:35,611 - mmaction - INFO - Epoch [11][420/897] lr: 1.411e-01, eta: 1 day, 2:28:34, time: 1.720, data_time: 0.001, memory: 8462, top1_acc: 0.2880, top5_acc: 0.5734, loss_cls: 2.9959, loss: 2.9959, grad_norm: 1.7060 2021-06-06 05:11:07,670 - mmaction - INFO - Epoch [11][440/897] lr: 1.411e-01, eta: 1 day, 2:27:15, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.2984, top5_acc: 0.5901, loss_cls: 2.9394, loss: 2.9394, grad_norm: 1.7973 2021-06-06 05:11:39,969 - mmaction - INFO - Epoch [11][460/897] lr: 1.411e-01, eta: 1 day, 2:25:58, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5896, loss_cls: 2.9523, loss: 2.9523, grad_norm: 1.7037 2021-06-06 05:12:13,135 - mmaction - INFO - Epoch [11][480/897] lr: 1.411e-01, eta: 1 day, 2:24:45, time: 1.658, data_time: 0.001, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5896, loss_cls: 2.9871, loss: 2.9871, grad_norm: 1.8088 2021-06-06 05:12:46,582 - mmaction - INFO - Epoch [11][500/897] lr: 1.411e-01, eta: 1 day, 2:23:34, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.2849, top5_acc: 0.5755, loss_cls: 3.0265, loss: 3.0265, grad_norm: 1.6663 2021-06-06 05:13:20,169 - mmaction - INFO - Epoch [11][520/897] lr: 1.411e-01, eta: 1 day, 2:22:24, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.3214, top5_acc: 0.5979, loss_cls: 2.8881, loss: 2.8881, grad_norm: 1.7869 2021-06-06 05:13:52,927 - mmaction - INFO - Epoch [11][540/897] lr: 1.411e-01, eta: 1 day, 2:21:10, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.2823, top5_acc: 0.5672, loss_cls: 3.0475, loss: 3.0475, grad_norm: 1.6914 2021-06-06 05:14:25,120 - mmaction - INFO - Epoch [11][560/897] lr: 1.411e-01, eta: 1 day, 2:19:53, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3151, top5_acc: 0.6188, loss_cls: 2.8713, loss: 2.8713, grad_norm: 1.7271 2021-06-06 05:14:58,697 - mmaction - INFO - Epoch [11][580/897] lr: 1.411e-01, eta: 1 day, 2:18:43, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.2896, top5_acc: 0.5760, loss_cls: 3.0343, loss: 3.0343, grad_norm: 1.7825 2021-06-06 05:15:30,204 - mmaction - INFO - Epoch [11][600/897] lr: 1.411e-01, eta: 1 day, 2:17:23, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5807, loss_cls: 3.0191, loss: 3.0191, grad_norm: 1.6598 2021-06-06 05:16:02,232 - mmaction - INFO - Epoch [11][620/897] lr: 1.411e-01, eta: 1 day, 2:16:06, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5807, loss_cls: 2.9961, loss: 2.9961, grad_norm: 1.7417 2021-06-06 05:16:34,303 - mmaction - INFO - Epoch [11][640/897] lr: 1.411e-01, eta: 1 day, 2:14:49, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5854, loss_cls: 2.9530, loss: 2.9530, grad_norm: 1.7755 2021-06-06 05:17:06,404 - mmaction - INFO - Epoch [11][660/897] lr: 1.411e-01, eta: 1 day, 2:13:33, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5849, loss_cls: 3.0190, loss: 3.0190, grad_norm: 1.7761 2021-06-06 05:17:37,719 - mmaction - INFO - Epoch [11][680/897] lr: 1.411e-01, eta: 1 day, 2:12:13, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.2885, top5_acc: 0.5880, loss_cls: 2.9869, loss: 2.9869, grad_norm: 1.7157 2021-06-06 05:18:09,670 - mmaction - INFO - Epoch [11][700/897] lr: 1.411e-01, eta: 1 day, 2:10:56, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.3125, top5_acc: 0.5849, loss_cls: 2.9175, loss: 2.9175, grad_norm: 1.7577 2021-06-06 05:18:40,951 - mmaction - INFO - Epoch [11][720/897] lr: 1.411e-01, eta: 1 day, 2:09:36, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3109, top5_acc: 0.5917, loss_cls: 2.9363, loss: 2.9363, grad_norm: 1.7497 2021-06-06 05:19:12,336 - mmaction - INFO - Epoch [11][740/897] lr: 1.411e-01, eta: 1 day, 2:08:17, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5911, loss_cls: 3.0081, loss: 3.0081, grad_norm: 1.7032 2021-06-06 05:19:43,522 - mmaction - INFO - Epoch [11][760/897] lr: 1.411e-01, eta: 1 day, 2:06:57, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.2974, top5_acc: 0.5792, loss_cls: 3.0042, loss: 3.0042, grad_norm: 1.7401 2021-06-06 05:20:14,953 - mmaction - INFO - Epoch [11][780/897] lr: 1.411e-01, eta: 1 day, 2:05:38, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.2786, top5_acc: 0.5771, loss_cls: 3.0269, loss: 3.0269, grad_norm: 1.7310 2021-06-06 05:20:46,257 - mmaction - INFO - Epoch [11][800/897] lr: 1.411e-01, eta: 1 day, 2:04:19, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.3026, top5_acc: 0.5958, loss_cls: 2.9643, loss: 2.9643, grad_norm: 1.7123 2021-06-06 05:21:17,577 - mmaction - INFO - Epoch [11][820/897] lr: 1.411e-01, eta: 1 day, 2:03:01, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.3104, top5_acc: 0.5828, loss_cls: 2.9674, loss: 2.9674, grad_norm: 1.7486 2021-06-06 05:21:48,794 - mmaction - INFO - Epoch [11][840/897] lr: 1.411e-01, eta: 1 day, 2:01:41, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.2911, top5_acc: 0.5786, loss_cls: 2.9714, loss: 2.9714, grad_norm: 1.6601 2021-06-06 05:22:19,899 - mmaction - INFO - Epoch [11][860/897] lr: 1.411e-01, eta: 1 day, 2:00:22, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.2990, top5_acc: 0.5839, loss_cls: 3.0014, loss: 3.0014, grad_norm: 1.7467 2021-06-06 05:22:50,763 - mmaction - INFO - Epoch [11][880/897] lr: 1.411e-01, eta: 1 day, 1:59:02, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.2901, top5_acc: 0.5714, loss_cls: 3.0487, loss: 3.0487, grad_norm: 1.7652 2021-06-06 05:23:22,259 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-06 05:31:11,743 - mmaction - INFO - Epoch [12][20/897] lr: 1.393e-01, eta: 1 day, 2:29:30, time: 23.410, data_time: 22.410, memory: 8462, top1_acc: 0.3234, top5_acc: 0.5938, loss_cls: 2.9318, loss: 2.9318, grad_norm: 1.6553 2021-06-06 05:31:29,527 - mmaction - INFO - Epoch [12][40/897] lr: 1.393e-01, eta: 1 day, 2:27:02, time: 0.891, data_time: 0.003, memory: 8462, top1_acc: 0.3401, top5_acc: 0.6104, loss_cls: 2.8365, loss: 2.8365, grad_norm: 1.7489 2021-06-06 05:31:47,999 - mmaction - INFO - Epoch [12][60/897] lr: 1.393e-01, eta: 1 day, 2:24:39, time: 0.924, data_time: 0.001, memory: 8462, top1_acc: 0.2984, top5_acc: 0.5870, loss_cls: 2.9513, loss: 2.9513, grad_norm: 1.7442 2021-06-06 05:32:07,109 - mmaction - INFO - Epoch [12][80/897] lr: 1.393e-01, eta: 1 day, 2:22:19, time: 0.955, data_time: 0.001, memory: 8462, top1_acc: 0.3099, top5_acc: 0.5990, loss_cls: 2.9217, loss: 2.9217, grad_norm: 1.7338 2021-06-06 05:32:28,145 - mmaction - INFO - Epoch [12][100/897] lr: 1.393e-01, eta: 1 day, 2:20:09, time: 1.052, data_time: 0.001, memory: 8462, top1_acc: 0.3266, top5_acc: 0.5885, loss_cls: 2.9720, loss: 2.9720, grad_norm: 1.7787 2021-06-06 05:32:51,359 - mmaction - INFO - Epoch [12][120/897] lr: 1.393e-01, eta: 1 day, 2:18:09, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.3063, top5_acc: 0.5938, loss_cls: 2.9372, loss: 2.9372, grad_norm: 1.7305 2021-06-06 05:33:17,062 - mmaction - INFO - Epoch [12][140/897] lr: 1.393e-01, eta: 1 day, 2:16:22, time: 1.285, data_time: 0.001, memory: 8462, top1_acc: 0.3031, top5_acc: 0.5995, loss_cls: 2.9169, loss: 2.9169, grad_norm: 1.7188 2021-06-06 05:33:45,208 - mmaction - INFO - Epoch [12][160/897] lr: 1.393e-01, eta: 1 day, 2:14:46, time: 1.407, data_time: 0.001, memory: 8462, top1_acc: 0.2995, top5_acc: 0.5844, loss_cls: 2.9547, loss: 2.9547, grad_norm: 1.7541 2021-06-06 05:34:13,663 - mmaction - INFO - Epoch [12][180/897] lr: 1.393e-01, eta: 1 day, 2:13:12, time: 1.423, data_time: 0.001, memory: 8462, top1_acc: 0.3161, top5_acc: 0.6047, loss_cls: 2.8890, loss: 2.8890, grad_norm: 1.6922 2021-06-06 05:34:43,416 - mmaction - INFO - Epoch [12][200/897] lr: 1.393e-01, eta: 1 day, 2:11:45, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5911, loss_cls: 2.9225, loss: 2.9225, grad_norm: 1.7034 2021-06-06 05:35:13,480 - mmaction - INFO - Epoch [12][220/897] lr: 1.393e-01, eta: 1 day, 2:10:19, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.3219, top5_acc: 0.6141, loss_cls: 2.8611, loss: 2.8611, grad_norm: 1.7208 2021-06-06 05:35:42,706 - mmaction - INFO - Epoch [12][240/897] lr: 1.393e-01, eta: 1 day, 2:08:50, time: 1.463, data_time: 0.005, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5969, loss_cls: 2.9357, loss: 2.9357, grad_norm: 1.8057 2021-06-06 05:36:12,683 - mmaction - INFO - Epoch [12][260/897] lr: 1.393e-01, eta: 1 day, 2:07:24, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.3177, top5_acc: 0.6021, loss_cls: 2.8967, loss: 2.8967, grad_norm: 1.6978 2021-06-06 05:36:42,313 - mmaction - INFO - Epoch [12][280/897] lr: 1.393e-01, eta: 1 day, 2:05:57, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.2958, top5_acc: 0.5943, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.8455 2021-06-06 05:37:12,775 - mmaction - INFO - Epoch [12][300/897] lr: 1.393e-01, eta: 1 day, 2:04:34, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.3005, top5_acc: 0.5938, loss_cls: 2.9371, loss: 2.9371, grad_norm: 1.6921 2021-06-06 05:37:42,516 - mmaction - INFO - Epoch [12][320/897] lr: 1.393e-01, eta: 1 day, 2:03:08, time: 1.487, data_time: 0.001, memory: 8462, top1_acc: 0.3182, top5_acc: 0.5948, loss_cls: 2.9457, loss: 2.9457, grad_norm: 1.7123 2021-06-06 05:38:12,800 - mmaction - INFO - Epoch [12][340/897] lr: 1.393e-01, eta: 1 day, 2:01:45, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.6031, loss_cls: 2.9097, loss: 2.9097, grad_norm: 1.7232 2021-06-06 05:38:43,326 - mmaction - INFO - Epoch [12][360/897] lr: 1.393e-01, eta: 1 day, 2:00:23, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.3016, top5_acc: 0.5995, loss_cls: 2.9524, loss: 2.9524, grad_norm: 1.7628 2021-06-06 05:39:14,620 - mmaction - INFO - Epoch [12][380/897] lr: 1.393e-01, eta: 1 day, 1:59:04, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.3000, top5_acc: 0.5776, loss_cls: 2.9931, loss: 2.9931, grad_norm: 1.7204 2021-06-06 05:39:45,498 - mmaction - INFO - Epoch [12][400/897] lr: 1.393e-01, eta: 1 day, 1:57:44, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.2969, top5_acc: 0.5682, loss_cls: 3.0236, loss: 3.0236, grad_norm: 1.7166 2021-06-06 05:40:17,077 - mmaction - INFO - Epoch [12][420/897] lr: 1.393e-01, eta: 1 day, 1:56:28, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.3052, top5_acc: 0.5849, loss_cls: 2.9190, loss: 2.9190, grad_norm: 1.6493 2021-06-06 05:40:48,306 - mmaction - INFO - Epoch [12][440/897] lr: 1.393e-01, eta: 1 day, 1:55:10, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3130, top5_acc: 0.5917, loss_cls: 2.9558, loss: 2.9558, grad_norm: 1.7386 2021-06-06 05:41:20,152 - mmaction - INFO - Epoch [12][460/897] lr: 1.393e-01, eta: 1 day, 1:53:55, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.3271, top5_acc: 0.6057, loss_cls: 2.8783, loss: 2.8783, grad_norm: 1.7585 2021-06-06 05:41:52,332 - mmaction - INFO - Epoch [12][480/897] lr: 1.393e-01, eta: 1 day, 1:52:41, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.2938, top5_acc: 0.5870, loss_cls: 2.9679, loss: 2.9679, grad_norm: 1.7453 2021-06-06 05:42:24,829 - mmaction - INFO - Epoch [12][500/897] lr: 1.393e-01, eta: 1 day, 1:51:29, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.3057, top5_acc: 0.5958, loss_cls: 2.9306, loss: 2.9306, grad_norm: 1.7054 2021-06-06 05:42:56,542 - mmaction - INFO - Epoch [12][520/897] lr: 1.393e-01, eta: 1 day, 1:50:14, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5943, loss_cls: 2.9688, loss: 2.9688, grad_norm: 1.7201 2021-06-06 05:43:29,510 - mmaction - INFO - Epoch [12][540/897] lr: 1.393e-01, eta: 1 day, 1:49:05, time: 1.648, data_time: 0.001, memory: 8462, top1_acc: 0.3042, top5_acc: 0.5891, loss_cls: 2.9435, loss: 2.9435, grad_norm: 1.7311 2021-06-06 05:44:03,102 - mmaction - INFO - Epoch [12][560/897] lr: 1.393e-01, eta: 1 day, 1:47:58, time: 1.680, data_time: 0.001, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5776, loss_cls: 2.9912, loss: 2.9912, grad_norm: 1.7465 2021-06-06 05:44:35,678 - mmaction - INFO - Epoch [12][580/897] lr: 1.393e-01, eta: 1 day, 1:46:48, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.3214, top5_acc: 0.6167, loss_cls: 2.8854, loss: 2.8854, grad_norm: 1.6951 2021-06-06 05:45:09,261 - mmaction - INFO - Epoch [12][600/897] lr: 1.393e-01, eta: 1 day, 1:45:41, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5750, loss_cls: 3.0055, loss: 3.0055, grad_norm: 1.7577 2021-06-06 05:45:42,812 - mmaction - INFO - Epoch [12][620/897] lr: 1.393e-01, eta: 1 day, 1:44:35, time: 1.678, data_time: 0.001, memory: 8462, top1_acc: 0.2964, top5_acc: 0.5922, loss_cls: 2.9909, loss: 2.9909, grad_norm: 1.6918 2021-06-06 05:46:15,884 - mmaction - INFO - Epoch [12][640/897] lr: 1.393e-01, eta: 1 day, 1:43:27, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5797, loss_cls: 2.9482, loss: 2.9482, grad_norm: 1.7090 2021-06-06 05:46:48,926 - mmaction - INFO - Epoch [12][660/897] lr: 1.393e-01, eta: 1 day, 1:42:19, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.5979, loss_cls: 2.8534, loss: 2.8534, grad_norm: 1.7052 2021-06-06 05:47:22,451 - mmaction - INFO - Epoch [12][680/897] lr: 1.393e-01, eta: 1 day, 1:41:13, time: 1.676, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.5969, loss_cls: 2.9013, loss: 2.9013, grad_norm: 1.7998 2021-06-06 05:47:54,171 - mmaction - INFO - Epoch [12][700/897] lr: 1.393e-01, eta: 1 day, 1:39:59, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.3302, top5_acc: 0.6130, loss_cls: 2.8570, loss: 2.8570, grad_norm: 1.6868 2021-06-06 05:48:27,014 - mmaction - INFO - Epoch [12][720/897] lr: 1.393e-01, eta: 1 day, 1:38:50, time: 1.642, data_time: 0.001, memory: 8462, top1_acc: 0.3073, top5_acc: 0.5844, loss_cls: 2.9540, loss: 2.9540, grad_norm: 1.6909 2021-06-06 05:48:59,575 - mmaction - INFO - Epoch [12][740/897] lr: 1.393e-01, eta: 1 day, 1:37:41, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.3089, top5_acc: 0.5979, loss_cls: 2.9587, loss: 2.9587, grad_norm: 1.6927 2021-06-06 05:49:31,689 - mmaction - INFO - Epoch [12][760/897] lr: 1.393e-01, eta: 1 day, 1:36:29, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6078, loss_cls: 2.8959, loss: 2.8959, grad_norm: 1.7520 2021-06-06 05:50:03,660 - mmaction - INFO - Epoch [12][780/897] lr: 1.393e-01, eta: 1 day, 1:35:17, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.2979, top5_acc: 0.5927, loss_cls: 2.9618, loss: 2.9618, grad_norm: 1.7430 2021-06-06 05:50:35,475 - mmaction - INFO - Epoch [12][800/897] lr: 1.393e-01, eta: 1 day, 1:34:04, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.6016, loss_cls: 2.8892, loss: 2.8892, grad_norm: 1.7076 2021-06-06 05:51:07,547 - mmaction - INFO - Epoch [12][820/897] lr: 1.393e-01, eta: 1 day, 1:32:53, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.3187, top5_acc: 0.6052, loss_cls: 2.8721, loss: 2.8721, grad_norm: 1.7463 2021-06-06 05:51:39,203 - mmaction - INFO - Epoch [12][840/897] lr: 1.393e-01, eta: 1 day, 1:31:40, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.3047, top5_acc: 0.5979, loss_cls: 2.9681, loss: 2.9681, grad_norm: 1.6980 2021-06-06 05:52:10,396 - mmaction - INFO - Epoch [12][860/897] lr: 1.393e-01, eta: 1 day, 1:30:25, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.3208, top5_acc: 0.5984, loss_cls: 2.8926, loss: 2.8926, grad_norm: 1.6938 2021-06-06 05:52:41,142 - mmaction - INFO - Epoch [12][880/897] lr: 1.393e-01, eta: 1 day, 1:29:08, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.3161, top5_acc: 0.5839, loss_cls: 2.9690, loss: 2.9690, grad_norm: 1.7144 2021-06-06 05:53:12,755 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-06 06:01:04,178 - mmaction - INFO - Epoch [13][20/897] lr: 1.374e-01, eta: 1 day, 1:56:33, time: 23.504, data_time: 22.467, memory: 8462, top1_acc: 0.3167, top5_acc: 0.6224, loss_cls: 2.8130, loss: 2.8130, grad_norm: 1.6793 2021-06-06 06:01:22,065 - mmaction - INFO - Epoch [13][40/897] lr: 1.374e-01, eta: 1 day, 1:54:18, time: 0.900, data_time: 0.007, memory: 8462, top1_acc: 0.3276, top5_acc: 0.6057, loss_cls: 2.8809, loss: 2.8809, grad_norm: 1.7898 2021-06-06 06:01:40,462 - mmaction - INFO - Epoch [13][60/897] lr: 1.374e-01, eta: 1 day, 1:52:05, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.3135, top5_acc: 0.5849, loss_cls: 2.9210, loss: 2.9210, grad_norm: 1.6967 2021-06-06 06:01:59,645 - mmaction - INFO - Epoch [13][80/897] lr: 1.374e-01, eta: 1 day, 1:49:56, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.3229, top5_acc: 0.6260, loss_cls: 2.7859, loss: 2.7859, grad_norm: 1.6606 2021-06-06 06:02:20,053 - mmaction - INFO - Epoch [13][100/897] lr: 1.374e-01, eta: 1 day, 1:47:52, time: 1.020, data_time: 0.001, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6182, loss_cls: 2.8361, loss: 2.8361, grad_norm: 1.8030 2021-06-06 06:02:45,173 - mmaction - INFO - Epoch [13][120/897] lr: 1.374e-01, eta: 1 day, 1:46:09, time: 1.256, data_time: 0.001, memory: 8462, top1_acc: 0.3219, top5_acc: 0.6062, loss_cls: 2.8735, loss: 2.8735, grad_norm: 1.7311 2021-06-06 06:03:11,775 - mmaction - INFO - Epoch [13][140/897] lr: 1.374e-01, eta: 1 day, 1:44:32, time: 1.330, data_time: 0.001, memory: 8462, top1_acc: 0.3151, top5_acc: 0.5990, loss_cls: 2.8843, loss: 2.8843, grad_norm: 1.7327 2021-06-06 06:03:40,878 - mmaction - INFO - Epoch [13][160/897] lr: 1.374e-01, eta: 1 day, 1:43:07, time: 1.455, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6188, loss_cls: 2.8082, loss: 2.8082, grad_norm: 1.7448 2021-06-06 06:04:10,971 - mmaction - INFO - Epoch [13][180/897] lr: 1.374e-01, eta: 1 day, 1:41:46, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.5979, loss_cls: 2.8311, loss: 2.8311, grad_norm: 1.7499 2021-06-06 06:04:41,787 - mmaction - INFO - Epoch [13][200/897] lr: 1.374e-01, eta: 1 day, 1:40:28, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.3276, top5_acc: 0.6083, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.7737 2021-06-06 06:05:14,541 - mmaction - INFO - Epoch [13][220/897] lr: 1.374e-01, eta: 1 day, 1:39:18, time: 1.635, data_time: 0.005, memory: 8462, top1_acc: 0.3271, top5_acc: 0.6052, loss_cls: 2.8574, loss: 2.8574, grad_norm: 1.6968 2021-06-06 06:05:45,229 - mmaction - INFO - Epoch [13][240/897] lr: 1.374e-01, eta: 1 day, 1:38:00, time: 1.537, data_time: 0.007, memory: 8462, top1_acc: 0.3271, top5_acc: 0.6161, loss_cls: 2.8584, loss: 2.8584, grad_norm: 1.7304 2021-06-06 06:06:16,736 - mmaction - INFO - Epoch [13][260/897] lr: 1.374e-01, eta: 1 day, 1:36:45, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6245, loss_cls: 2.8110, loss: 2.8110, grad_norm: 1.7290 2021-06-06 06:06:48,101 - mmaction - INFO - Epoch [13][280/897] lr: 1.374e-01, eta: 1 day, 1:35:30, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.3005, top5_acc: 0.5896, loss_cls: 2.9148, loss: 2.9148, grad_norm: 1.7588 2021-06-06 06:07:20,042 - mmaction - INFO - Epoch [13][300/897] lr: 1.374e-01, eta: 1 day, 1:34:18, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.3172, top5_acc: 0.5901, loss_cls: 2.9334, loss: 2.9334, grad_norm: 1.7354 2021-06-06 06:07:51,748 - mmaction - INFO - Epoch [13][320/897] lr: 1.374e-01, eta: 1 day, 1:33:05, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.3250, top5_acc: 0.5943, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.7032 2021-06-06 06:08:23,484 - mmaction - INFO - Epoch [13][340/897] lr: 1.374e-01, eta: 1 day, 1:31:52, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6271, loss_cls: 2.7726, loss: 2.7726, grad_norm: 1.7469 2021-06-06 06:08:54,772 - mmaction - INFO - Epoch [13][360/897] lr: 1.374e-01, eta: 1 day, 1:30:37, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.6177, loss_cls: 2.8099, loss: 2.8099, grad_norm: 1.7790 2021-06-06 06:09:26,221 - mmaction - INFO - Epoch [13][380/897] lr: 1.374e-01, eta: 1 day, 1:29:23, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.3146, top5_acc: 0.6109, loss_cls: 2.8811, loss: 2.8811, grad_norm: 1.8039 2021-06-06 06:09:57,317 - mmaction - INFO - Epoch [13][400/897] lr: 1.374e-01, eta: 1 day, 1:28:08, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3245, top5_acc: 0.6062, loss_cls: 2.8613, loss: 2.8613, grad_norm: 1.7991 2021-06-06 06:10:29,366 - mmaction - INFO - Epoch [13][420/897] lr: 1.374e-01, eta: 1 day, 1:26:57, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3193, top5_acc: 0.5891, loss_cls: 2.9117, loss: 2.9117, grad_norm: 1.6812 2021-06-06 06:11:00,263 - mmaction - INFO - Epoch [13][440/897] lr: 1.374e-01, eta: 1 day, 1:25:41, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.3156, top5_acc: 0.5938, loss_cls: 2.9222, loss: 2.9222, grad_norm: 1.7133 2021-06-06 06:11:31,011 - mmaction - INFO - Epoch [13][460/897] lr: 1.374e-01, eta: 1 day, 1:24:25, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6031, loss_cls: 2.8469, loss: 2.8469, grad_norm: 1.7430 2021-06-06 06:12:02,200 - mmaction - INFO - Epoch [13][480/897] lr: 1.374e-01, eta: 1 day, 1:23:11, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.3099, top5_acc: 0.6057, loss_cls: 2.8547, loss: 2.8547, grad_norm: 1.7751 2021-06-06 06:12:32,713 - mmaction - INFO - Epoch [13][500/897] lr: 1.374e-01, eta: 1 day, 1:21:54, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.3240, top5_acc: 0.6052, loss_cls: 2.8732, loss: 2.8732, grad_norm: 1.7501 2021-06-06 06:13:03,577 - mmaction - INFO - Epoch [13][520/897] lr: 1.374e-01, eta: 1 day, 1:20:39, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.3156, top5_acc: 0.6135, loss_cls: 2.9048, loss: 2.9048, grad_norm: 1.7129 2021-06-06 06:13:34,185 - mmaction - INFO - Epoch [13][540/897] lr: 1.374e-01, eta: 1 day, 1:19:23, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3115, top5_acc: 0.6177, loss_cls: 2.8671, loss: 2.8671, grad_norm: 1.7127 2021-06-06 06:14:05,838 - mmaction - INFO - Epoch [13][560/897] lr: 1.374e-01, eta: 1 day, 1:18:11, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.3182, top5_acc: 0.6068, loss_cls: 2.8930, loss: 2.8930, grad_norm: 1.6764 2021-06-06 06:14:36,078 - mmaction - INFO - Epoch [13][580/897] lr: 1.374e-01, eta: 1 day, 1:16:54, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.3078, top5_acc: 0.5859, loss_cls: 2.9261, loss: 2.9261, grad_norm: 1.7275 2021-06-06 06:15:07,566 - mmaction - INFO - Epoch [13][600/897] lr: 1.374e-01, eta: 1 day, 1:15:42, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.3172, top5_acc: 0.6042, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.8055 2021-06-06 06:15:38,733 - mmaction - INFO - Epoch [13][620/897] lr: 1.374e-01, eta: 1 day, 1:14:29, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.3323, top5_acc: 0.5958, loss_cls: 2.8679, loss: 2.8679, grad_norm: 1.7459 2021-06-06 06:16:11,032 - mmaction - INFO - Epoch [13][640/897] lr: 1.374e-01, eta: 1 day, 1:13:20, time: 1.616, data_time: 0.003, memory: 8462, top1_acc: 0.3172, top5_acc: 0.5891, loss_cls: 2.9272, loss: 2.9272, grad_norm: 1.7497 2021-06-06 06:16:42,774 - mmaction - INFO - Epoch [13][660/897] lr: 1.374e-01, eta: 1 day, 1:12:10, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.3260, top5_acc: 0.6099, loss_cls: 2.8431, loss: 2.8431, grad_norm: 1.6738 2021-06-06 06:17:14,635 - mmaction - INFO - Epoch [13][680/897] lr: 1.374e-01, eta: 1 day, 1:11:00, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.5932, loss_cls: 2.8891, loss: 2.8891, grad_norm: 1.7929 2021-06-06 06:17:46,559 - mmaction - INFO - Epoch [13][700/897] lr: 1.374e-01, eta: 1 day, 1:09:50, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6031, loss_cls: 2.8436, loss: 2.8436, grad_norm: 1.7274 2021-06-06 06:18:19,213 - mmaction - INFO - Epoch [13][720/897] lr: 1.374e-01, eta: 1 day, 1:08:43, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6214, loss_cls: 2.8040, loss: 2.8040, grad_norm: 1.7282 2021-06-06 06:18:52,841 - mmaction - INFO - Epoch [13][740/897] lr: 1.374e-01, eta: 1 day, 1:07:41, time: 1.681, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.5984, loss_cls: 2.8657, loss: 2.8657, grad_norm: 1.7113 2021-06-06 06:19:26,284 - mmaction - INFO - Epoch [13][760/897] lr: 1.374e-01, eta: 1 day, 1:06:38, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6005, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.7424 2021-06-06 06:19:59,255 - mmaction - INFO - Epoch [13][780/897] lr: 1.374e-01, eta: 1 day, 1:05:33, time: 1.648, data_time: 0.001, memory: 8462, top1_acc: 0.3172, top5_acc: 0.5927, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.7029 2021-06-06 06:20:32,511 - mmaction - INFO - Epoch [13][800/897] lr: 1.374e-01, eta: 1 day, 1:04:29, time: 1.663, data_time: 0.001, memory: 8462, top1_acc: 0.3208, top5_acc: 0.6016, loss_cls: 2.8513, loss: 2.8513, grad_norm: 1.7253 2021-06-06 06:21:06,217 - mmaction - INFO - Epoch [13][820/897] lr: 1.374e-01, eta: 1 day, 1:03:27, time: 1.686, data_time: 0.001, memory: 8462, top1_acc: 0.3292, top5_acc: 0.6292, loss_cls: 2.8409, loss: 2.8409, grad_norm: 1.7664 2021-06-06 06:21:40,092 - mmaction - INFO - Epoch [13][840/897] lr: 1.374e-01, eta: 1 day, 1:02:26, time: 1.694, data_time: 0.001, memory: 8462, top1_acc: 0.3266, top5_acc: 0.6203, loss_cls: 2.8651, loss: 2.8651, grad_norm: 1.7152 2021-06-06 06:22:11,218 - mmaction - INFO - Epoch [13][860/897] lr: 1.374e-01, eta: 1 day, 1:01:14, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.3224, top5_acc: 0.6036, loss_cls: 2.8608, loss: 2.8608, grad_norm: 1.7311 2021-06-06 06:22:42,071 - mmaction - INFO - Epoch [13][880/897] lr: 1.374e-01, eta: 1 day, 1:00:02, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6219, loss_cls: 2.8288, loss: 2.8288, grad_norm: 1.7204 2021-06-06 06:23:14,407 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-06 06:31:08,714 - mmaction - INFO - Epoch [14][20/897] lr: 1.352e-01, eta: 1 day, 1:24:55, time: 23.648, data_time: 22.645, memory: 8462, top1_acc: 0.3302, top5_acc: 0.6068, loss_cls: 2.8758, loss: 2.8758, grad_norm: 1.7211 2021-06-06 06:31:26,535 - mmaction - INFO - Epoch [14][40/897] lr: 1.352e-01, eta: 1 day, 1:22:49, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.3323, top5_acc: 0.6234, loss_cls: 2.8276, loss: 2.8276, grad_norm: 1.7303 2021-06-06 06:31:44,865 - mmaction - INFO - Epoch [14][60/897] lr: 1.352e-01, eta: 1 day, 1:20:44, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6188, loss_cls: 2.8051, loss: 2.8051, grad_norm: 1.7380 2021-06-06 06:32:03,982 - mmaction - INFO - Epoch [14][80/897] lr: 1.352e-01, eta: 1 day, 1:18:43, time: 0.956, data_time: 0.001, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6073, loss_cls: 2.8494, loss: 2.8494, grad_norm: 1.7360 2021-06-06 06:32:25,359 - mmaction - INFO - Epoch [14][100/897] lr: 1.352e-01, eta: 1 day, 1:16:52, time: 1.069, data_time: 0.001, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6182, loss_cls: 2.8103, loss: 2.8103, grad_norm: 1.6636 2021-06-06 06:32:48,574 - mmaction - INFO - Epoch [14][120/897] lr: 1.352e-01, eta: 1 day, 1:15:07, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.3302, top5_acc: 0.6130, loss_cls: 2.8017, loss: 2.8017, grad_norm: 1.7580 2021-06-06 06:33:14,686 - mmaction - INFO - Epoch [14][140/897] lr: 1.352e-01, eta: 1 day, 1:13:34, time: 1.306, data_time: 0.001, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6292, loss_cls: 2.7421, loss: 2.7421, grad_norm: 1.7719 2021-06-06 06:33:41,056 - mmaction - INFO - Epoch [14][160/897] lr: 1.352e-01, eta: 1 day, 1:12:03, time: 1.318, data_time: 0.001, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6120, loss_cls: 2.8360, loss: 2.8360, grad_norm: 1.7820 2021-06-06 06:34:09,721 - mmaction - INFO - Epoch [14][180/897] lr: 1.352e-01, eta: 1 day, 1:10:40, time: 1.433, data_time: 0.001, memory: 8462, top1_acc: 0.3354, top5_acc: 0.6229, loss_cls: 2.7871, loss: 2.7871, grad_norm: 1.7560 2021-06-06 06:34:39,203 - mmaction - INFO - Epoch [14][200/897] lr: 1.352e-01, eta: 1 day, 1:09:21, time: 1.474, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6078, loss_cls: 2.8345, loss: 2.8345, grad_norm: 1.7754 2021-06-06 06:35:09,613 - mmaction - INFO - Epoch [14][220/897] lr: 1.352e-01, eta: 1 day, 1:08:05, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.3312, top5_acc: 0.5984, loss_cls: 2.8809, loss: 2.8809, grad_norm: 1.7258 2021-06-06 06:35:39,488 - mmaction - INFO - Epoch [14][240/897] lr: 1.352e-01, eta: 1 day, 1:06:47, time: 1.494, data_time: 0.003, memory: 8462, top1_acc: 0.3224, top5_acc: 0.6156, loss_cls: 2.8458, loss: 2.8458, grad_norm: 1.7161 2021-06-06 06:36:09,968 - mmaction - INFO - Epoch [14][260/897] lr: 1.352e-01, eta: 1 day, 1:05:32, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6229, loss_cls: 2.7550, loss: 2.7550, grad_norm: 1.7553 2021-06-06 06:36:41,242 - mmaction - INFO - Epoch [14][280/897] lr: 1.352e-01, eta: 1 day, 1:04:20, time: 1.564, data_time: 0.002, memory: 8462, top1_acc: 0.3198, top5_acc: 0.6234, loss_cls: 2.8390, loss: 2.8390, grad_norm: 1.7553 2021-06-06 06:37:14,092 - mmaction - INFO - Epoch [14][300/897] lr: 1.352e-01, eta: 1 day, 1:03:15, time: 1.642, data_time: 0.001, memory: 8462, top1_acc: 0.3224, top5_acc: 0.6016, loss_cls: 2.8532, loss: 2.8532, grad_norm: 1.7812 2021-06-06 06:37:45,161 - mmaction - INFO - Epoch [14][320/897] lr: 1.352e-01, eta: 1 day, 1:02:02, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.3354, top5_acc: 0.6312, loss_cls: 2.7874, loss: 2.7874, grad_norm: 1.7502 2021-06-06 06:38:16,736 - mmaction - INFO - Epoch [14][340/897] lr: 1.352e-01, eta: 1 day, 1:00:52, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.3219, top5_acc: 0.6031, loss_cls: 2.8730, loss: 2.8730, grad_norm: 1.7460 2021-06-06 06:38:49,990 - mmaction - INFO - Epoch [14][360/897] lr: 1.352e-01, eta: 1 day, 0:59:48, time: 1.663, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6146, loss_cls: 2.7959, loss: 2.7959, grad_norm: 1.8115 2021-06-06 06:39:22,022 - mmaction - INFO - Epoch [14][380/897] lr: 1.352e-01, eta: 1 day, 0:58:40, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3078, top5_acc: 0.6031, loss_cls: 2.9184, loss: 2.9184, grad_norm: 1.7531 2021-06-06 06:39:55,274 - mmaction - INFO - Epoch [14][400/897] lr: 1.352e-01, eta: 1 day, 0:57:36, time: 1.663, data_time: 0.001, memory: 8462, top1_acc: 0.3234, top5_acc: 0.6172, loss_cls: 2.8780, loss: 2.8780, grad_norm: 1.7256 2021-06-06 06:40:28,047 - mmaction - INFO - Epoch [14][420/897] lr: 1.352e-01, eta: 1 day, 0:56:31, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.3052, top5_acc: 0.6052, loss_cls: 2.8889, loss: 2.8889, grad_norm: 1.8028 2021-06-06 06:41:00,245 - mmaction - INFO - Epoch [14][440/897] lr: 1.352e-01, eta: 1 day, 0:55:23, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3229, top5_acc: 0.6078, loss_cls: 2.8728, loss: 2.8728, grad_norm: 1.7720 2021-06-06 06:41:31,602 - mmaction - INFO - Epoch [14][460/897] lr: 1.352e-01, eta: 1 day, 0:54:13, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.3385, top5_acc: 0.6182, loss_cls: 2.8238, loss: 2.8238, grad_norm: 1.7247 2021-06-06 06:42:04,157 - mmaction - INFO - Epoch [14][480/897] lr: 1.352e-01, eta: 1 day, 0:53:07, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.3224, top5_acc: 0.6193, loss_cls: 2.7995, loss: 2.7995, grad_norm: 1.7307 2021-06-06 06:42:34,321 - mmaction - INFO - Epoch [14][500/897] lr: 1.352e-01, eta: 1 day, 0:51:52, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.3250, top5_acc: 0.6057, loss_cls: 2.9117, loss: 2.9117, grad_norm: 1.7242 2021-06-06 06:43:06,557 - mmaction - INFO - Epoch [14][520/897] lr: 1.352e-01, eta: 1 day, 0:50:46, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6224, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.6971 2021-06-06 06:43:37,229 - mmaction - INFO - Epoch [14][540/897] lr: 1.352e-01, eta: 1 day, 0:49:33, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6208, loss_cls: 2.7612, loss: 2.7612, grad_norm: 1.7373 2021-06-06 06:44:08,279 - mmaction - INFO - Epoch [14][560/897] lr: 1.352e-01, eta: 1 day, 0:48:22, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6333, loss_cls: 2.7353, loss: 2.7353, grad_norm: 1.7188 2021-06-06 06:44:40,934 - mmaction - INFO - Epoch [14][580/897] lr: 1.352e-01, eta: 1 day, 0:47:17, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.3177, top5_acc: 0.6042, loss_cls: 2.8722, loss: 2.8722, grad_norm: 1.7451 2021-06-06 06:45:12,972 - mmaction - INFO - Epoch [14][600/897] lr: 1.352e-01, eta: 1 day, 0:46:10, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3177, top5_acc: 0.6016, loss_cls: 2.8663, loss: 2.8663, grad_norm: 1.7485 2021-06-06 06:45:46,049 - mmaction - INFO - Epoch [14][620/897] lr: 1.352e-01, eta: 1 day, 0:45:07, time: 1.654, data_time: 0.001, memory: 8462, top1_acc: 0.3125, top5_acc: 0.6125, loss_cls: 2.8393, loss: 2.8393, grad_norm: 1.7585 2021-06-06 06:46:18,484 - mmaction - INFO - Epoch [14][640/897] lr: 1.352e-01, eta: 1 day, 0:44:02, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6083, loss_cls: 2.8050, loss: 2.8050, grad_norm: 1.7055 2021-06-06 06:46:50,652 - mmaction - INFO - Epoch [14][660/897] lr: 1.352e-01, eta: 1 day, 0:42:56, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3240, top5_acc: 0.6219, loss_cls: 2.7779, loss: 2.7779, grad_norm: 1.7899 2021-06-06 06:47:24,046 - mmaction - INFO - Epoch [14][680/897] lr: 1.352e-01, eta: 1 day, 0:41:54, time: 1.670, data_time: 0.001, memory: 8462, top1_acc: 0.3115, top5_acc: 0.5896, loss_cls: 2.8873, loss: 2.8873, grad_norm: 1.7498 2021-06-06 06:47:55,848 - mmaction - INFO - Epoch [14][700/897] lr: 1.352e-01, eta: 1 day, 0:40:47, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.3156, top5_acc: 0.6036, loss_cls: 2.8862, loss: 2.8862, grad_norm: 1.6731 2021-06-06 06:48:27,713 - mmaction - INFO - Epoch [14][720/897] lr: 1.352e-01, eta: 1 day, 0:39:40, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3281, top5_acc: 0.6120, loss_cls: 2.8326, loss: 2.8326, grad_norm: 1.7489 2021-06-06 06:49:00,101 - mmaction - INFO - Epoch [14][740/897] lr: 1.352e-01, eta: 1 day, 0:38:35, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.3318, top5_acc: 0.6005, loss_cls: 2.8731, loss: 2.8731, grad_norm: 1.7472 2021-06-06 06:49:32,010 - mmaction - INFO - Epoch [14][760/897] lr: 1.352e-01, eta: 1 day, 0:37:28, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.3224, top5_acc: 0.6057, loss_cls: 2.8666, loss: 2.8666, grad_norm: 1.6953 2021-06-06 06:50:03,797 - mmaction - INFO - Epoch [14][780/897] lr: 1.352e-01, eta: 1 day, 0:36:21, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6255, loss_cls: 2.7653, loss: 2.7653, grad_norm: 1.7496 2021-06-06 06:50:36,028 - mmaction - INFO - Epoch [14][800/897] lr: 1.352e-01, eta: 1 day, 0:35:16, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6234, loss_cls: 2.7786, loss: 2.7786, grad_norm: 1.7944 2021-06-06 06:51:06,743 - mmaction - INFO - Epoch [14][820/897] lr: 1.352e-01, eta: 1 day, 0:34:05, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.3193, top5_acc: 0.6250, loss_cls: 2.8407, loss: 2.8407, grad_norm: 1.7451 2021-06-06 06:51:38,225 - mmaction - INFO - Epoch [14][840/897] lr: 1.352e-01, eta: 1 day, 0:32:57, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.3375, top5_acc: 0.6109, loss_cls: 2.8159, loss: 2.8159, grad_norm: 1.7129 2021-06-06 06:52:09,459 - mmaction - INFO - Epoch [14][860/897] lr: 1.352e-01, eta: 1 day, 0:31:49, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6245, loss_cls: 2.8084, loss: 2.8084, grad_norm: 1.7734 2021-06-06 06:52:40,185 - mmaction - INFO - Epoch [14][880/897] lr: 1.352e-01, eta: 1 day, 0:30:39, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.3203, top5_acc: 0.6073, loss_cls: 2.8339, loss: 2.8339, grad_norm: 1.7553 2021-06-06 06:53:10,531 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-06 07:00:52,118 - mmaction - INFO - Epoch [15][20/897] lr: 1.330e-01, eta: 1 day, 0:52:27, time: 23.016, data_time: 22.015, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6339, loss_cls: 2.7231, loss: 2.7231, grad_norm: 1.7606 2021-06-06 07:01:09,988 - mmaction - INFO - Epoch [15][40/897] lr: 1.330e-01, eta: 1 day, 0:50:29, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.3245, top5_acc: 0.6245, loss_cls: 2.7705, loss: 2.7705, grad_norm: 1.7798 2021-06-06 07:01:28,487 - mmaction - INFO - Epoch [15][60/897] lr: 1.330e-01, eta: 1 day, 0:48:33, time: 0.925, data_time: 0.001, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6411, loss_cls: 2.6907, loss: 2.6907, grad_norm: 1.7391 2021-06-06 07:01:47,542 - mmaction - INFO - Epoch [15][80/897] lr: 1.330e-01, eta: 1 day, 0:46:39, time: 0.953, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6432, loss_cls: 2.7530, loss: 2.7530, grad_norm: 1.7868 2021-06-06 07:02:08,452 - mmaction - INFO - Epoch [15][100/897] lr: 1.330e-01, eta: 1 day, 0:44:52, time: 1.045, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.5990, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.7877 2021-06-06 07:02:32,372 - mmaction - INFO - Epoch [15][120/897] lr: 1.330e-01, eta: 1 day, 0:43:17, time: 1.196, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6281, loss_cls: 2.7590, loss: 2.7590, grad_norm: 1.7448 2021-06-06 07:02:59,633 - mmaction - INFO - Epoch [15][140/897] lr: 1.330e-01, eta: 1 day, 0:41:53, time: 1.363, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6161, loss_cls: 2.8170, loss: 2.8170, grad_norm: 1.7962 2021-06-06 07:03:27,648 - mmaction - INFO - Epoch [15][160/897] lr: 1.330e-01, eta: 1 day, 0:40:32, time: 1.401, data_time: 0.001, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6339, loss_cls: 2.7194, loss: 2.7194, grad_norm: 1.7531 2021-06-06 07:03:57,376 - mmaction - INFO - Epoch [15][180/897] lr: 1.330e-01, eta: 1 day, 0:39:17, time: 1.486, data_time: 0.001, memory: 8462, top1_acc: 0.3359, top5_acc: 0.6198, loss_cls: 2.7518, loss: 2.7518, grad_norm: 1.7134 2021-06-06 07:04:27,517 - mmaction - INFO - Epoch [15][200/897] lr: 1.330e-01, eta: 1 day, 0:38:03, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.3229, top5_acc: 0.6167, loss_cls: 2.7804, loss: 2.7804, grad_norm: 1.7093 2021-06-06 07:04:57,805 - mmaction - INFO - Epoch [15][220/897] lr: 1.330e-01, eta: 1 day, 0:36:51, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6323, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.7307 2021-06-06 07:05:30,538 - mmaction - INFO - Epoch [15][240/897] lr: 1.330e-01, eta: 1 day, 0:35:46, time: 1.634, data_time: 0.008, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6182, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.7672 2021-06-06 07:06:01,939 - mmaction - INFO - Epoch [15][260/897] lr: 1.330e-01, eta: 1 day, 0:34:38, time: 1.573, data_time: 0.007, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6224, loss_cls: 2.8064, loss: 2.8064, grad_norm: 1.7701 2021-06-06 07:06:32,548 - mmaction - INFO - Epoch [15][280/897] lr: 1.330e-01, eta: 1 day, 0:33:27, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3281, top5_acc: 0.6115, loss_cls: 2.8122, loss: 2.8122, grad_norm: 1.7313 2021-06-06 07:07:03,172 - mmaction - INFO - Epoch [15][300/897] lr: 1.330e-01, eta: 1 day, 0:32:16, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6229, loss_cls: 2.7903, loss: 2.7903, grad_norm: 1.7327 2021-06-06 07:07:34,616 - mmaction - INFO - Epoch [15][320/897] lr: 1.330e-01, eta: 1 day, 0:31:08, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6432, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.7852 2021-06-06 07:08:05,545 - mmaction - INFO - Epoch [15][340/897] lr: 1.330e-01, eta: 1 day, 0:29:58, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6276, loss_cls: 2.7796, loss: 2.7796, grad_norm: 1.7829 2021-06-06 07:08:36,714 - mmaction - INFO - Epoch [15][360/897] lr: 1.330e-01, eta: 1 day, 0:28:49, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.3151, top5_acc: 0.6026, loss_cls: 2.8795, loss: 2.8795, grad_norm: 1.7613 2021-06-06 07:09:08,464 - mmaction - INFO - Epoch [15][380/897] lr: 1.330e-01, eta: 1 day, 0:27:43, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6146, loss_cls: 2.8328, loss: 2.8328, grad_norm: 1.7484 2021-06-06 07:09:39,434 - mmaction - INFO - Epoch [15][400/897] lr: 1.330e-01, eta: 1 day, 0:26:33, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.3438, top5_acc: 0.6146, loss_cls: 2.8021, loss: 2.8021, grad_norm: 1.7456 2021-06-06 07:10:10,046 - mmaction - INFO - Epoch [15][420/897] lr: 1.330e-01, eta: 1 day, 0:25:23, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6302, loss_cls: 2.7610, loss: 2.7610, grad_norm: 1.7714 2021-06-06 07:10:41,115 - mmaction - INFO - Epoch [15][440/897] lr: 1.330e-01, eta: 1 day, 0:24:14, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.3198, top5_acc: 0.6083, loss_cls: 2.8952, loss: 2.8952, grad_norm: 1.6719 2021-06-06 07:11:12,092 - mmaction - INFO - Epoch [15][460/897] lr: 1.330e-01, eta: 1 day, 0:23:06, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.3198, top5_acc: 0.6062, loss_cls: 2.8195, loss: 2.8195, grad_norm: 1.7180 2021-06-06 07:11:42,198 - mmaction - INFO - Epoch [15][480/897] lr: 1.330e-01, eta: 1 day, 0:21:54, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6354, loss_cls: 2.7027, loss: 2.7027, grad_norm: 1.7389 2021-06-06 07:12:13,345 - mmaction - INFO - Epoch [15][500/897] lr: 1.330e-01, eta: 1 day, 0:20:46, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6156, loss_cls: 2.7621, loss: 2.7621, grad_norm: 1.7802 2021-06-06 07:12:44,614 - mmaction - INFO - Epoch [15][520/897] lr: 1.330e-01, eta: 1 day, 0:19:38, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.3438, top5_acc: 0.6167, loss_cls: 2.8072, loss: 2.8072, grad_norm: 1.7512 2021-06-06 07:13:14,872 - mmaction - INFO - Epoch [15][540/897] lr: 1.330e-01, eta: 1 day, 0:18:27, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.3151, top5_acc: 0.6151, loss_cls: 2.8632, loss: 2.8632, grad_norm: 1.7623 2021-06-06 07:13:46,251 - mmaction - INFO - Epoch [15][560/897] lr: 1.330e-01, eta: 1 day, 0:17:21, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6328, loss_cls: 2.7366, loss: 2.7366, grad_norm: 1.8170 2021-06-06 07:14:17,495 - mmaction - INFO - Epoch [15][580/897] lr: 1.330e-01, eta: 1 day, 0:16:13, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.3281, top5_acc: 0.6240, loss_cls: 2.7994, loss: 2.7994, grad_norm: 1.7087 2021-06-06 07:14:47,985 - mmaction - INFO - Epoch [15][600/897] lr: 1.330e-01, eta: 1 day, 0:15:04, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6302, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.7368 2021-06-06 07:15:19,615 - mmaction - INFO - Epoch [15][620/897] lr: 1.330e-01, eta: 1 day, 0:13:58, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.3172, top5_acc: 0.6135, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.7360 2021-06-06 07:15:51,062 - mmaction - INFO - Epoch [15][640/897] lr: 1.330e-01, eta: 1 day, 0:12:52, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6182, loss_cls: 2.8120, loss: 2.8120, grad_norm: 1.7605 2021-06-06 07:16:23,036 - mmaction - INFO - Epoch [15][660/897] lr: 1.330e-01, eta: 1 day, 0:11:47, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.3469, top5_acc: 0.6396, loss_cls: 2.7440, loss: 2.7440, grad_norm: 1.7403 2021-06-06 07:16:55,591 - mmaction - INFO - Epoch [15][680/897] lr: 1.330e-01, eta: 1 day, 0:10:45, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6182, loss_cls: 2.7949, loss: 2.7949, grad_norm: 1.7800 2021-06-06 07:17:28,533 - mmaction - INFO - Epoch [15][700/897] lr: 1.330e-01, eta: 1 day, 0:09:44, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.3271, top5_acc: 0.6031, loss_cls: 2.8638, loss: 2.8638, grad_norm: 1.7541 2021-06-06 07:18:00,883 - mmaction - INFO - Epoch [15][720/897] lr: 1.330e-01, eta: 1 day, 0:08:41, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6406, loss_cls: 2.6975, loss: 2.6975, grad_norm: 1.7293 2021-06-06 07:18:33,040 - mmaction - INFO - Epoch [15][740/897] lr: 1.330e-01, eta: 1 day, 0:07:38, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6255, loss_cls: 2.7661, loss: 2.7661, grad_norm: 1.8096 2021-06-06 07:19:05,924 - mmaction - INFO - Epoch [15][760/897] lr: 1.330e-01, eta: 1 day, 0:06:37, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6172, loss_cls: 2.7700, loss: 2.7700, grad_norm: 1.7597 2021-06-06 07:19:39,792 - mmaction - INFO - Epoch [15][780/897] lr: 1.330e-01, eta: 1 day, 0:05:39, time: 1.693, data_time: 0.001, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6464, loss_cls: 2.7530, loss: 2.7530, grad_norm: 1.7720 2021-06-06 07:20:12,300 - mmaction - INFO - Epoch [15][800/897] lr: 1.330e-01, eta: 1 day, 0:04:37, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6276, loss_cls: 2.7350, loss: 2.7350, grad_norm: 1.7767 2021-06-06 07:20:45,752 - mmaction - INFO - Epoch [15][820/897] lr: 1.330e-01, eta: 1 day, 0:03:38, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.3151, top5_acc: 0.6208, loss_cls: 2.8816, loss: 2.8816, grad_norm: 1.7988 2021-06-06 07:21:19,474 - mmaction - INFO - Epoch [15][840/897] lr: 1.330e-01, eta: 1 day, 0:02:41, time: 1.686, data_time: 0.001, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6156, loss_cls: 2.8218, loss: 2.8218, grad_norm: 1.7246 2021-06-06 07:21:52,635 - mmaction - INFO - Epoch [15][860/897] lr: 1.330e-01, eta: 1 day, 0:01:41, time: 1.658, data_time: 0.001, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6250, loss_cls: 2.7357, loss: 2.7357, grad_norm: 1.8033 2021-06-06 07:22:25,346 - mmaction - INFO - Epoch [15][880/897] lr: 1.330e-01, eta: 1 day, 0:00:40, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6193, loss_cls: 2.7882, loss: 2.7882, grad_norm: 1.7900 2021-06-06 07:22:57,145 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-06 07:30:22,353 - mmaction - INFO - Epoch [16][20/897] lr: 1.306e-01, eta: 1 day, 0:19:38, time: 22.197, data_time: 21.230, memory: 8462, top1_acc: 0.3354, top5_acc: 0.6151, loss_cls: 2.8424, loss: 2.8424, grad_norm: 1.7819 2021-06-06 07:30:40,195 - mmaction - INFO - Epoch [16][40/897] lr: 1.306e-01, eta: 1 day, 0:17:46, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.3286, top5_acc: 0.6188, loss_cls: 2.8193, loss: 2.8193, grad_norm: 1.7302 2021-06-06 07:30:58,470 - mmaction - INFO - Epoch [16][60/897] lr: 1.306e-01, eta: 1 day, 0:15:56, time: 0.914, data_time: 0.001, memory: 8462, top1_acc: 0.3312, top5_acc: 0.6161, loss_cls: 2.7694, loss: 2.7694, grad_norm: 1.7814 2021-06-06 07:31:17,654 - mmaction - INFO - Epoch [16][80/897] lr: 1.306e-01, eta: 1 day, 0:14:10, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.7192, loss: 2.7192, grad_norm: 1.7166 2021-06-06 07:31:37,572 - mmaction - INFO - Epoch [16][100/897] lr: 1.306e-01, eta: 1 day, 0:12:26, time: 0.996, data_time: 0.001, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6490, loss_cls: 2.6734, loss: 2.6734, grad_norm: 1.7829 2021-06-06 07:32:00,143 - mmaction - INFO - Epoch [16][120/897] lr: 1.306e-01, eta: 1 day, 0:10:50, time: 1.129, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6396, loss_cls: 2.7443, loss: 2.7443, grad_norm: 1.8407 2021-06-06 07:32:25,594 - mmaction - INFO - Epoch [16][140/897] lr: 1.306e-01, eta: 1 day, 0:09:25, time: 1.273, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6260, loss_cls: 2.7923, loss: 2.7923, grad_norm: 1.7987 2021-06-06 07:32:52,947 - mmaction - INFO - Epoch [16][160/897] lr: 1.306e-01, eta: 1 day, 0:08:05, time: 1.368, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6333, loss_cls: 2.7462, loss: 2.7462, grad_norm: 1.7703 2021-06-06 07:33:21,981 - mmaction - INFO - Epoch [16][180/897] lr: 1.306e-01, eta: 1 day, 0:06:51, time: 1.451, data_time: 0.001, memory: 8462, top1_acc: 0.3406, top5_acc: 0.6406, loss_cls: 2.7569, loss: 2.7569, grad_norm: 1.7524 2021-06-06 07:33:50,230 - mmaction - INFO - Epoch [16][200/897] lr: 1.306e-01, eta: 1 day, 0:05:35, time: 1.413, data_time: 0.001, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6198, loss_cls: 2.7475, loss: 2.7475, grad_norm: 1.8022 2021-06-06 07:34:19,603 - mmaction - INFO - Epoch [16][220/897] lr: 1.306e-01, eta: 1 day, 0:04:23, time: 1.469, data_time: 0.001, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6411, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.7433 2021-06-06 07:34:50,963 - mmaction - INFO - Epoch [16][240/897] lr: 1.306e-01, eta: 1 day, 0:03:17, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6203, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.7607 2021-06-06 07:35:22,135 - mmaction - INFO - Epoch [16][260/897] lr: 1.306e-01, eta: 1 day, 0:02:10, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6422, loss_cls: 2.7134, loss: 2.7134, grad_norm: 1.7639 2021-06-06 07:35:53,242 - mmaction - INFO - Epoch [16][280/897] lr: 1.306e-01, eta: 1 day, 0:01:03, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6406, loss_cls: 2.7030, loss: 2.7030, grad_norm: 1.7527 2021-06-06 07:36:25,438 - mmaction - INFO - Epoch [16][300/897] lr: 1.306e-01, eta: 1 day, 0:00:00, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3458, top5_acc: 0.6333, loss_cls: 2.7491, loss: 2.7491, grad_norm: 1.7779 2021-06-06 07:36:58,449 - mmaction - INFO - Epoch [16][320/897] lr: 1.306e-01, eta: 23:59:00, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6292, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.7816 2021-06-06 07:37:29,868 - mmaction - INFO - Epoch [16][340/897] lr: 1.306e-01, eta: 23:57:55, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6271, loss_cls: 2.7478, loss: 2.7478, grad_norm: 1.7825 2021-06-06 07:38:02,697 - mmaction - INFO - Epoch [16][360/897] lr: 1.306e-01, eta: 23:56:54, time: 1.642, data_time: 0.001, memory: 8462, top1_acc: 0.3333, top5_acc: 0.6203, loss_cls: 2.7989, loss: 2.7989, grad_norm: 1.7660 2021-06-06 07:38:34,855 - mmaction - INFO - Epoch [16][380/897] lr: 1.306e-01, eta: 23:55:51, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3245, top5_acc: 0.6156, loss_cls: 2.8272, loss: 2.8272, grad_norm: 1.7322 2021-06-06 07:39:08,171 - mmaction - INFO - Epoch [16][400/897] lr: 1.306e-01, eta: 23:54:52, time: 1.666, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6255, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.8158 2021-06-06 07:39:41,743 - mmaction - INFO - Epoch [16][420/897] lr: 1.306e-01, eta: 23:53:54, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6307, loss_cls: 2.7729, loss: 2.7729, grad_norm: 1.6872 2021-06-06 07:40:14,209 - mmaction - INFO - Epoch [16][440/897] lr: 1.306e-01, eta: 23:52:52, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6312, loss_cls: 2.7250, loss: 2.7250, grad_norm: 1.8184 2021-06-06 07:40:47,472 - mmaction - INFO - Epoch [16][460/897] lr: 1.306e-01, eta: 23:51:53, time: 1.663, data_time: 0.001, memory: 8462, top1_acc: 0.3385, top5_acc: 0.6214, loss_cls: 2.7616, loss: 2.7616, grad_norm: 1.7730 2021-06-06 07:41:20,076 - mmaction - INFO - Epoch [16][480/897] lr: 1.306e-01, eta: 23:50:52, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6078, loss_cls: 2.8163, loss: 2.8163, grad_norm: 1.7387 2021-06-06 07:41:53,222 - mmaction - INFO - Epoch [16][500/897] lr: 1.306e-01, eta: 23:49:53, time: 1.657, data_time: 0.001, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6151, loss_cls: 2.7803, loss: 2.7803, grad_norm: 1.7208 2021-06-06 07:42:24,915 - mmaction - INFO - Epoch [16][520/897] lr: 1.306e-01, eta: 23:48:49, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6370, loss_cls: 2.7472, loss: 2.7472, grad_norm: 1.8196 2021-06-06 07:42:56,755 - mmaction - INFO - Epoch [16][540/897] lr: 1.306e-01, eta: 23:47:46, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6198, loss_cls: 2.8060, loss: 2.8060, grad_norm: 1.7683 2021-06-06 07:43:28,937 - mmaction - INFO - Epoch [16][560/897] lr: 1.306e-01, eta: 23:46:44, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6380, loss_cls: 2.7056, loss: 2.7056, grad_norm: 1.7944 2021-06-06 07:44:01,049 - mmaction - INFO - Epoch [16][580/897] lr: 1.306e-01, eta: 23:45:42, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.3510, top5_acc: 0.6464, loss_cls: 2.6975, loss: 2.6975, grad_norm: 1.7501 2021-06-06 07:44:32,989 - mmaction - INFO - Epoch [16][600/897] lr: 1.306e-01, eta: 23:44:39, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.3385, top5_acc: 0.6240, loss_cls: 2.7274, loss: 2.7274, grad_norm: 1.7663 2021-06-06 07:45:04,211 - mmaction - INFO - Epoch [16][620/897] lr: 1.306e-01, eta: 23:43:34, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3453, top5_acc: 0.6312, loss_cls: 2.7666, loss: 2.7666, grad_norm: 1.8206 2021-06-06 07:45:36,626 - mmaction - INFO - Epoch [16][640/897] lr: 1.306e-01, eta: 23:42:33, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.3370, top5_acc: 0.6276, loss_cls: 2.7789, loss: 2.7789, grad_norm: 1.8383 2021-06-06 07:46:07,520 - mmaction - INFO - Epoch [16][660/897] lr: 1.306e-01, eta: 23:41:28, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6417, loss_cls: 2.7060, loss: 2.7060, grad_norm: 1.8086 2021-06-06 07:46:38,444 - mmaction - INFO - Epoch [16][680/897] lr: 1.306e-01, eta: 23:40:22, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3255, top5_acc: 0.6260, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.7307 2021-06-06 07:47:09,520 - mmaction - INFO - Epoch [16][700/897] lr: 1.306e-01, eta: 23:39:18, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6281, loss_cls: 2.7331, loss: 2.7331, grad_norm: 1.7606 2021-06-06 07:47:40,548 - mmaction - INFO - Epoch [16][720/897] lr: 1.306e-01, eta: 23:38:13, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.3438, top5_acc: 0.6333, loss_cls: 2.7609, loss: 2.7609, grad_norm: 1.8201 2021-06-06 07:48:11,578 - mmaction - INFO - Epoch [16][740/897] lr: 1.306e-01, eta: 23:37:08, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6328, loss_cls: 2.7621, loss: 2.7621, grad_norm: 1.7688 2021-06-06 07:48:42,453 - mmaction - INFO - Epoch [16][760/897] lr: 1.306e-01, eta: 23:36:03, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.3385, top5_acc: 0.6193, loss_cls: 2.7719, loss: 2.7719, grad_norm: 1.7634 2021-06-06 07:49:13,740 - mmaction - INFO - Epoch [16][780/897] lr: 1.306e-01, eta: 23:34:59, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6339, loss_cls: 2.7222, loss: 2.7222, grad_norm: 1.7937 2021-06-06 07:49:45,090 - mmaction - INFO - Epoch [16][800/897] lr: 1.306e-01, eta: 23:33:56, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6297, loss_cls: 2.7400, loss: 2.7400, grad_norm: 1.7391 2021-06-06 07:50:15,754 - mmaction - INFO - Epoch [16][820/897] lr: 1.306e-01, eta: 23:32:50, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7637, loss: 2.7637, grad_norm: 1.7164 2021-06-06 07:50:47,073 - mmaction - INFO - Epoch [16][840/897] lr: 1.306e-01, eta: 23:31:47, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6276, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.7395 2021-06-06 07:51:18,392 - mmaction - INFO - Epoch [16][860/897] lr: 1.306e-01, eta: 23:30:43, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.3536, top5_acc: 0.6365, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.7662 2021-06-06 07:51:50,340 - mmaction - INFO - Epoch [16][880/897] lr: 1.306e-01, eta: 23:29:42, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6266, loss_cls: 2.7669, loss: 2.7669, grad_norm: 1.7726 2021-06-06 07:52:19,536 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-06 07:59:56,197 - mmaction - INFO - Epoch [17][20/897] lr: 1.280e-01, eta: 23:47:36, time: 22.769, data_time: 21.780, memory: 8462, top1_acc: 0.3365, top5_acc: 0.6302, loss_cls: 2.7605, loss: 2.7605, grad_norm: 1.7681 2021-06-06 08:00:14,058 - mmaction - INFO - Epoch [17][40/897] lr: 1.280e-01, eta: 23:45:50, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.3547, top5_acc: 0.6589, loss_cls: 2.6247, loss: 2.6247, grad_norm: 1.7827 2021-06-06 08:00:32,409 - mmaction - INFO - Epoch [17][60/897] lr: 1.280e-01, eta: 23:44:07, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6406, loss_cls: 2.7369, loss: 2.7369, grad_norm: 1.7988 2021-06-06 08:00:51,968 - mmaction - INFO - Epoch [17][80/897] lr: 1.280e-01, eta: 23:42:27, time: 0.978, data_time: 0.001, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6505, loss_cls: 2.6830, loss: 2.6830, grad_norm: 1.8103 2021-06-06 08:01:14,316 - mmaction - INFO - Epoch [17][100/897] lr: 1.280e-01, eta: 23:40:55, time: 1.117, data_time: 0.001, memory: 8462, top1_acc: 0.3281, top5_acc: 0.6318, loss_cls: 2.7891, loss: 2.7891, grad_norm: 1.8514 2021-06-06 08:01:37,799 - mmaction - INFO - Epoch [17][120/897] lr: 1.280e-01, eta: 23:39:28, time: 1.174, data_time: 0.001, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6453, loss_cls: 2.6963, loss: 2.6963, grad_norm: 1.7480 2021-06-06 08:02:04,287 - mmaction - INFO - Epoch [17][140/897] lr: 1.280e-01, eta: 23:38:09, time: 1.324, data_time: 0.001, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6516, loss_cls: 2.6475, loss: 2.6475, grad_norm: 1.8023 2021-06-06 08:02:31,407 - mmaction - INFO - Epoch [17][160/897] lr: 1.280e-01, eta: 23:36:52, time: 1.356, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6354, loss_cls: 2.7138, loss: 2.7138, grad_norm: 1.8565 2021-06-06 08:03:00,165 - mmaction - INFO - Epoch [17][180/897] lr: 1.280e-01, eta: 23:35:40, time: 1.438, data_time: 0.001, memory: 8462, top1_acc: 0.3380, top5_acc: 0.6510, loss_cls: 2.7025, loss: 2.7025, grad_norm: 1.7860 2021-06-06 08:03:29,986 - mmaction - INFO - Epoch [17][200/897] lr: 1.280e-01, eta: 23:34:32, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6490, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.8143 2021-06-06 08:03:59,747 - mmaction - INFO - Epoch [17][220/897] lr: 1.280e-01, eta: 23:33:23, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.3510, top5_acc: 0.6391, loss_cls: 2.7154, loss: 2.7154, grad_norm: 1.7763 2021-06-06 08:04:29,034 - mmaction - INFO - Epoch [17][240/897] lr: 1.280e-01, eta: 23:32:13, time: 1.464, data_time: 0.001, memory: 8462, top1_acc: 0.3438, top5_acc: 0.6250, loss_cls: 2.7227, loss: 2.7227, grad_norm: 1.7849 2021-06-06 08:04:59,191 - mmaction - INFO - Epoch [17][260/897] lr: 1.280e-01, eta: 23:31:06, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6458, loss_cls: 2.6937, loss: 2.6937, grad_norm: 1.8241 2021-06-06 08:05:30,063 - mmaction - INFO - Epoch [17][280/897] lr: 1.280e-01, eta: 23:30:01, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6521, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.7742 2021-06-06 08:06:00,781 - mmaction - INFO - Epoch [17][300/897] lr: 1.280e-01, eta: 23:28:56, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6198, loss_cls: 2.7480, loss: 2.7480, grad_norm: 1.8878 2021-06-06 08:06:30,796 - mmaction - INFO - Epoch [17][320/897] lr: 1.280e-01, eta: 23:27:49, time: 1.501, data_time: 0.001, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6406, loss_cls: 2.6733, loss: 2.6733, grad_norm: 1.7367 2021-06-06 08:07:01,900 - mmaction - INFO - Epoch [17][340/897] lr: 1.280e-01, eta: 23:26:45, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3536, top5_acc: 0.6260, loss_cls: 2.7650, loss: 2.7650, grad_norm: 1.8134 2021-06-06 08:07:31,956 - mmaction - INFO - Epoch [17][360/897] lr: 1.280e-01, eta: 23:25:38, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.3458, top5_acc: 0.6453, loss_cls: 2.7166, loss: 2.7166, grad_norm: 1.7701 2021-06-06 08:08:02,897 - mmaction - INFO - Epoch [17][380/897] lr: 1.280e-01, eta: 23:24:33, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6516, loss_cls: 2.6780, loss: 2.6780, grad_norm: 1.7699 2021-06-06 08:08:34,531 - mmaction - INFO - Epoch [17][400/897] lr: 1.280e-01, eta: 23:23:31, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6432, loss_cls: 2.7361, loss: 2.7361, grad_norm: 1.7983 2021-06-06 08:09:05,061 - mmaction - INFO - Epoch [17][420/897] lr: 1.280e-01, eta: 23:22:26, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6307, loss_cls: 2.7009, loss: 2.7009, grad_norm: 1.8058 2021-06-06 08:09:36,291 - mmaction - INFO - Epoch [17][440/897] lr: 1.280e-01, eta: 23:21:23, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6396, loss_cls: 2.6537, loss: 2.6537, grad_norm: 1.8080 2021-06-06 08:10:07,674 - mmaction - INFO - Epoch [17][460/897] lr: 1.280e-01, eta: 23:20:20, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6396, loss_cls: 2.7063, loss: 2.7063, grad_norm: 1.8297 2021-06-06 08:10:39,995 - mmaction - INFO - Epoch [17][480/897] lr: 1.280e-01, eta: 23:19:20, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6229, loss_cls: 2.7301, loss: 2.7301, grad_norm: 1.7740 2021-06-06 08:11:12,110 - mmaction - INFO - Epoch [17][500/897] lr: 1.280e-01, eta: 23:18:20, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6302, loss_cls: 2.7114, loss: 2.7114, grad_norm: 1.7950 2021-06-06 08:11:44,307 - mmaction - INFO - Epoch [17][520/897] lr: 1.280e-01, eta: 23:17:19, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6490, loss_cls: 2.6404, loss: 2.6404, grad_norm: 1.7631 2021-06-06 08:12:16,935 - mmaction - INFO - Epoch [17][540/897] lr: 1.280e-01, eta: 23:16:21, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6333, loss_cls: 2.7055, loss: 2.7055, grad_norm: 1.8422 2021-06-06 08:12:49,163 - mmaction - INFO - Epoch [17][560/897] lr: 1.280e-01, eta: 23:15:21, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.3182, top5_acc: 0.6036, loss_cls: 2.8011, loss: 2.8011, grad_norm: 1.7772 2021-06-06 08:13:21,303 - mmaction - INFO - Epoch [17][580/897] lr: 1.280e-01, eta: 23:14:21, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6391, loss_cls: 2.6821, loss: 2.6821, grad_norm: 1.7723 2021-06-06 08:13:55,198 - mmaction - INFO - Epoch [17][600/897] lr: 1.280e-01, eta: 23:13:26, time: 1.695, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6380, loss_cls: 2.7310, loss: 2.7310, grad_norm: 1.7798 2021-06-06 08:14:27,693 - mmaction - INFO - Epoch [17][620/897] lr: 1.280e-01, eta: 23:12:27, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.3297, top5_acc: 0.6250, loss_cls: 2.7782, loss: 2.7782, grad_norm: 1.8472 2021-06-06 08:15:01,246 - mmaction - INFO - Epoch [17][640/897] lr: 1.280e-01, eta: 23:11:31, time: 1.678, data_time: 0.001, memory: 8462, top1_acc: 0.3432, top5_acc: 0.6307, loss_cls: 2.7455, loss: 2.7455, grad_norm: 1.7829 2021-06-06 08:15:33,726 - mmaction - INFO - Epoch [17][660/897] lr: 1.280e-01, eta: 23:10:32, time: 1.624, data_time: 0.002, memory: 8462, top1_acc: 0.3323, top5_acc: 0.6260, loss_cls: 2.7480, loss: 2.7480, grad_norm: 1.8325 2021-06-06 08:16:05,778 - mmaction - INFO - Epoch [17][680/897] lr: 1.280e-01, eta: 23:09:32, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6255, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.7672 2021-06-06 08:16:38,192 - mmaction - INFO - Epoch [17][700/897] lr: 1.280e-01, eta: 23:08:33, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.3469, top5_acc: 0.6292, loss_cls: 2.7101, loss: 2.7101, grad_norm: 1.8333 2021-06-06 08:17:10,279 - mmaction - INFO - Epoch [17][720/897] lr: 1.280e-01, eta: 23:07:34, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6292, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.7962 2021-06-06 08:17:42,937 - mmaction - INFO - Epoch [17][740/897] lr: 1.280e-01, eta: 23:06:36, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.3479, top5_acc: 0.6328, loss_cls: 2.7114, loss: 2.7114, grad_norm: 1.8044 2021-06-06 08:18:15,563 - mmaction - INFO - Epoch [17][760/897] lr: 1.280e-01, eta: 23:05:37, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6260, loss_cls: 2.7423, loss: 2.7423, grad_norm: 1.8221 2021-06-06 08:18:47,325 - mmaction - INFO - Epoch [17][780/897] lr: 1.280e-01, eta: 23:04:37, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.3323, top5_acc: 0.6214, loss_cls: 2.7641, loss: 2.7641, grad_norm: 1.7850 2021-06-06 08:19:20,532 - mmaction - INFO - Epoch [17][800/897] lr: 1.280e-01, eta: 23:03:41, time: 1.660, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6161, loss_cls: 2.7467, loss: 2.7467, grad_norm: 1.7939 2021-06-06 08:19:51,727 - mmaction - INFO - Epoch [17][820/897] lr: 1.280e-01, eta: 23:02:39, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.3516, top5_acc: 0.6552, loss_cls: 2.6986, loss: 2.6986, grad_norm: 1.8193 2021-06-06 08:20:23,711 - mmaction - INFO - Epoch [17][840/897] lr: 1.280e-01, eta: 23:01:39, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6365, loss_cls: 2.7552, loss: 2.7552, grad_norm: 1.8364 2021-06-06 08:20:54,463 - mmaction - INFO - Epoch [17][860/897] lr: 1.280e-01, eta: 23:00:36, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.3318, top5_acc: 0.6250, loss_cls: 2.7580, loss: 2.7580, grad_norm: 1.7949 2021-06-06 08:21:26,601 - mmaction - INFO - Epoch [17][880/897] lr: 1.280e-01, eta: 22:59:37, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.3396, top5_acc: 0.6177, loss_cls: 2.7838, loss: 2.7838, grad_norm: 1.7394 2021-06-06 08:21:56,273 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-06 08:29:20,221 - mmaction - INFO - Epoch [18][20/897] lr: 1.254e-01, eta: 23:15:26, time: 22.132, data_time: 21.158, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6484, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.7548 2021-06-06 08:29:38,150 - mmaction - INFO - Epoch [18][40/897] lr: 1.254e-01, eta: 23:13:46, time: 0.900, data_time: 0.005, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6516, loss_cls: 2.6916, loss: 2.6916, grad_norm: 1.8273 2021-06-06 08:29:56,574 - mmaction - INFO - Epoch [18][60/897] lr: 1.254e-01, eta: 23:12:08, time: 0.921, data_time: 0.001, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6562, loss_cls: 2.6056, loss: 2.6056, grad_norm: 1.8678 2021-06-06 08:30:18,408 - mmaction - INFO - Epoch [18][80/897] lr: 1.254e-01, eta: 23:10:39, time: 1.091, data_time: 0.001, memory: 8462, top1_acc: 0.3339, top5_acc: 0.6219, loss_cls: 2.7439, loss: 2.7439, grad_norm: 1.8226 2021-06-06 08:30:38,653 - mmaction - INFO - Epoch [18][100/897] lr: 1.254e-01, eta: 23:09:07, time: 1.013, data_time: 0.002, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6594, loss_cls: 2.6153, loss: 2.6153, grad_norm: 1.8003 2021-06-06 08:31:03,391 - mmaction - INFO - Epoch [18][120/897] lr: 1.254e-01, eta: 23:07:46, time: 1.237, data_time: 0.001, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6557, loss_cls: 2.6756, loss: 2.6756, grad_norm: 1.8839 2021-06-06 08:31:31,629 - mmaction - INFO - Epoch [18][140/897] lr: 1.254e-01, eta: 23:06:35, time: 1.412, data_time: 0.001, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6448, loss_cls: 2.7027, loss: 2.7027, grad_norm: 1.8112 2021-06-06 08:32:00,794 - mmaction - INFO - Epoch [18][160/897] lr: 1.254e-01, eta: 23:05:27, time: 1.458, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6276, loss_cls: 2.7541, loss: 2.7541, grad_norm: 1.7820 2021-06-06 08:32:30,531 - mmaction - INFO - Epoch [18][180/897] lr: 1.254e-01, eta: 23:04:21, time: 1.487, data_time: 0.001, memory: 8462, top1_acc: 0.3635, top5_acc: 0.6422, loss_cls: 2.6842, loss: 2.6842, grad_norm: 1.8517 2021-06-06 08:33:01,983 - mmaction - INFO - Epoch [18][200/897] lr: 1.254e-01, eta: 23:03:19, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6344, loss_cls: 2.7250, loss: 2.7250, grad_norm: 1.7688 2021-06-06 08:33:33,456 - mmaction - INFO - Epoch [18][220/897] lr: 1.254e-01, eta: 23:02:18, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6573, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.8096 2021-06-06 08:34:05,139 - mmaction - INFO - Epoch [18][240/897] lr: 1.254e-01, eta: 23:01:17, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6422, loss_cls: 2.6895, loss: 2.6895, grad_norm: 1.8524 2021-06-06 08:34:36,293 - mmaction - INFO - Epoch [18][260/897] lr: 1.254e-01, eta: 23:00:15, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6479, loss_cls: 2.7238, loss: 2.7238, grad_norm: 1.8776 2021-06-06 08:35:09,071 - mmaction - INFO - Epoch [18][280/897] lr: 1.254e-01, eta: 22:59:17, time: 1.639, data_time: 0.001, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6552, loss_cls: 2.6138, loss: 2.6138, grad_norm: 1.8478 2021-06-06 08:35:40,019 - mmaction - INFO - Epoch [18][300/897] lr: 1.254e-01, eta: 22:58:15, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6448, loss_cls: 2.6697, loss: 2.6697, grad_norm: 1.8130 2021-06-06 08:36:12,339 - mmaction - INFO - Epoch [18][320/897] lr: 1.254e-01, eta: 22:57:16, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.3531, top5_acc: 0.6490, loss_cls: 2.6826, loss: 2.6826, grad_norm: 1.8429 2021-06-06 08:36:43,978 - mmaction - INFO - Epoch [18][340/897] lr: 1.254e-01, eta: 22:56:15, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6458, loss_cls: 2.7349, loss: 2.7349, grad_norm: 1.8044 2021-06-06 08:37:15,716 - mmaction - INFO - Epoch [18][360/897] lr: 1.254e-01, eta: 22:55:15, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6401, loss_cls: 2.6716, loss: 2.6716, grad_norm: 1.8116 2021-06-06 08:37:47,675 - mmaction - INFO - Epoch [18][380/897] lr: 1.254e-01, eta: 22:54:15, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.3510, top5_acc: 0.6536, loss_cls: 2.6774, loss: 2.6774, grad_norm: 1.8323 2021-06-06 08:38:19,656 - mmaction - INFO - Epoch [18][400/897] lr: 1.254e-01, eta: 22:53:16, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6375, loss_cls: 2.7033, loss: 2.7033, grad_norm: 1.7561 2021-06-06 08:38:51,233 - mmaction - INFO - Epoch [18][420/897] lr: 1.254e-01, eta: 22:52:15, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6438, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.7874 2021-06-06 08:39:22,462 - mmaction - INFO - Epoch [18][440/897] lr: 1.254e-01, eta: 22:51:14, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6474, loss_cls: 2.6653, loss: 2.6653, grad_norm: 1.7782 2021-06-06 08:39:53,479 - mmaction - INFO - Epoch [18][460/897] lr: 1.254e-01, eta: 22:50:12, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6453, loss_cls: 2.6542, loss: 2.6542, grad_norm: 1.8154 2021-06-06 08:40:26,062 - mmaction - INFO - Epoch [18][480/897] lr: 1.254e-01, eta: 22:49:15, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6422, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.8016 2021-06-06 08:40:56,516 - mmaction - INFO - Epoch [18][500/897] lr: 1.254e-01, eta: 22:48:11, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.3417, top5_acc: 0.6490, loss_cls: 2.6985, loss: 2.6985, grad_norm: 1.8386 2021-06-06 08:41:28,003 - mmaction - INFO - Epoch [18][520/897] lr: 1.254e-01, eta: 22:47:11, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6432, loss_cls: 2.6897, loss: 2.6897, grad_norm: 1.8009 2021-06-06 08:41:59,278 - mmaction - INFO - Epoch [18][540/897] lr: 1.254e-01, eta: 22:46:10, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6667, loss_cls: 2.5911, loss: 2.5911, grad_norm: 1.8613 2021-06-06 08:42:29,761 - mmaction - INFO - Epoch [18][560/897] lr: 1.254e-01, eta: 22:45:07, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.3422, top5_acc: 0.6323, loss_cls: 2.7325, loss: 2.7325, grad_norm: 1.8366 2021-06-06 08:43:01,184 - mmaction - INFO - Epoch [18][580/897] lr: 1.254e-01, eta: 22:44:07, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.6984, loss: 2.6984, grad_norm: 1.7485 2021-06-06 08:43:32,224 - mmaction - INFO - Epoch [18][600/897] lr: 1.254e-01, eta: 22:43:06, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6281, loss_cls: 2.7066, loss: 2.7066, grad_norm: 1.8064 2021-06-06 08:44:03,508 - mmaction - INFO - Epoch [18][620/897] lr: 1.254e-01, eta: 22:42:05, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6307, loss_cls: 2.7020, loss: 2.7020, grad_norm: 1.7688 2021-06-06 08:44:35,688 - mmaction - INFO - Epoch [18][640/897] lr: 1.254e-01, eta: 22:41:07, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6396, loss_cls: 2.6495, loss: 2.6495, grad_norm: 1.7834 2021-06-06 08:45:06,516 - mmaction - INFO - Epoch [18][660/897] lr: 1.254e-01, eta: 22:40:06, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.3438, top5_acc: 0.6474, loss_cls: 2.7037, loss: 2.7037, grad_norm: 1.8306 2021-06-06 08:45:39,082 - mmaction - INFO - Epoch [18][680/897] lr: 1.254e-01, eta: 22:39:09, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6453, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.8088 2021-06-06 08:46:10,860 - mmaction - INFO - Epoch [18][700/897] lr: 1.254e-01, eta: 22:38:10, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.3542, top5_acc: 0.6432, loss_cls: 2.6736, loss: 2.6736, grad_norm: 1.8175 2021-06-06 08:46:43,712 - mmaction - INFO - Epoch [18][720/897] lr: 1.254e-01, eta: 22:37:14, time: 1.643, data_time: 0.001, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6438, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.7934 2021-06-06 08:47:15,425 - mmaction - INFO - Epoch [18][740/897] lr: 1.254e-01, eta: 22:36:15, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6422, loss_cls: 2.6872, loss: 2.6872, grad_norm: 1.8116 2021-06-06 08:47:48,265 - mmaction - INFO - Epoch [18][760/897] lr: 1.254e-01, eta: 22:35:19, time: 1.642, data_time: 0.001, memory: 8462, top1_acc: 0.3411, top5_acc: 0.6401, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.7539 2021-06-06 08:48:20,917 - mmaction - INFO - Epoch [18][780/897] lr: 1.254e-01, eta: 22:34:23, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6432, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.8305 2021-06-06 08:48:53,803 - mmaction - INFO - Epoch [18][800/897] lr: 1.254e-01, eta: 22:33:27, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.3307, top5_acc: 0.6224, loss_cls: 2.7759, loss: 2.7759, grad_norm: 1.8308 2021-06-06 08:49:26,519 - mmaction - INFO - Epoch [18][820/897] lr: 1.254e-01, eta: 22:32:31, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6443, loss_cls: 2.7051, loss: 2.7051, grad_norm: 1.7673 2021-06-06 08:49:59,707 - mmaction - INFO - Epoch [18][840/897] lr: 1.254e-01, eta: 22:31:36, time: 1.659, data_time: 0.001, memory: 8462, top1_acc: 0.3583, top5_acc: 0.6578, loss_cls: 2.6304, loss: 2.6304, grad_norm: 1.8510 2021-06-06 08:50:33,270 - mmaction - INFO - Epoch [18][860/897] lr: 1.254e-01, eta: 22:30:42, time: 1.678, data_time: 0.001, memory: 8462, top1_acc: 0.3427, top5_acc: 0.6312, loss_cls: 2.7822, loss: 2.7822, grad_norm: 1.8516 2021-06-06 08:51:05,920 - mmaction - INFO - Epoch [18][880/897] lr: 1.254e-01, eta: 22:29:46, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6526, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.7782 2021-06-06 08:51:36,030 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-06 08:59:14,409 - mmaction - INFO - Epoch [19][20/897] lr: 1.226e-01, eta: 22:44:54, time: 22.856, data_time: 21.864, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6312, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.7853 2021-06-06 08:59:32,309 - mmaction - INFO - Epoch [19][40/897] lr: 1.226e-01, eta: 22:43:19, time: 0.896, data_time: 0.002, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6552, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.8236 2021-06-06 08:59:50,734 - mmaction - INFO - Epoch [19][60/897] lr: 1.226e-01, eta: 22:41:45, time: 0.921, data_time: 0.001, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6391, loss_cls: 2.6894, loss: 2.6894, grad_norm: 1.8706 2021-06-06 09:00:12,685 - mmaction - INFO - Epoch [19][80/897] lr: 1.226e-01, eta: 22:40:21, time: 1.095, data_time: 0.010, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6495, loss_cls: 2.6663, loss: 2.6663, grad_norm: 1.7588 2021-06-06 09:00:32,650 - mmaction - INFO - Epoch [19][100/897] lr: 1.226e-01, eta: 22:38:51, time: 1.000, data_time: 0.007, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6500, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.8175 2021-06-06 09:00:55,617 - mmaction - INFO - Epoch [19][120/897] lr: 1.226e-01, eta: 22:37:29, time: 1.148, data_time: 0.001, memory: 8462, top1_acc: 0.3495, top5_acc: 0.6505, loss_cls: 2.7167, loss: 2.7167, grad_norm: 1.8359 2021-06-06 09:01:21,592 - mmaction - INFO - Epoch [19][140/897] lr: 1.226e-01, eta: 22:36:15, time: 1.299, data_time: 0.001, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6266, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.8694 2021-06-06 09:01:47,922 - mmaction - INFO - Epoch [19][160/897] lr: 1.226e-01, eta: 22:35:02, time: 1.317, data_time: 0.001, memory: 8462, top1_acc: 0.3615, top5_acc: 0.6464, loss_cls: 2.6704, loss: 2.6704, grad_norm: 1.8439 2021-06-06 09:02:16,767 - mmaction - INFO - Epoch [19][180/897] lr: 1.226e-01, eta: 22:33:56, time: 1.442, data_time: 0.001, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6578, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.8227 2021-06-06 09:02:45,120 - mmaction - INFO - Epoch [19][200/897] lr: 1.226e-01, eta: 22:32:48, time: 1.418, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6250, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.8103 2021-06-06 09:03:14,470 - mmaction - INFO - Epoch [19][220/897] lr: 1.226e-01, eta: 22:31:43, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6557, loss_cls: 2.6242, loss: 2.6242, grad_norm: 1.7797 2021-06-06 09:03:44,933 - mmaction - INFO - Epoch [19][240/897] lr: 1.226e-01, eta: 22:30:41, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6469, loss_cls: 2.6533, loss: 2.6533, grad_norm: 1.7645 2021-06-06 09:04:16,353 - mmaction - INFO - Epoch [19][260/897] lr: 1.226e-01, eta: 22:29:41, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6547, loss_cls: 2.6366, loss: 2.6366, grad_norm: 1.8356 2021-06-06 09:04:47,527 - mmaction - INFO - Epoch [19][280/897] lr: 1.226e-01, eta: 22:28:41, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6578, loss_cls: 2.6078, loss: 2.6078, grad_norm: 1.8382 2021-06-06 09:05:19,662 - mmaction - INFO - Epoch [19][300/897] lr: 1.226e-01, eta: 22:27:43, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6562, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.8321 2021-06-06 09:05:50,401 - mmaction - INFO - Epoch [19][320/897] lr: 1.226e-01, eta: 22:26:42, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.3521, top5_acc: 0.6406, loss_cls: 2.6879, loss: 2.6879, grad_norm: 1.8153 2021-06-06 09:06:22,026 - mmaction - INFO - Epoch [19][340/897] lr: 1.226e-01, eta: 22:25:43, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6505, loss_cls: 2.6873, loss: 2.6873, grad_norm: 1.8745 2021-06-06 09:06:55,210 - mmaction - INFO - Epoch [19][360/897] lr: 1.226e-01, eta: 22:24:48, time: 1.659, data_time: 0.001, memory: 8462, top1_acc: 0.3599, top5_acc: 0.6359, loss_cls: 2.6911, loss: 2.6911, grad_norm: 1.8037 2021-06-06 09:07:28,349 - mmaction - INFO - Epoch [19][380/897] lr: 1.226e-01, eta: 22:23:53, time: 1.657, data_time: 0.001, memory: 8462, top1_acc: 0.3589, top5_acc: 0.6484, loss_cls: 2.6796, loss: 2.6796, grad_norm: 1.8167 2021-06-06 09:08:00,514 - mmaction - INFO - Epoch [19][400/897] lr: 1.226e-01, eta: 22:22:55, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6474, loss_cls: 2.6303, loss: 2.6303, grad_norm: 1.7896 2021-06-06 09:08:31,974 - mmaction - INFO - Epoch [19][420/897] lr: 1.226e-01, eta: 22:21:56, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6568, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.7590 2021-06-06 09:09:04,170 - mmaction - INFO - Epoch [19][440/897] lr: 1.226e-01, eta: 22:20:59, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3474, top5_acc: 0.6391, loss_cls: 2.7162, loss: 2.7162, grad_norm: 1.7860 2021-06-06 09:09:36,298 - mmaction - INFO - Epoch [19][460/897] lr: 1.226e-01, eta: 22:20:02, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6458, loss_cls: 2.6285, loss: 2.6285, grad_norm: 1.7981 2021-06-06 09:10:08,321 - mmaction - INFO - Epoch [19][480/897] lr: 1.226e-01, eta: 22:19:04, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6495, loss_cls: 2.6230, loss: 2.6230, grad_norm: 1.8108 2021-06-06 09:10:40,026 - mmaction - INFO - Epoch [19][500/897] lr: 1.226e-01, eta: 22:18:06, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6417, loss_cls: 2.6845, loss: 2.6845, grad_norm: 1.8705 2021-06-06 09:11:10,956 - mmaction - INFO - Epoch [19][520/897] lr: 1.226e-01, eta: 22:17:06, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6443, loss_cls: 2.6404, loss: 2.6404, grad_norm: 1.8002 2021-06-06 09:11:41,850 - mmaction - INFO - Epoch [19][540/897] lr: 1.226e-01, eta: 22:16:06, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.3505, top5_acc: 0.6365, loss_cls: 2.7313, loss: 2.7313, grad_norm: 1.8465 2021-06-06 09:12:12,838 - mmaction - INFO - Epoch [19][560/897] lr: 1.226e-01, eta: 22:15:06, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6349, loss_cls: 2.7264, loss: 2.7264, grad_norm: 1.8300 2021-06-06 09:12:43,398 - mmaction - INFO - Epoch [19][580/897] lr: 1.226e-01, eta: 22:14:05, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6552, loss_cls: 2.6811, loss: 2.6811, grad_norm: 1.8167 2021-06-06 09:13:14,012 - mmaction - INFO - Epoch [19][600/897] lr: 1.226e-01, eta: 22:13:05, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6729, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.8789 2021-06-06 09:13:44,431 - mmaction - INFO - Epoch [19][620/897] lr: 1.226e-01, eta: 22:12:04, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6510, loss_cls: 2.6778, loss: 2.6778, grad_norm: 1.8036 2021-06-06 09:14:15,370 - mmaction - INFO - Epoch [19][640/897] lr: 1.226e-01, eta: 22:11:04, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6391, loss_cls: 2.6804, loss: 2.6804, grad_norm: 1.8593 2021-06-06 09:14:46,641 - mmaction - INFO - Epoch [19][660/897] lr: 1.226e-01, eta: 22:10:05, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6594, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.8963 2021-06-06 09:15:17,055 - mmaction - INFO - Epoch [19][680/897] lr: 1.226e-01, eta: 22:09:05, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6443, loss_cls: 2.6617, loss: 2.6617, grad_norm: 1.7825 2021-06-06 09:15:47,133 - mmaction - INFO - Epoch [19][700/897] lr: 1.226e-01, eta: 22:08:03, time: 1.504, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6599, loss_cls: 2.6070, loss: 2.6070, grad_norm: 1.8152 2021-06-06 09:16:18,669 - mmaction - INFO - Epoch [19][720/897] lr: 1.226e-01, eta: 22:07:05, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6536, loss_cls: 2.6172, loss: 2.6172, grad_norm: 1.8581 2021-06-06 09:16:49,882 - mmaction - INFO - Epoch [19][740/897] lr: 1.226e-01, eta: 22:06:06, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3464, top5_acc: 0.6302, loss_cls: 2.7162, loss: 2.7162, grad_norm: 1.7927 2021-06-06 09:17:21,285 - mmaction - INFO - Epoch [19][760/897] lr: 1.226e-01, eta: 22:05:08, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.3568, top5_acc: 0.6469, loss_cls: 2.6560, loss: 2.6560, grad_norm: 1.7898 2021-06-06 09:17:53,627 - mmaction - INFO - Epoch [19][780/897] lr: 1.226e-01, eta: 22:04:13, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6562, loss_cls: 2.6636, loss: 2.6636, grad_norm: 1.8515 2021-06-06 09:18:25,664 - mmaction - INFO - Epoch [19][800/897] lr: 1.226e-01, eta: 22:03:16, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3490, top5_acc: 0.6385, loss_cls: 2.7270, loss: 2.7270, grad_norm: 1.8091 2021-06-06 09:18:57,522 - mmaction - INFO - Epoch [19][820/897] lr: 1.226e-01, eta: 22:02:19, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6474, loss_cls: 2.6132, loss: 2.6132, grad_norm: 1.7916 2021-06-06 09:19:31,150 - mmaction - INFO - Epoch [19][840/897] lr: 1.226e-01, eta: 22:01:27, time: 1.681, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6250, loss_cls: 2.7258, loss: 2.7258, grad_norm: 1.8389 2021-06-06 09:20:03,536 - mmaction - INFO - Epoch [19][860/897] lr: 1.226e-01, eta: 22:00:31, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6453, loss_cls: 2.6269, loss: 2.6269, grad_norm: 1.7490 2021-06-06 09:20:37,164 - mmaction - INFO - Epoch [19][880/897] lr: 1.226e-01, eta: 21:59:39, time: 1.681, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6693, loss_cls: 2.5690, loss: 2.5690, grad_norm: 1.8406 2021-06-06 09:21:08,518 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-06 09:28:56,731 - mmaction - INFO - Epoch [20][20/897] lr: 1.197e-01, eta: 22:13:59, time: 23.347, data_time: 22.354, memory: 8462, top1_acc: 0.3552, top5_acc: 0.6667, loss_cls: 2.6406, loss: 2.6406, grad_norm: 1.8337 2021-06-06 09:29:14,619 - mmaction - INFO - Epoch [20][40/897] lr: 1.197e-01, eta: 22:12:28, time: 0.896, data_time: 0.003, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6698, loss_cls: 2.5588, loss: 2.5588, grad_norm: 1.9044 2021-06-06 09:29:33,028 - mmaction - INFO - Epoch [20][60/897] lr: 1.197e-01, eta: 22:10:58, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.3563, top5_acc: 0.6427, loss_cls: 2.6780, loss: 2.6780, grad_norm: 1.8376 2021-06-06 09:29:52,390 - mmaction - INFO - Epoch [20][80/897] lr: 1.197e-01, eta: 22:09:31, time: 0.968, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6625, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.7957 2021-06-06 09:30:15,835 - mmaction - INFO - Epoch [20][100/897] lr: 1.197e-01, eta: 22:08:13, time: 1.172, data_time: 0.001, memory: 8462, top1_acc: 0.3609, top5_acc: 0.6536, loss_cls: 2.6226, loss: 2.6226, grad_norm: 1.9161 2021-06-06 09:30:39,301 - mmaction - INFO - Epoch [20][120/897] lr: 1.197e-01, eta: 22:06:56, time: 1.174, data_time: 0.002, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6583, loss_cls: 2.5628, loss: 2.5628, grad_norm: 1.9172 2021-06-06 09:31:06,278 - mmaction - INFO - Epoch [20][140/897] lr: 1.197e-01, eta: 22:05:47, time: 1.349, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6375, loss_cls: 2.6803, loss: 2.6803, grad_norm: 1.8534 2021-06-06 09:31:34,281 - mmaction - INFO - Epoch [20][160/897] lr: 1.197e-01, eta: 22:04:40, time: 1.400, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6552, loss_cls: 2.6381, loss: 2.6381, grad_norm: 1.8110 2021-06-06 09:32:03,274 - mmaction - INFO - Epoch [20][180/897] lr: 1.197e-01, eta: 22:03:36, time: 1.450, data_time: 0.001, memory: 8462, top1_acc: 0.3604, top5_acc: 0.6333, loss_cls: 2.6698, loss: 2.6698, grad_norm: 1.8480 2021-06-06 09:32:32,420 - mmaction - INFO - Epoch [20][200/897] lr: 1.197e-01, eta: 22:02:32, time: 1.457, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6693, loss_cls: 2.5729, loss: 2.5729, grad_norm: 1.9103 2021-06-06 09:33:02,903 - mmaction - INFO - Epoch [20][220/897] lr: 1.197e-01, eta: 22:01:32, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6661, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.8238 2021-06-06 09:33:31,383 - mmaction - INFO - Epoch [20][240/897] lr: 1.197e-01, eta: 22:00:27, time: 1.424, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6620, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.8225 2021-06-06 09:34:00,663 - mmaction - INFO - Epoch [20][260/897] lr: 1.197e-01, eta: 21:59:23, time: 1.464, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6417, loss_cls: 2.6441, loss: 2.6441, grad_norm: 1.8218 2021-06-06 09:34:30,723 - mmaction - INFO - Epoch [20][280/897] lr: 1.197e-01, eta: 21:58:22, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.3578, top5_acc: 0.6521, loss_cls: 2.6811, loss: 2.6811, grad_norm: 1.7759 2021-06-06 09:35:01,714 - mmaction - INFO - Epoch [20][300/897] lr: 1.197e-01, eta: 21:57:23, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6411, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.8531 2021-06-06 09:35:32,093 - mmaction - INFO - Epoch [20][320/897] lr: 1.197e-01, eta: 21:56:23, time: 1.519, data_time: 0.002, memory: 8462, top1_acc: 0.3557, top5_acc: 0.6396, loss_cls: 2.6955, loss: 2.6955, grad_norm: 1.8492 2021-06-06 09:36:03,056 - mmaction - INFO - Epoch [20][340/897] lr: 1.197e-01, eta: 21:55:24, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6557, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.8654 2021-06-06 09:36:33,416 - mmaction - INFO - Epoch [20][360/897] lr: 1.197e-01, eta: 21:54:23, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.3698, top5_acc: 0.6682, loss_cls: 2.6048, loss: 2.6048, grad_norm: 1.8599 2021-06-06 09:37:05,194 - mmaction - INFO - Epoch [20][380/897] lr: 1.197e-01, eta: 21:53:26, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.3443, top5_acc: 0.6458, loss_cls: 2.6837, loss: 2.6837, grad_norm: 1.8735 2021-06-06 09:37:36,284 - mmaction - INFO - Epoch [20][400/897] lr: 1.197e-01, eta: 21:52:28, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6422, loss_cls: 2.6384, loss: 2.6384, grad_norm: 1.8521 2021-06-06 09:38:08,177 - mmaction - INFO - Epoch [20][420/897] lr: 1.197e-01, eta: 21:51:31, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6354, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.7919 2021-06-06 09:38:41,045 - mmaction - INFO - Epoch [20][440/897] lr: 1.197e-01, eta: 21:50:37, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.3448, top5_acc: 0.6370, loss_cls: 2.7172, loss: 2.7172, grad_norm: 1.8473 2021-06-06 09:39:12,907 - mmaction - INFO - Epoch [20][460/897] lr: 1.197e-01, eta: 21:49:40, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6583, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.8830 2021-06-06 09:39:45,958 - mmaction - INFO - Epoch [20][480/897] lr: 1.197e-01, eta: 21:48:47, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6521, loss_cls: 2.6575, loss: 2.6575, grad_norm: 1.8398 2021-06-06 09:40:18,136 - mmaction - INFO - Epoch [20][500/897] lr: 1.197e-01, eta: 21:47:51, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6677, loss_cls: 2.5689, loss: 2.5689, grad_norm: 1.8409 2021-06-06 09:40:51,650 - mmaction - INFO - Epoch [20][520/897] lr: 1.197e-01, eta: 21:46:58, time: 1.676, data_time: 0.001, memory: 8462, top1_acc: 0.3786, top5_acc: 0.6620, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.8775 2021-06-06 09:41:24,605 - mmaction - INFO - Epoch [20][540/897] lr: 1.197e-01, eta: 21:46:04, time: 1.648, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6599, loss_cls: 2.6097, loss: 2.6097, grad_norm: 1.8768 2021-06-06 09:41:55,907 - mmaction - INFO - Epoch [20][560/897] lr: 1.197e-01, eta: 21:45:07, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6484, loss_cls: 2.6300, loss: 2.6300, grad_norm: 1.8093 2021-06-06 09:42:26,510 - mmaction - INFO - Epoch [20][580/897] lr: 1.197e-01, eta: 21:44:08, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3484, top5_acc: 0.6464, loss_cls: 2.6631, loss: 2.6631, grad_norm: 1.8080 2021-06-06 09:42:57,843 - mmaction - INFO - Epoch [20][600/897] lr: 1.197e-01, eta: 21:43:10, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6734, loss_cls: 2.5455, loss: 2.5455, grad_norm: 1.8673 2021-06-06 09:43:28,918 - mmaction - INFO - Epoch [20][620/897] lr: 1.197e-01, eta: 21:42:12, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.3526, top5_acc: 0.6401, loss_cls: 2.6734, loss: 2.6734, grad_norm: 1.8352 2021-06-06 09:43:59,608 - mmaction - INFO - Epoch [20][640/897] lr: 1.197e-01, eta: 21:41:14, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6661, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.8738 2021-06-06 09:44:30,373 - mmaction - INFO - Epoch [20][660/897] lr: 1.197e-01, eta: 21:40:15, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6271, loss_cls: 2.6976, loss: 2.6976, grad_norm: 1.9073 2021-06-06 09:45:01,673 - mmaction - INFO - Epoch [20][680/897] lr: 1.197e-01, eta: 21:39:18, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.3536, top5_acc: 0.6375, loss_cls: 2.6903, loss: 2.6903, grad_norm: 1.7803 2021-06-06 09:45:33,879 - mmaction - INFO - Epoch [20][700/897] lr: 1.197e-01, eta: 21:38:23, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6391, loss_cls: 2.6495, loss: 2.6495, grad_norm: 1.8693 2021-06-06 09:46:06,958 - mmaction - INFO - Epoch [20][720/897] lr: 1.197e-01, eta: 21:37:30, time: 1.654, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6818, loss_cls: 2.5018, loss: 2.5018, grad_norm: 1.8813 2021-06-06 09:46:39,893 - mmaction - INFO - Epoch [20][740/897] lr: 1.197e-01, eta: 21:36:36, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.3812, top5_acc: 0.6531, loss_cls: 2.5846, loss: 2.5846, grad_norm: 1.8472 2021-06-06 09:47:12,289 - mmaction - INFO - Epoch [20][760/897] lr: 1.197e-01, eta: 21:35:42, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6609, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.8237 2021-06-06 09:47:44,562 - mmaction - INFO - Epoch [20][780/897] lr: 1.197e-01, eta: 21:34:47, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6599, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.9015 2021-06-06 09:48:17,482 - mmaction - INFO - Epoch [20][800/897] lr: 1.197e-01, eta: 21:33:54, time: 1.646, data_time: 0.001, memory: 8462, top1_acc: 0.3500, top5_acc: 0.6365, loss_cls: 2.7117, loss: 2.7117, grad_norm: 1.8454 2021-06-06 09:48:49,975 - mmaction - INFO - Epoch [20][820/897] lr: 1.197e-01, eta: 21:33:00, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6516, loss_cls: 2.5914, loss: 2.5914, grad_norm: 1.8333 2021-06-06 09:49:21,780 - mmaction - INFO - Epoch [20][840/897] lr: 1.197e-01, eta: 21:32:04, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6333, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.8336 2021-06-06 09:49:53,605 - mmaction - INFO - Epoch [20][860/897] lr: 1.197e-01, eta: 21:31:08, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.3625, top5_acc: 0.6594, loss_cls: 2.6269, loss: 2.6269, grad_norm: 1.8228 2021-06-06 09:50:25,614 - mmaction - INFO - Epoch [20][880/897] lr: 1.197e-01, eta: 21:30:13, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.3594, top5_acc: 0.6583, loss_cls: 2.6426, loss: 2.6426, grad_norm: 1.8426 2021-06-06 09:50:55,859 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-06 09:58:11,065 - mmaction - INFO - Epoch [21][20/897] lr: 1.167e-01, eta: 21:42:15, time: 21.697, data_time: 20.717, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6729, loss_cls: 2.5535, loss: 2.5535, grad_norm: 1.7892 2021-06-06 09:58:28,963 - mmaction - INFO - Epoch [21][40/897] lr: 1.167e-01, eta: 21:40:47, time: 0.896, data_time: 0.003, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6802, loss_cls: 2.5981, loss: 2.5981, grad_norm: 1.9066 2021-06-06 09:58:47,386 - mmaction - INFO - Epoch [21][60/897] lr: 1.167e-01, eta: 21:39:21, time: 0.921, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6521, loss_cls: 2.6139, loss: 2.6139, grad_norm: 1.8586 2021-06-06 09:59:07,297 - mmaction - INFO - Epoch [21][80/897] lr: 1.167e-01, eta: 21:37:59, time: 0.996, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6635, loss_cls: 2.5884, loss: 2.5884, grad_norm: 1.9047 2021-06-06 09:59:27,632 - mmaction - INFO - Epoch [21][100/897] lr: 1.167e-01, eta: 21:36:37, time: 1.017, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6687, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.8214 2021-06-06 09:59:50,853 - mmaction - INFO - Epoch [21][120/897] lr: 1.167e-01, eta: 21:35:22, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6687, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.8881 2021-06-06 10:00:21,861 - mmaction - INFO - Epoch [21][140/897] lr: 1.167e-01, eta: 21:34:24, time: 1.545, data_time: 0.008, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6547, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.8799 2021-06-06 10:00:49,642 - mmaction - INFO - Epoch [21][160/897] lr: 1.167e-01, eta: 21:33:19, time: 1.395, data_time: 0.010, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6766, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.8712 2021-06-06 10:01:18,230 - mmaction - INFO - Epoch [21][180/897] lr: 1.167e-01, eta: 21:32:16, time: 1.429, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6583, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.8902 2021-06-06 10:01:48,520 - mmaction - INFO - Epoch [21][200/897] lr: 1.167e-01, eta: 21:31:17, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6823, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.8589 2021-06-06 10:02:21,271 - mmaction - INFO - Epoch [21][220/897] lr: 1.167e-01, eta: 21:30:23, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6516, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.8886 2021-06-06 10:02:50,809 - mmaction - INFO - Epoch [21][240/897] lr: 1.167e-01, eta: 21:29:22, time: 1.477, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6599, loss_cls: 2.6114, loss: 2.6114, grad_norm: 1.8830 2021-06-06 10:03:23,010 - mmaction - INFO - Epoch [21][260/897] lr: 1.167e-01, eta: 21:28:27, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6609, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.9374 2021-06-06 10:03:54,837 - mmaction - INFO - Epoch [21][280/897] lr: 1.167e-01, eta: 21:27:31, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6667, loss_cls: 2.6171, loss: 2.6171, grad_norm: 1.8403 2021-06-06 10:04:26,453 - mmaction - INFO - Epoch [21][300/897] lr: 1.167e-01, eta: 21:26:35, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6391, loss_cls: 2.6368, loss: 2.6368, grad_norm: 1.8106 2021-06-06 10:04:58,896 - mmaction - INFO - Epoch [21][320/897] lr: 1.167e-01, eta: 21:25:41, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6687, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.8671 2021-06-06 10:05:30,720 - mmaction - INFO - Epoch [21][340/897] lr: 1.167e-01, eta: 21:24:45, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6484, loss_cls: 2.6305, loss: 2.6305, grad_norm: 1.9187 2021-06-06 10:06:02,548 - mmaction - INFO - Epoch [21][360/897] lr: 1.167e-01, eta: 21:23:50, time: 1.593, data_time: 0.006, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6552, loss_cls: 2.6383, loss: 2.6383, grad_norm: 1.8286 2021-06-06 10:06:34,150 - mmaction - INFO - Epoch [21][380/897] lr: 1.167e-01, eta: 21:22:54, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6693, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.8746 2021-06-06 10:07:06,469 - mmaction - INFO - Epoch [21][400/897] lr: 1.167e-01, eta: 21:21:59, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6531, loss_cls: 2.6688, loss: 2.6688, grad_norm: 1.8444 2021-06-06 10:07:38,061 - mmaction - INFO - Epoch [21][420/897] lr: 1.167e-01, eta: 21:21:03, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6505, loss_cls: 2.5927, loss: 2.5927, grad_norm: 1.8538 2021-06-06 10:08:08,879 - mmaction - INFO - Epoch [21][440/897] lr: 1.167e-01, eta: 21:20:06, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6547, loss_cls: 2.6227, loss: 2.6227, grad_norm: 1.8525 2021-06-06 10:08:40,446 - mmaction - INFO - Epoch [21][460/897] lr: 1.167e-01, eta: 21:19:10, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6687, loss_cls: 2.5578, loss: 2.5578, grad_norm: 1.8932 2021-06-06 10:09:11,437 - mmaction - INFO - Epoch [21][480/897] lr: 1.167e-01, eta: 21:18:13, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6599, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.9631 2021-06-06 10:09:42,574 - mmaction - INFO - Epoch [21][500/897] lr: 1.167e-01, eta: 21:17:16, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.3677, top5_acc: 0.6651, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.8575 2021-06-06 10:10:14,301 - mmaction - INFO - Epoch [21][520/897] lr: 1.167e-01, eta: 21:16:21, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6635, loss_cls: 2.6073, loss: 2.6073, grad_norm: 1.8981 2021-06-06 10:10:45,177 - mmaction - INFO - Epoch [21][540/897] lr: 1.167e-01, eta: 21:15:24, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6568, loss_cls: 2.5652, loss: 2.5652, grad_norm: 1.8979 2021-06-06 10:11:17,208 - mmaction - INFO - Epoch [21][560/897] lr: 1.167e-01, eta: 21:14:29, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6859, loss_cls: 2.5256, loss: 2.5256, grad_norm: 1.8585 2021-06-06 10:11:47,390 - mmaction - INFO - Epoch [21][580/897] lr: 1.167e-01, eta: 21:13:30, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6729, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.9447 2021-06-06 10:12:18,475 - mmaction - INFO - Epoch [21][600/897] lr: 1.167e-01, eta: 21:12:34, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6682, loss_cls: 2.5616, loss: 2.5616, grad_norm: 1.9536 2021-06-06 10:12:49,468 - mmaction - INFO - Epoch [21][620/897] lr: 1.167e-01, eta: 21:11:37, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.3641, top5_acc: 0.6635, loss_cls: 2.6114, loss: 2.6114, grad_norm: 1.9501 2021-06-06 10:13:19,631 - mmaction - INFO - Epoch [21][640/897] lr: 1.167e-01, eta: 21:10:39, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6583, loss_cls: 2.6515, loss: 2.6515, grad_norm: 1.9752 2021-06-06 10:13:50,504 - mmaction - INFO - Epoch [21][660/897] lr: 1.167e-01, eta: 21:09:42, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6620, loss_cls: 2.5837, loss: 2.5837, grad_norm: 1.8576 2021-06-06 10:14:20,742 - mmaction - INFO - Epoch [21][680/897] lr: 1.167e-01, eta: 21:08:44, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6599, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.8969 2021-06-06 10:14:50,941 - mmaction - INFO - Epoch [21][700/897] lr: 1.167e-01, eta: 21:07:46, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6557, loss_cls: 2.6061, loss: 2.6061, grad_norm: 1.8583 2021-06-06 10:15:22,035 - mmaction - INFO - Epoch [21][720/897] lr: 1.167e-01, eta: 21:06:50, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6719, loss_cls: 2.5895, loss: 2.5895, grad_norm: 1.8491 2021-06-06 10:15:52,087 - mmaction - INFO - Epoch [21][740/897] lr: 1.167e-01, eta: 21:05:52, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.6199, loss: 2.6199, grad_norm: 1.9026 2021-06-06 10:16:22,603 - mmaction - INFO - Epoch [21][760/897] lr: 1.167e-01, eta: 21:04:54, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6589, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.8473 2021-06-06 10:16:53,479 - mmaction - INFO - Epoch [21][780/897] lr: 1.167e-01, eta: 21:03:58, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6339, loss_cls: 2.6965, loss: 2.6965, grad_norm: 1.8444 2021-06-06 10:17:23,459 - mmaction - INFO - Epoch [21][800/897] lr: 1.167e-01, eta: 21:03:00, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6661, loss_cls: 2.5514, loss: 2.5514, grad_norm: 1.8339 2021-06-06 10:17:53,902 - mmaction - INFO - Epoch [21][820/897] lr: 1.167e-01, eta: 21:02:02, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6422, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.8395 2021-06-06 10:18:24,936 - mmaction - INFO - Epoch [21][840/897] lr: 1.167e-01, eta: 21:01:06, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6479, loss_cls: 2.6840, loss: 2.6840, grad_norm: 1.8908 2021-06-06 10:18:55,911 - mmaction - INFO - Epoch [21][860/897] lr: 1.167e-01, eta: 21:00:10, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6641, loss_cls: 2.5616, loss: 2.5616, grad_norm: 1.8112 2021-06-06 10:19:26,538 - mmaction - INFO - Epoch [21][880/897] lr: 1.167e-01, eta: 20:59:14, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6578, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.8635 2021-06-06 10:19:57,818 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-06 10:27:57,558 - mmaction - INFO - Epoch [22][20/897] lr: 1.136e-01, eta: 21:11:51, time: 23.918, data_time: 22.904, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6656, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.8076 2021-06-06 10:28:15,419 - mmaction - INFO - Epoch [22][40/897] lr: 1.136e-01, eta: 21:10:27, time: 0.896, data_time: 0.004, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6625, loss_cls: 2.5823, loss: 2.5823, grad_norm: 1.8970 2021-06-06 10:28:33,756 - mmaction - INFO - Epoch [22][60/897] lr: 1.136e-01, eta: 21:09:05, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6891, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.8746 2021-06-06 10:28:53,807 - mmaction - INFO - Epoch [22][80/897] lr: 1.136e-01, eta: 21:07:45, time: 1.003, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6859, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.8350 2021-06-06 10:29:16,882 - mmaction - INFO - Epoch [22][100/897] lr: 1.136e-01, eta: 21:06:32, time: 1.154, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6719, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.9640 2021-06-06 10:29:41,258 - mmaction - INFO - Epoch [22][120/897] lr: 1.136e-01, eta: 21:05:22, time: 1.219, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6604, loss_cls: 2.6183, loss: 2.6183, grad_norm: 1.9447 2021-06-06 10:30:10,552 - mmaction - INFO - Epoch [22][140/897] lr: 1.136e-01, eta: 21:04:22, time: 1.463, data_time: 0.007, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6693, loss_cls: 2.5657, loss: 2.5657, grad_norm: 1.8689 2021-06-06 10:30:39,577 - mmaction - INFO - Epoch [22][160/897] lr: 1.136e-01, eta: 21:03:21, time: 1.453, data_time: 0.006, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6615, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.8941 2021-06-06 10:31:09,526 - mmaction - INFO - Epoch [22][180/897] lr: 1.136e-01, eta: 21:02:23, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6677, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.9086 2021-06-06 10:31:39,337 - mmaction - INFO - Epoch [22][200/897] lr: 1.136e-01, eta: 21:01:24, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6693, loss_cls: 2.5562, loss: 2.5562, grad_norm: 1.8972 2021-06-06 10:32:09,825 - mmaction - INFO - Epoch [22][220/897] lr: 1.136e-01, eta: 21:00:26, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6865, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.9472 2021-06-06 10:32:40,716 - mmaction - INFO - Epoch [22][240/897] lr: 1.136e-01, eta: 20:59:30, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.3729, top5_acc: 0.6750, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.9474 2021-06-06 10:33:12,876 - mmaction - INFO - Epoch [22][260/897] lr: 1.136e-01, eta: 20:58:36, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3693, top5_acc: 0.6651, loss_cls: 2.6130, loss: 2.6130, grad_norm: 1.8810 2021-06-06 10:33:44,363 - mmaction - INFO - Epoch [22][280/897] lr: 1.136e-01, eta: 20:57:40, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6625, loss_cls: 2.5772, loss: 2.5772, grad_norm: 1.8568 2021-06-06 10:34:14,431 - mmaction - INFO - Epoch [22][300/897] lr: 1.136e-01, eta: 20:56:42, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6479, loss_cls: 2.6042, loss: 2.6042, grad_norm: 1.8991 2021-06-06 10:34:45,813 - mmaction - INFO - Epoch [22][320/897] lr: 1.136e-01, eta: 20:55:47, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6552, loss_cls: 2.6203, loss: 2.6203, grad_norm: 1.8868 2021-06-06 10:35:17,796 - mmaction - INFO - Epoch [22][340/897] lr: 1.136e-01, eta: 20:54:53, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6583, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.9376 2021-06-06 10:35:49,209 - mmaction - INFO - Epoch [22][360/897] lr: 1.136e-01, eta: 20:53:57, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.3667, top5_acc: 0.6448, loss_cls: 2.6296, loss: 2.6296, grad_norm: 1.8996 2021-06-06 10:36:20,132 - mmaction - INFO - Epoch [22][380/897] lr: 1.136e-01, eta: 20:53:01, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6630, loss_cls: 2.5689, loss: 2.5689, grad_norm: 1.8613 2021-06-06 10:36:51,230 - mmaction - INFO - Epoch [22][400/897] lr: 1.136e-01, eta: 20:52:05, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6599, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.9209 2021-06-06 10:37:22,178 - mmaction - INFO - Epoch [22][420/897] lr: 1.136e-01, eta: 20:51:09, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6531, loss_cls: 2.6324, loss: 2.6324, grad_norm: 1.9052 2021-06-06 10:37:53,797 - mmaction - INFO - Epoch [22][440/897] lr: 1.136e-01, eta: 20:50:15, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6526, loss_cls: 2.6275, loss: 2.6275, grad_norm: 1.8479 2021-06-06 10:38:24,109 - mmaction - INFO - Epoch [22][460/897] lr: 1.136e-01, eta: 20:49:18, time: 1.516, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6828, loss_cls: 2.4806, loss: 2.4806, grad_norm: 1.8796 2021-06-06 10:38:54,745 - mmaction - INFO - Epoch [22][480/897] lr: 1.136e-01, eta: 20:48:21, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6714, loss_cls: 2.5499, loss: 2.5499, grad_norm: 1.8865 2021-06-06 10:39:26,058 - mmaction - INFO - Epoch [22][500/897] lr: 1.136e-01, eta: 20:47:26, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6672, loss_cls: 2.5614, loss: 2.5614, grad_norm: 1.9678 2021-06-06 10:39:57,427 - mmaction - INFO - Epoch [22][520/897] lr: 1.136e-01, eta: 20:46:31, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.3745, top5_acc: 0.6625, loss_cls: 2.5902, loss: 2.5902, grad_norm: 1.9263 2021-06-06 10:40:27,719 - mmaction - INFO - Epoch [22][540/897] lr: 1.136e-01, eta: 20:45:34, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.3812, top5_acc: 0.6760, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.8438 2021-06-06 10:40:58,168 - mmaction - INFO - Epoch [22][560/897] lr: 1.136e-01, eta: 20:44:37, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6677, loss_cls: 2.5445, loss: 2.5445, grad_norm: 1.8769 2021-06-06 10:41:28,761 - mmaction - INFO - Epoch [22][580/897] lr: 1.136e-01, eta: 20:43:41, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6651, loss_cls: 2.5504, loss: 2.5504, grad_norm: 1.9503 2021-06-06 10:41:59,198 - mmaction - INFO - Epoch [22][600/897] lr: 1.136e-01, eta: 20:42:44, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.3661, top5_acc: 0.6536, loss_cls: 2.6320, loss: 2.6320, grad_norm: 1.9300 2021-06-06 10:42:30,032 - mmaction - INFO - Epoch [22][620/897] lr: 1.136e-01, eta: 20:41:49, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.3672, top5_acc: 0.6573, loss_cls: 2.6098, loss: 2.6098, grad_norm: 1.8966 2021-06-06 10:42:59,901 - mmaction - INFO - Epoch [22][640/897] lr: 1.136e-01, eta: 20:40:51, time: 1.493, data_time: 0.001, memory: 8462, top1_acc: 0.3620, top5_acc: 0.6396, loss_cls: 2.6341, loss: 2.6341, grad_norm: 1.8736 2021-06-06 10:43:31,780 - mmaction - INFO - Epoch [22][660/897] lr: 1.136e-01, eta: 20:39:58, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6661, loss_cls: 2.5913, loss: 2.5913, grad_norm: 1.8572 2021-06-06 10:44:01,761 - mmaction - INFO - Epoch [22][680/897] lr: 1.136e-01, eta: 20:39:00, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6641, loss_cls: 2.5838, loss: 2.5838, grad_norm: 1.8891 2021-06-06 10:44:33,228 - mmaction - INFO - Epoch [22][700/897] lr: 1.136e-01, eta: 20:38:06, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6521, loss_cls: 2.5998, loss: 2.5998, grad_norm: 1.8595 2021-06-06 10:45:04,760 - mmaction - INFO - Epoch [22][720/897] lr: 1.136e-01, eta: 20:37:12, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6578, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.8659 2021-06-06 10:45:37,127 - mmaction - INFO - Epoch [22][740/897] lr: 1.136e-01, eta: 20:36:19, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.4031, top5_acc: 0.6813, loss_cls: 2.4648, loss: 2.4648, grad_norm: 1.8555 2021-06-06 10:46:09,151 - mmaction - INFO - Epoch [22][760/897] lr: 1.136e-01, eta: 20:35:26, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.3812, top5_acc: 0.6708, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.9152 2021-06-06 10:46:41,325 - mmaction - INFO - Epoch [22][780/897] lr: 1.136e-01, eta: 20:34:34, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5198, loss: 2.5198, grad_norm: 1.9120 2021-06-06 10:47:13,499 - mmaction - INFO - Epoch [22][800/897] lr: 1.136e-01, eta: 20:33:41, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6589, loss_cls: 2.6011, loss: 2.6011, grad_norm: 1.9136 2021-06-06 10:47:46,672 - mmaction - INFO - Epoch [22][820/897] lr: 1.136e-01, eta: 20:32:50, time: 1.659, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6521, loss_cls: 2.6041, loss: 2.6041, grad_norm: 1.8872 2021-06-06 10:48:17,928 - mmaction - INFO - Epoch [22][840/897] lr: 1.136e-01, eta: 20:31:56, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6661, loss_cls: 2.5706, loss: 2.5706, grad_norm: 1.8271 2021-06-06 10:48:51,566 - mmaction - INFO - Epoch [22][860/897] lr: 1.136e-01, eta: 20:31:06, time: 1.682, data_time: 0.001, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6724, loss_cls: 2.5197, loss: 2.5197, grad_norm: 1.8942 2021-06-06 10:49:23,956 - mmaction - INFO - Epoch [22][880/897] lr: 1.136e-01, eta: 20:30:14, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.3573, top5_acc: 0.6656, loss_cls: 2.5852, loss: 2.5852, grad_norm: 1.9084 2021-06-06 10:49:56,769 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-06 10:57:15,357 - mmaction - INFO - Epoch [23][20/897] lr: 1.104e-01, eta: 20:40:37, time: 21.865, data_time: 20.901, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6755, loss_cls: 2.5655, loss: 2.5655, grad_norm: 1.8717 2021-06-06 10:57:33,159 - mmaction - INFO - Epoch [23][40/897] lr: 1.104e-01, eta: 20:39:16, time: 0.891, data_time: 0.002, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6740, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.9146 2021-06-06 10:57:51,475 - mmaction - INFO - Epoch [23][60/897] lr: 1.104e-01, eta: 20:37:56, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.3760, top5_acc: 0.6734, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.9468 2021-06-06 10:58:10,627 - mmaction - INFO - Epoch [23][80/897] lr: 1.104e-01, eta: 20:36:38, time: 0.958, data_time: 0.001, memory: 8462, top1_acc: 0.3927, top5_acc: 0.6839, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.8658 2021-06-06 10:58:30,841 - mmaction - INFO - Epoch [23][100/897] lr: 1.104e-01, eta: 20:35:22, time: 1.011, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6719, loss_cls: 2.5883, loss: 2.5883, grad_norm: 1.8858 2021-06-06 10:58:53,731 - mmaction - INFO - Epoch [23][120/897] lr: 1.104e-01, eta: 20:34:11, time: 1.144, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6776, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.9253 2021-06-06 10:59:19,566 - mmaction - INFO - Epoch [23][140/897] lr: 1.104e-01, eta: 20:33:06, time: 1.292, data_time: 0.001, memory: 8462, top1_acc: 0.3734, top5_acc: 0.6651, loss_cls: 2.5960, loss: 2.5960, grad_norm: 1.9220 2021-06-06 10:59:47,502 - mmaction - INFO - Epoch [23][160/897] lr: 1.104e-01, eta: 20:32:05, time: 1.397, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6745, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.8249 2021-06-06 11:00:16,751 - mmaction - INFO - Epoch [23][180/897] lr: 1.104e-01, eta: 20:31:06, time: 1.460, data_time: 0.004, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6516, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.8909 2021-06-06 11:00:45,067 - mmaction - INFO - Epoch [23][200/897] lr: 1.104e-01, eta: 20:30:06, time: 1.418, data_time: 0.007, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6609, loss_cls: 2.5789, loss: 2.5789, grad_norm: 1.8240 2021-06-06 11:01:13,435 - mmaction - INFO - Epoch [23][220/897] lr: 1.104e-01, eta: 20:29:06, time: 1.418, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6510, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.8810 2021-06-06 11:01:43,056 - mmaction - INFO - Epoch [23][240/897] lr: 1.104e-01, eta: 20:28:08, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6927, loss_cls: 2.4535, loss: 2.4535, grad_norm: 1.8883 2021-06-06 11:02:12,035 - mmaction - INFO - Epoch [23][260/897] lr: 1.104e-01, eta: 20:27:10, time: 1.449, data_time: 0.001, memory: 8462, top1_acc: 0.3688, top5_acc: 0.6708, loss_cls: 2.5336, loss: 2.5336, grad_norm: 1.9854 2021-06-06 11:02:41,921 - mmaction - INFO - Epoch [23][280/897] lr: 1.104e-01, eta: 20:26:13, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6698, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.9178 2021-06-06 11:03:11,109 - mmaction - INFO - Epoch [23][300/897] lr: 1.104e-01, eta: 20:25:14, time: 1.459, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6807, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.9416 2021-06-06 11:03:41,453 - mmaction - INFO - Epoch [23][320/897] lr: 1.104e-01, eta: 20:24:18, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6651, loss_cls: 2.5188, loss: 2.5188, grad_norm: 1.9081 2021-06-06 11:04:11,437 - mmaction - INFO - Epoch [23][340/897] lr: 1.104e-01, eta: 20:23:21, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6776, loss_cls: 2.5102, loss: 2.5102, grad_norm: 1.8904 2021-06-06 11:04:41,686 - mmaction - INFO - Epoch [23][360/897] lr: 1.104e-01, eta: 20:22:25, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.3859, top5_acc: 0.6651, loss_cls: 2.5364, loss: 2.5364, grad_norm: 1.8524 2021-06-06 11:05:11,273 - mmaction - INFO - Epoch [23][380/897] lr: 1.104e-01, eta: 20:21:28, time: 1.479, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6859, loss_cls: 2.4637, loss: 2.4637, grad_norm: 1.9041 2021-06-06 11:05:40,800 - mmaction - INFO - Epoch [23][400/897] lr: 1.104e-01, eta: 20:20:31, time: 1.477, data_time: 0.001, memory: 8462, top1_acc: 0.3703, top5_acc: 0.6599, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.9508 2021-06-06 11:06:11,095 - mmaction - INFO - Epoch [23][420/897] lr: 1.104e-01, eta: 20:19:35, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.3818, top5_acc: 0.6724, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.9125 2021-06-06 11:06:41,444 - mmaction - INFO - Epoch [23][440/897] lr: 1.104e-01, eta: 20:18:39, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6729, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.8898 2021-06-06 11:07:12,308 - mmaction - INFO - Epoch [23][460/897] lr: 1.104e-01, eta: 20:17:44, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6672, loss_cls: 2.5747, loss: 2.5747, grad_norm: 1.9358 2021-06-06 11:07:43,496 - mmaction - INFO - Epoch [23][480/897] lr: 1.104e-01, eta: 20:16:50, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6589, loss_cls: 2.5804, loss: 2.5804, grad_norm: 1.8844 2021-06-06 11:08:13,999 - mmaction - INFO - Epoch [23][500/897] lr: 1.104e-01, eta: 20:15:55, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6677, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.8145 2021-06-06 11:08:45,432 - mmaction - INFO - Epoch [23][520/897] lr: 1.104e-01, eta: 20:15:01, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6661, loss_cls: 2.5575, loss: 2.5575, grad_norm: 1.9294 2021-06-06 11:09:16,973 - mmaction - INFO - Epoch [23][540/897] lr: 1.104e-01, eta: 20:14:08, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6604, loss_cls: 2.5670, loss: 2.5670, grad_norm: 1.9195 2021-06-06 11:09:48,841 - mmaction - INFO - Epoch [23][560/897] lr: 1.104e-01, eta: 20:13:15, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.3771, top5_acc: 0.6703, loss_cls: 2.5779, loss: 2.5779, grad_norm: 1.8778 2021-06-06 11:10:20,511 - mmaction - INFO - Epoch [23][580/897] lr: 1.104e-01, eta: 20:12:22, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.3646, top5_acc: 0.6594, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.8493 2021-06-06 11:10:53,119 - mmaction - INFO - Epoch [23][600/897] lr: 1.104e-01, eta: 20:11:31, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6693, loss_cls: 2.5357, loss: 2.5357, grad_norm: 1.9887 2021-06-06 11:11:25,323 - mmaction - INFO - Epoch [23][620/897] lr: 1.104e-01, eta: 20:10:39, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3651, top5_acc: 0.6427, loss_cls: 2.6090, loss: 2.6090, grad_norm: 1.9214 2021-06-06 11:11:57,949 - mmaction - INFO - Epoch [23][640/897] lr: 1.104e-01, eta: 20:09:47, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6490, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.8964 2021-06-06 11:12:30,740 - mmaction - INFO - Epoch [23][660/897] lr: 1.104e-01, eta: 20:08:57, time: 1.639, data_time: 0.001, memory: 8462, top1_acc: 0.3682, top5_acc: 0.6750, loss_cls: 2.5606, loss: 2.5606, grad_norm: 1.9449 2021-06-06 11:13:03,468 - mmaction - INFO - Epoch [23][680/897] lr: 1.104e-01, eta: 20:08:06, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.3740, top5_acc: 0.6583, loss_cls: 2.5670, loss: 2.5670, grad_norm: 1.8851 2021-06-06 11:13:37,035 - mmaction - INFO - Epoch [23][700/897] lr: 1.104e-01, eta: 20:07:16, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.3797, top5_acc: 0.6687, loss_cls: 2.5709, loss: 2.5709, grad_norm: 1.9246 2021-06-06 11:14:09,562 - mmaction - INFO - Epoch [23][720/897] lr: 1.104e-01, eta: 20:06:25, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.3656, top5_acc: 0.6620, loss_cls: 2.5821, loss: 2.5821, grad_norm: 1.9199 2021-06-06 11:14:42,605 - mmaction - INFO - Epoch [23][740/897] lr: 1.104e-01, eta: 20:05:35, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6927, loss_cls: 2.4443, loss: 2.4443, grad_norm: 1.9354 2021-06-06 11:15:15,008 - mmaction - INFO - Epoch [23][760/897] lr: 1.104e-01, eta: 20:04:44, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.3708, top5_acc: 0.6578, loss_cls: 2.5896, loss: 2.5896, grad_norm: 1.9312 2021-06-06 11:15:47,394 - mmaction - INFO - Epoch [23][780/897] lr: 1.104e-01, eta: 20:03:52, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.3812, top5_acc: 0.6651, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.8943 2021-06-06 11:16:20,436 - mmaction - INFO - Epoch [23][800/897] lr: 1.104e-01, eta: 20:03:02, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6719, loss_cls: 2.4975, loss: 2.4975, grad_norm: 1.9195 2021-06-06 11:16:52,586 - mmaction - INFO - Epoch [23][820/897] lr: 1.104e-01, eta: 20:02:10, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6901, loss_cls: 2.4577, loss: 2.4577, grad_norm: 1.8691 2021-06-06 11:17:23,506 - mmaction - INFO - Epoch [23][840/897] lr: 1.104e-01, eta: 20:01:16, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6745, loss_cls: 2.5233, loss: 2.5233, grad_norm: 1.9702 2021-06-06 11:17:55,707 - mmaction - INFO - Epoch [23][860/897] lr: 1.104e-01, eta: 20:00:25, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6656, loss_cls: 2.5512, loss: 2.5512, grad_norm: 1.9692 2021-06-06 11:18:26,745 - mmaction - INFO - Epoch [23][880/897] lr: 1.104e-01, eta: 19:59:31, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6693, loss_cls: 2.4940, loss: 2.4940, grad_norm: 1.9002 2021-06-06 11:18:55,234 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-06 11:26:31,606 - mmaction - INFO - Epoch [24][20/897] lr: 1.071e-01, eta: 20:09:40, time: 22.756, data_time: 21.760, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6677, loss_cls: 2.5242, loss: 2.5242, grad_norm: 1.9544 2021-06-06 11:26:49,445 - mmaction - INFO - Epoch [24][40/897] lr: 1.071e-01, eta: 20:08:22, time: 0.893, data_time: 0.002, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6505, loss_cls: 2.5800, loss: 2.5800, grad_norm: 2.0108 2021-06-06 11:27:07,850 - mmaction - INFO - Epoch [24][60/897] lr: 1.071e-01, eta: 20:07:05, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6641, loss_cls: 2.5219, loss: 2.5219, grad_norm: 1.9228 2021-06-06 11:27:27,242 - mmaction - INFO - Epoch [24][80/897] lr: 1.071e-01, eta: 20:05:50, time: 0.970, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6693, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.9388 2021-06-06 11:27:47,557 - mmaction - INFO - Epoch [24][100/897] lr: 1.071e-01, eta: 20:04:37, time: 1.016, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6755, loss_cls: 2.4974, loss: 2.4974, grad_norm: 2.0444 2021-06-06 11:28:10,710 - mmaction - INFO - Epoch [24][120/897] lr: 1.071e-01, eta: 20:03:29, time: 1.158, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6687, loss_cls: 2.5081, loss: 2.5081, grad_norm: 1.8931 2021-06-06 11:28:37,875 - mmaction - INFO - Epoch [24][140/897] lr: 1.071e-01, eta: 20:02:28, time: 1.358, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.7000, loss_cls: 2.4425, loss: 2.4425, grad_norm: 1.9304 2021-06-06 11:29:05,643 - mmaction - INFO - Epoch [24][160/897] lr: 1.071e-01, eta: 20:01:28, time: 1.388, data_time: 0.001, memory: 8462, top1_acc: 0.3776, top5_acc: 0.6745, loss_cls: 2.5019, loss: 2.5019, grad_norm: 1.9355 2021-06-06 11:29:34,114 - mmaction - INFO - Epoch [24][180/897] lr: 1.071e-01, eta: 20:00:30, time: 1.424, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6828, loss_cls: 2.4515, loss: 2.4515, grad_norm: 1.9192 2021-06-06 11:30:04,405 - mmaction - INFO - Epoch [24][200/897] lr: 1.071e-01, eta: 19:59:34, time: 1.511, data_time: 0.002, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6948, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.9072 2021-06-06 11:30:35,314 - mmaction - INFO - Epoch [24][220/897] lr: 1.071e-01, eta: 19:58:40, time: 1.549, data_time: 0.009, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6708, loss_cls: 2.5277, loss: 2.5277, grad_norm: 1.9056 2021-06-06 11:31:06,539 - mmaction - INFO - Epoch [24][240/897] lr: 1.071e-01, eta: 19:57:47, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3630, top5_acc: 0.6833, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.9117 2021-06-06 11:31:38,376 - mmaction - INFO - Epoch [24][260/897] lr: 1.071e-01, eta: 19:56:54, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6724, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.8876 2021-06-06 11:32:10,396 - mmaction - INFO - Epoch [24][280/897] lr: 1.071e-01, eta: 19:56:02, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6734, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.9526 2021-06-06 11:32:43,094 - mmaction - INFO - Epoch [24][300/897] lr: 1.071e-01, eta: 19:55:11, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6641, loss_cls: 2.5378, loss: 2.5378, grad_norm: 1.9051 2021-06-06 11:33:14,987 - mmaction - INFO - Epoch [24][320/897] lr: 1.071e-01, eta: 19:54:19, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6833, loss_cls: 2.4708, loss: 2.4708, grad_norm: 1.9740 2021-06-06 11:33:46,198 - mmaction - INFO - Epoch [24][340/897] lr: 1.071e-01, eta: 19:53:26, time: 1.561, data_time: 0.000, memory: 8462, top1_acc: 0.4068, top5_acc: 0.6745, loss_cls: 2.4808, loss: 2.4808, grad_norm: 1.9035 2021-06-06 11:34:17,698 - mmaction - INFO - Epoch [24][360/897] lr: 1.071e-01, eta: 19:52:33, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6589, loss_cls: 2.5650, loss: 2.5650, grad_norm: 1.9725 2021-06-06 11:34:48,614 - mmaction - INFO - Epoch [24][380/897] lr: 1.071e-01, eta: 19:51:39, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6750, loss_cls: 2.5322, loss: 2.5322, grad_norm: 1.8674 2021-06-06 11:35:20,923 - mmaction - INFO - Epoch [24][400/897] lr: 1.071e-01, eta: 19:50:48, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6922, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.9296 2021-06-06 11:35:53,175 - mmaction - INFO - Epoch [24][420/897] lr: 1.071e-01, eta: 19:49:56, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6802, loss_cls: 2.5071, loss: 2.5071, grad_norm: 1.9794 2021-06-06 11:36:25,433 - mmaction - INFO - Epoch [24][440/897] lr: 1.071e-01, eta: 19:49:05, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6740, loss_cls: 2.4890, loss: 2.4890, grad_norm: 1.9105 2021-06-06 11:36:58,500 - mmaction - INFO - Epoch [24][460/897] lr: 1.071e-01, eta: 19:48:15, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.3807, top5_acc: 0.6802, loss_cls: 2.5172, loss: 2.5172, grad_norm: 1.9902 2021-06-06 11:37:30,527 - mmaction - INFO - Epoch [24][480/897] lr: 1.071e-01, eta: 19:47:23, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6760, loss_cls: 2.5022, loss: 2.5022, grad_norm: 1.9505 2021-06-06 11:38:01,784 - mmaction - INFO - Epoch [24][500/897] lr: 1.071e-01, eta: 19:46:30, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6792, loss_cls: 2.5658, loss: 2.5658, grad_norm: 2.0018 2021-06-06 11:38:32,727 - mmaction - INFO - Epoch [24][520/897] lr: 1.071e-01, eta: 19:45:37, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6734, loss_cls: 2.5363, loss: 2.5363, grad_norm: 1.9413 2021-06-06 11:39:04,184 - mmaction - INFO - Epoch [24][540/897] lr: 1.071e-01, eta: 19:44:44, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6849, loss_cls: 2.4845, loss: 2.4845, grad_norm: 1.9218 2021-06-06 11:39:36,612 - mmaction - INFO - Epoch [24][560/897] lr: 1.071e-01, eta: 19:43:53, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6797, loss_cls: 2.5207, loss: 2.5207, grad_norm: 1.9270 2021-06-06 11:40:06,771 - mmaction - INFO - Epoch [24][580/897] lr: 1.071e-01, eta: 19:42:59, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.3812, top5_acc: 0.6703, loss_cls: 2.5783, loss: 2.5783, grad_norm: 1.9206 2021-06-06 11:40:37,414 - mmaction - INFO - Epoch [24][600/897] lr: 1.071e-01, eta: 19:42:05, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6599, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.9340 2021-06-06 11:41:07,248 - mmaction - INFO - Epoch [24][620/897] lr: 1.071e-01, eta: 19:41:10, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.3833, top5_acc: 0.6896, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.9572 2021-06-06 11:41:37,638 - mmaction - INFO - Epoch [24][640/897] lr: 1.071e-01, eta: 19:40:15, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.3828, top5_acc: 0.6818, loss_cls: 2.5522, loss: 2.5522, grad_norm: 1.9870 2021-06-06 11:42:07,859 - mmaction - INFO - Epoch [24][660/897] lr: 1.071e-01, eta: 19:39:21, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.3714, top5_acc: 0.6750, loss_cls: 2.5535, loss: 2.5535, grad_norm: 1.9539 2021-06-06 11:42:37,990 - mmaction - INFO - Epoch [24][680/897] lr: 1.071e-01, eta: 19:38:26, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6740, loss_cls: 2.5502, loss: 2.5502, grad_norm: 1.9570 2021-06-06 11:43:08,177 - mmaction - INFO - Epoch [24][700/897] lr: 1.071e-01, eta: 19:37:32, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.3724, top5_acc: 0.6776, loss_cls: 2.5390, loss: 2.5390, grad_norm: 1.8955 2021-06-06 11:43:38,781 - mmaction - INFO - Epoch [24][720/897] lr: 1.071e-01, eta: 19:36:38, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3750, top5_acc: 0.6516, loss_cls: 2.6168, loss: 2.6168, grad_norm: 1.9351 2021-06-06 11:44:08,537 - mmaction - INFO - Epoch [24][740/897] lr: 1.071e-01, eta: 19:35:43, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6917, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.8688 2021-06-06 11:44:38,751 - mmaction - INFO - Epoch [24][760/897] lr: 1.071e-01, eta: 19:34:49, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6932, loss_cls: 2.4472, loss: 2.4472, grad_norm: 1.8848 2021-06-06 11:45:10,614 - mmaction - INFO - Epoch [24][780/897] lr: 1.071e-01, eta: 19:33:58, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6734, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.9423 2021-06-06 11:45:41,228 - mmaction - INFO - Epoch [24][800/897] lr: 1.071e-01, eta: 19:33:04, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6677, loss_cls: 2.5877, loss: 2.5877, grad_norm: 1.9545 2021-06-06 11:46:12,240 - mmaction - INFO - Epoch [24][820/897] lr: 1.071e-01, eta: 19:32:12, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6875, loss_cls: 2.4372, loss: 2.4372, grad_norm: 1.8752 2021-06-06 11:46:43,842 - mmaction - INFO - Epoch [24][840/897] lr: 1.071e-01, eta: 19:31:20, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6760, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.9379 2021-06-06 11:47:16,705 - mmaction - INFO - Epoch [24][860/897] lr: 1.071e-01, eta: 19:30:30, time: 1.643, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6646, loss_cls: 2.5472, loss: 2.5472, grad_norm: 1.9360 2021-06-06 11:47:48,107 - mmaction - INFO - Epoch [24][880/897] lr: 1.071e-01, eta: 19:29:38, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6766, loss_cls: 2.4790, loss: 2.4790, grad_norm: 1.9611 2021-06-06 11:48:19,246 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-06 11:55:56,186 - mmaction - INFO - Epoch [25][20/897] lr: 1.037e-01, eta: 19:39:04, time: 22.783, data_time: 21.783, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6880, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.8438 2021-06-06 11:56:14,054 - mmaction - INFO - Epoch [25][40/897] lr: 1.037e-01, eta: 19:37:49, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6906, loss_cls: 2.4921, loss: 2.4921, grad_norm: 1.9788 2021-06-06 11:56:32,493 - mmaction - INFO - Epoch [25][60/897] lr: 1.037e-01, eta: 19:36:34, time: 0.922, data_time: 0.001, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6823, loss_cls: 2.4593, loss: 2.4593, grad_norm: 2.0125 2021-06-06 11:56:51,691 - mmaction - INFO - Epoch [25][80/897] lr: 1.037e-01, eta: 19:35:22, time: 0.960, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6896, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.9284 2021-06-06 11:57:12,230 - mmaction - INFO - Epoch [25][100/897] lr: 1.037e-01, eta: 19:34:11, time: 1.027, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5283, loss: 2.5283, grad_norm: 1.9917 2021-06-06 11:57:36,082 - mmaction - INFO - Epoch [25][120/897] lr: 1.037e-01, eta: 19:33:06, time: 1.193, data_time: 0.001, memory: 8462, top1_acc: 0.4188, top5_acc: 0.6974, loss_cls: 2.4438, loss: 2.4438, grad_norm: 1.9252 2021-06-06 11:58:01,722 - mmaction - INFO - Epoch [25][140/897] lr: 1.037e-01, eta: 19:32:04, time: 1.282, data_time: 0.001, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6667, loss_cls: 2.5417, loss: 2.5417, grad_norm: 1.9505 2021-06-06 11:58:30,579 - mmaction - INFO - Epoch [25][160/897] lr: 1.037e-01, eta: 19:31:07, time: 1.443, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6870, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.9171 2021-06-06 11:58:58,614 - mmaction - INFO - Epoch [25][180/897] lr: 1.037e-01, eta: 19:30:09, time: 1.402, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.7052, loss_cls: 2.4479, loss: 2.4479, grad_norm: 1.9717 2021-06-06 11:59:27,072 - mmaction - INFO - Epoch [25][200/897] lr: 1.037e-01, eta: 19:29:12, time: 1.423, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6823, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.8734 2021-06-06 11:59:57,261 - mmaction - INFO - Epoch [25][220/897] lr: 1.037e-01, eta: 19:28:18, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6932, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.9430 2021-06-06 12:00:29,963 - mmaction - INFO - Epoch [25][240/897] lr: 1.037e-01, eta: 19:27:28, time: 1.630, data_time: 0.009, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6922, loss_cls: 2.4077, loss: 2.4077, grad_norm: 1.9609 2021-06-06 12:00:58,751 - mmaction - INFO - Epoch [25][260/897] lr: 1.037e-01, eta: 19:26:31, time: 1.444, data_time: 0.010, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6859, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.9279 2021-06-06 12:01:28,975 - mmaction - INFO - Epoch [25][280/897] lr: 1.037e-01, eta: 19:25:37, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6786, loss_cls: 2.5034, loss: 2.5034, grad_norm: 1.9828 2021-06-06 12:01:58,576 - mmaction - INFO - Epoch [25][300/897] lr: 1.037e-01, eta: 19:24:42, time: 1.480, data_time: 0.001, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6823, loss_cls: 2.4789, loss: 2.4789, grad_norm: 1.9864 2021-06-06 12:02:28,449 - mmaction - INFO - Epoch [25][320/897] lr: 1.037e-01, eta: 19:23:47, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6958, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.9564 2021-06-06 12:02:58,352 - mmaction - INFO - Epoch [25][340/897] lr: 1.037e-01, eta: 19:22:53, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.3854, top5_acc: 0.6854, loss_cls: 2.4753, loss: 2.4753, grad_norm: 2.0071 2021-06-06 12:03:28,923 - mmaction - INFO - Epoch [25][360/897] lr: 1.037e-01, eta: 19:22:00, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6828, loss_cls: 2.5321, loss: 2.5321, grad_norm: 2.0102 2021-06-06 12:03:58,544 - mmaction - INFO - Epoch [25][380/897] lr: 1.037e-01, eta: 19:21:05, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6849, loss_cls: 2.5054, loss: 2.5054, grad_norm: 1.9077 2021-06-06 12:04:29,282 - mmaction - INFO - Epoch [25][400/897] lr: 1.037e-01, eta: 19:20:12, time: 1.537, data_time: 0.002, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6828, loss_cls: 2.4968, loss: 2.4968, grad_norm: 1.9795 2021-06-06 12:04:59,149 - mmaction - INFO - Epoch [25][420/897] lr: 1.037e-01, eta: 19:19:17, time: 1.493, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6766, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.9487 2021-06-06 12:05:29,753 - mmaction - INFO - Epoch [25][440/897] lr: 1.037e-01, eta: 19:18:24, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6875, loss_cls: 2.4642, loss: 2.4642, grad_norm: 1.9372 2021-06-06 12:06:00,418 - mmaction - INFO - Epoch [25][460/897] lr: 1.037e-01, eta: 19:17:31, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6776, loss_cls: 2.4563, loss: 2.4563, grad_norm: 1.9511 2021-06-06 12:06:31,528 - mmaction - INFO - Epoch [25][480/897] lr: 1.037e-01, eta: 19:16:39, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6760, loss_cls: 2.5312, loss: 2.5312, grad_norm: 1.9629 2021-06-06 12:07:01,927 - mmaction - INFO - Epoch [25][500/897] lr: 1.037e-01, eta: 19:15:45, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6672, loss_cls: 2.5261, loss: 2.5261, grad_norm: 1.9499 2021-06-06 12:07:33,177 - mmaction - INFO - Epoch [25][520/897] lr: 1.037e-01, eta: 19:14:54, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.3937, top5_acc: 0.6682, loss_cls: 2.5702, loss: 2.5702, grad_norm: 1.9547 2021-06-06 12:08:04,985 - mmaction - INFO - Epoch [25][540/897] lr: 1.037e-01, eta: 19:14:03, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4068, top5_acc: 0.7000, loss_cls: 2.4136, loss: 2.4136, grad_norm: 1.9083 2021-06-06 12:08:36,241 - mmaction - INFO - Epoch [25][560/897] lr: 1.037e-01, eta: 19:13:11, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6781, loss_cls: 2.4847, loss: 2.4847, grad_norm: 2.0206 2021-06-06 12:09:08,471 - mmaction - INFO - Epoch [25][580/897] lr: 1.037e-01, eta: 19:12:20, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.3823, top5_acc: 0.6891, loss_cls: 2.5107, loss: 2.5107, grad_norm: 1.9301 2021-06-06 12:09:41,884 - mmaction - INFO - Epoch [25][600/897] lr: 1.037e-01, eta: 19:11:32, time: 1.671, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6740, loss_cls: 2.4884, loss: 2.4884, grad_norm: 1.9254 2021-06-06 12:10:13,340 - mmaction - INFO - Epoch [25][620/897] lr: 1.037e-01, eta: 19:10:41, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3755, top5_acc: 0.6797, loss_cls: 2.5554, loss: 2.5554, grad_norm: 2.0394 2021-06-06 12:10:46,365 - mmaction - INFO - Epoch [25][640/897] lr: 1.037e-01, eta: 19:09:52, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6792, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.9511 2021-06-06 12:11:19,343 - mmaction - INFO - Epoch [25][660/897] lr: 1.037e-01, eta: 19:09:03, time: 1.649, data_time: 0.001, memory: 8462, top1_acc: 0.3719, top5_acc: 0.6630, loss_cls: 2.5548, loss: 2.5548, grad_norm: 2.0085 2021-06-06 12:11:51,945 - mmaction - INFO - Epoch [25][680/897] lr: 1.037e-01, eta: 19:08:13, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.3911, top5_acc: 0.6672, loss_cls: 2.5047, loss: 2.5047, grad_norm: 1.9768 2021-06-06 12:12:25,275 - mmaction - INFO - Epoch [25][700/897] lr: 1.037e-01, eta: 19:07:25, time: 1.666, data_time: 0.001, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6839, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.9283 2021-06-06 12:12:57,993 - mmaction - INFO - Epoch [25][720/897] lr: 1.037e-01, eta: 19:06:36, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.3849, top5_acc: 0.6693, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.9608 2021-06-06 12:13:29,662 - mmaction - INFO - Epoch [25][740/897] lr: 1.037e-01, eta: 19:05:45, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.3943, top5_acc: 0.6781, loss_cls: 2.4678, loss: 2.4678, grad_norm: 1.9318 2021-06-06 12:14:01,248 - mmaction - INFO - Epoch [25][760/897] lr: 1.037e-01, eta: 19:04:54, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.3781, top5_acc: 0.6734, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.9468 2021-06-06 12:14:32,804 - mmaction - INFO - Epoch [25][780/897] lr: 1.037e-01, eta: 19:04:03, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.3984, top5_acc: 0.6823, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.9777 2021-06-06 12:15:05,697 - mmaction - INFO - Epoch [25][800/897] lr: 1.037e-01, eta: 19:03:14, time: 1.645, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6839, loss_cls: 2.4921, loss: 2.4921, grad_norm: 1.9539 2021-06-06 12:15:38,431 - mmaction - INFO - Epoch [25][820/897] lr: 1.037e-01, eta: 19:02:25, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.3875, top5_acc: 0.6568, loss_cls: 2.5488, loss: 2.5488, grad_norm: 2.0034 2021-06-06 12:16:10,625 - mmaction - INFO - Epoch [25][840/897] lr: 1.037e-01, eta: 19:01:35, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.3839, top5_acc: 0.6729, loss_cls: 2.5085, loss: 2.5085, grad_norm: 1.8952 2021-06-06 12:16:43,210 - mmaction - INFO - Epoch [25][860/897] lr: 1.037e-01, eta: 19:00:45, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6771, loss_cls: 2.5198, loss: 2.5198, grad_norm: 1.9378 2021-06-06 12:17:15,628 - mmaction - INFO - Epoch [25][880/897] lr: 1.037e-01, eta: 18:59:56, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6932, loss_cls: 2.4584, loss: 2.4584, grad_norm: 1.9411 2021-06-06 12:17:47,989 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-06 12:25:33,849 - mmaction - INFO - Epoch [26][20/897] lr: 1.003e-01, eta: 19:08:55, time: 23.229, data_time: 22.222, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6859, loss_cls: 2.4364, loss: 2.4364, grad_norm: 1.9031 2021-06-06 12:25:51,724 - mmaction - INFO - Epoch [26][40/897] lr: 1.003e-01, eta: 19:07:42, time: 0.895, data_time: 0.002, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6870, loss_cls: 2.4644, loss: 2.4644, grad_norm: 1.9620 2021-06-06 12:26:10,069 - mmaction - INFO - Epoch [26][60/897] lr: 1.003e-01, eta: 19:06:30, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.3880, top5_acc: 0.6708, loss_cls: 2.5371, loss: 2.5371, grad_norm: 1.9145 2021-06-06 12:26:29,144 - mmaction - INFO - Epoch [26][80/897] lr: 1.003e-01, eta: 19:05:19, time: 0.954, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6984, loss_cls: 2.4085, loss: 2.4085, grad_norm: 1.9590 2021-06-06 12:26:50,118 - mmaction - INFO - Epoch [26][100/897] lr: 1.003e-01, eta: 19:04:11, time: 1.049, data_time: 0.001, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6917, loss_cls: 2.4280, loss: 2.4280, grad_norm: 1.9994 2021-06-06 12:27:14,155 - mmaction - INFO - Epoch [26][120/897] lr: 1.003e-01, eta: 19:03:08, time: 1.202, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6948, loss_cls: 2.4361, loss: 2.4361, grad_norm: 2.0301 2021-06-06 12:27:39,637 - mmaction - INFO - Epoch [26][140/897] lr: 1.003e-01, eta: 19:02:07, time: 1.274, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6719, loss_cls: 2.4786, loss: 2.4786, grad_norm: 1.9930 2021-06-06 12:28:05,487 - mmaction - INFO - Epoch [26][160/897] lr: 1.003e-01, eta: 19:01:07, time: 1.293, data_time: 0.001, memory: 8462, top1_acc: 0.3865, top5_acc: 0.6849, loss_cls: 2.4790, loss: 2.4790, grad_norm: 1.9536 2021-06-06 12:28:33,800 - mmaction - INFO - Epoch [26][180/897] lr: 1.003e-01, eta: 19:00:11, time: 1.416, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6964, loss_cls: 2.3850, loss: 2.3850, grad_norm: 1.9607 2021-06-06 12:29:03,561 - mmaction - INFO - Epoch [26][200/897] lr: 1.003e-01, eta: 18:59:17, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6891, loss_cls: 2.4705, loss: 2.4705, grad_norm: 2.0040 2021-06-06 12:29:33,874 - mmaction - INFO - Epoch [26][220/897] lr: 1.003e-01, eta: 18:58:23, time: 1.516, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.9618 2021-06-06 12:30:03,330 - mmaction - INFO - Epoch [26][240/897] lr: 1.003e-01, eta: 18:57:29, time: 1.473, data_time: 0.001, memory: 8462, top1_acc: 0.4078, top5_acc: 0.6943, loss_cls: 2.4271, loss: 2.4271, grad_norm: 2.0143 2021-06-06 12:30:33,909 - mmaction - INFO - Epoch [26][260/897] lr: 1.003e-01, eta: 18:56:36, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4125, top5_acc: 0.6849, loss_cls: 2.4572, loss: 2.4572, grad_norm: 2.0308 2021-06-06 12:31:05,309 - mmaction - INFO - Epoch [26][280/897] lr: 1.003e-01, eta: 18:55:45, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.3844, top5_acc: 0.6667, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.9574 2021-06-06 12:31:37,480 - mmaction - INFO - Epoch [26][300/897] lr: 1.003e-01, eta: 18:54:55, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6875, loss_cls: 2.3812, loss: 2.3812, grad_norm: 1.9015 2021-06-06 12:32:08,917 - mmaction - INFO - Epoch [26][320/897] lr: 1.003e-01, eta: 18:54:04, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6776, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.9980 2021-06-06 12:32:41,512 - mmaction - INFO - Epoch [26][340/897] lr: 1.003e-01, eta: 18:53:14, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6813, loss_cls: 2.4682, loss: 2.4682, grad_norm: 2.0186 2021-06-06 12:33:13,883 - mmaction - INFO - Epoch [26][360/897] lr: 1.003e-01, eta: 18:52:25, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.3953, top5_acc: 0.6771, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.9790 2021-06-06 12:33:46,900 - mmaction - INFO - Epoch [26][380/897] lr: 1.003e-01, eta: 18:51:36, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6776, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.9279 2021-06-06 12:34:18,966 - mmaction - INFO - Epoch [26][400/897] lr: 1.003e-01, eta: 18:50:46, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6833, loss_cls: 2.4722, loss: 2.4722, grad_norm: 2.0123 2021-06-06 12:34:50,329 - mmaction - INFO - Epoch [26][420/897] lr: 1.003e-01, eta: 18:49:55, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6880, loss_cls: 2.4770, loss: 2.4770, grad_norm: 1.9639 2021-06-06 12:35:20,964 - mmaction - INFO - Epoch [26][440/897] lr: 1.003e-01, eta: 18:49:02, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6911, loss_cls: 2.4696, loss: 2.4696, grad_norm: 1.9995 2021-06-06 12:35:51,808 - mmaction - INFO - Epoch [26][460/897] lr: 1.003e-01, eta: 18:48:11, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6677, loss_cls: 2.5542, loss: 2.5542, grad_norm: 2.0105 2021-06-06 12:36:23,269 - mmaction - INFO - Epoch [26][480/897] lr: 1.003e-01, eta: 18:47:20, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6870, loss_cls: 2.5085, loss: 2.5085, grad_norm: 1.9739 2021-06-06 12:36:56,455 - mmaction - INFO - Epoch [26][500/897] lr: 1.003e-01, eta: 18:46:31, time: 1.660, data_time: 0.001, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6979, loss_cls: 2.4431, loss: 2.4431, grad_norm: 2.0494 2021-06-06 12:37:28,507 - mmaction - INFO - Epoch [26][520/897] lr: 1.003e-01, eta: 18:45:42, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.3891, top5_acc: 0.6677, loss_cls: 2.5374, loss: 2.5374, grad_norm: 1.9842 2021-06-06 12:38:00,519 - mmaction - INFO - Epoch [26][540/897] lr: 1.003e-01, eta: 18:44:52, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6870, loss_cls: 2.4374, loss: 2.4374, grad_norm: 1.9384 2021-06-06 12:38:32,825 - mmaction - INFO - Epoch [26][560/897] lr: 1.003e-01, eta: 18:44:02, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6974, loss_cls: 2.3922, loss: 2.3922, grad_norm: 2.0633 2021-06-06 12:39:06,157 - mmaction - INFO - Epoch [26][580/897] lr: 1.003e-01, eta: 18:43:14, time: 1.667, data_time: 0.001, memory: 8462, top1_acc: 0.3917, top5_acc: 0.6792, loss_cls: 2.5290, loss: 2.5290, grad_norm: 2.0081 2021-06-06 12:39:38,323 - mmaction - INFO - Epoch [26][600/897] lr: 1.003e-01, eta: 18:42:24, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3979, top5_acc: 0.6833, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.9713 2021-06-06 12:40:09,748 - mmaction - INFO - Epoch [26][620/897] lr: 1.003e-01, eta: 18:41:34, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6875, loss_cls: 2.4593, loss: 2.4593, grad_norm: 2.0325 2021-06-06 12:40:41,700 - mmaction - INFO - Epoch [26][640/897] lr: 1.003e-01, eta: 18:40:44, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.3792, top5_acc: 0.6776, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.9876 2021-06-06 12:41:13,249 - mmaction - INFO - Epoch [26][660/897] lr: 1.003e-01, eta: 18:39:53, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6745, loss_cls: 2.4970, loss: 2.4970, grad_norm: 1.9607 2021-06-06 12:41:44,949 - mmaction - INFO - Epoch [26][680/897] lr: 1.003e-01, eta: 18:39:03, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6943, loss_cls: 2.4242, loss: 2.4242, grad_norm: 1.9898 2021-06-06 12:42:16,223 - mmaction - INFO - Epoch [26][700/897] lr: 1.003e-01, eta: 18:38:12, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.7198, loss_cls: 2.3255, loss: 2.3255, grad_norm: 1.9981 2021-06-06 12:42:48,140 - mmaction - INFO - Epoch [26][720/897] lr: 1.003e-01, eta: 18:37:22, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6859, loss_cls: 2.4673, loss: 2.4673, grad_norm: 1.9983 2021-06-06 12:43:18,409 - mmaction - INFO - Epoch [26][740/897] lr: 1.003e-01, eta: 18:36:30, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.7130, loss_cls: 2.3217, loss: 2.3217, grad_norm: 2.0257 2021-06-06 12:43:49,878 - mmaction - INFO - Epoch [26][760/897] lr: 1.003e-01, eta: 18:35:40, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6839, loss_cls: 2.4757, loss: 2.4757, grad_norm: 2.0115 2021-06-06 12:44:21,244 - mmaction - INFO - Epoch [26][780/897] lr: 1.003e-01, eta: 18:34:49, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6724, loss_cls: 2.4489, loss: 2.4489, grad_norm: 1.9912 2021-06-06 12:44:51,418 - mmaction - INFO - Epoch [26][800/897] lr: 1.003e-01, eta: 18:33:57, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6844, loss_cls: 2.4774, loss: 2.4774, grad_norm: 2.0258 2021-06-06 12:45:22,375 - mmaction - INFO - Epoch [26][820/897] lr: 1.003e-01, eta: 18:33:06, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.3964, top5_acc: 0.6708, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.9703 2021-06-06 12:45:53,174 - mmaction - INFO - Epoch [26][840/897] lr: 1.003e-01, eta: 18:32:15, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.3896, top5_acc: 0.6818, loss_cls: 2.4636, loss: 2.4636, grad_norm: 2.0282 2021-06-06 12:46:24,574 - mmaction - INFO - Epoch [26][860/897] lr: 1.003e-01, eta: 18:31:24, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6745, loss_cls: 2.4656, loss: 2.4656, grad_norm: 1.9333 2021-06-06 12:46:54,899 - mmaction - INFO - Epoch [26][880/897] lr: 1.003e-01, eta: 18:30:32, time: 1.516, data_time: 0.001, memory: 8462, top1_acc: 0.3948, top5_acc: 0.6786, loss_cls: 2.4988, loss: 2.4988, grad_norm: 1.9620 2021-06-06 12:47:23,954 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-06 12:55:11,194 - mmaction - INFO - Epoch [27][20/897] lr: 9.677e-02, eta: 18:38:55, time: 23.299, data_time: 22.304, memory: 8462, top1_acc: 0.4062, top5_acc: 0.6896, loss_cls: 2.4355, loss: 2.4355, grad_norm: 1.8872 2021-06-06 12:55:29,082 - mmaction - INFO - Epoch [27][40/897] lr: 9.677e-02, eta: 18:37:44, time: 0.896, data_time: 0.003, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6875, loss_cls: 2.4783, loss: 2.4783, grad_norm: 2.0078 2021-06-06 12:55:47,452 - mmaction - INFO - Epoch [27][60/897] lr: 9.677e-02, eta: 18:36:34, time: 0.919, data_time: 0.001, memory: 8462, top1_acc: 0.4234, top5_acc: 0.6896, loss_cls: 2.3677, loss: 2.3677, grad_norm: 1.9938 2021-06-06 12:56:06,644 - mmaction - INFO - Epoch [27][80/897] lr: 9.677e-02, eta: 18:35:25, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6922, loss_cls: 2.4433, loss: 2.4433, grad_norm: 2.0715 2021-06-06 12:56:27,774 - mmaction - INFO - Epoch [27][100/897] lr: 9.677e-02, eta: 18:34:19, time: 1.057, data_time: 0.001, memory: 8462, top1_acc: 0.4224, top5_acc: 0.7042, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.9985 2021-06-06 12:56:51,937 - mmaction - INFO - Epoch [27][120/897] lr: 9.677e-02, eta: 18:33:18, time: 1.208, data_time: 0.001, memory: 8462, top1_acc: 0.4224, top5_acc: 0.6979, loss_cls: 2.4032, loss: 2.4032, grad_norm: 1.9910 2021-06-06 12:57:19,830 - mmaction - INFO - Epoch [27][140/897] lr: 9.677e-02, eta: 18:32:22, time: 1.394, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6885, loss_cls: 2.4364, loss: 2.4364, grad_norm: 2.0398 2021-06-06 12:57:48,457 - mmaction - INFO - Epoch [27][160/897] lr: 9.677e-02, eta: 18:31:27, time: 1.431, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.6953, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.9915 2021-06-06 12:58:18,048 - mmaction - INFO - Epoch [27][180/897] lr: 9.677e-02, eta: 18:30:34, time: 1.480, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6995, loss_cls: 2.3639, loss: 2.3639, grad_norm: 2.0401 2021-06-06 12:58:48,354 - mmaction - INFO - Epoch [27][200/897] lr: 9.677e-02, eta: 18:29:42, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.4339, top5_acc: 0.7036, loss_cls: 2.3035, loss: 2.3035, grad_norm: 2.0011 2021-06-06 12:59:19,974 - mmaction - INFO - Epoch [27][220/897] lr: 9.677e-02, eta: 18:28:51, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.7010, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.9883 2021-06-06 12:59:50,463 - mmaction - INFO - Epoch [27][240/897] lr: 9.677e-02, eta: 18:27:59, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.7000, loss_cls: 2.3794, loss: 2.3794, grad_norm: 2.0546 2021-06-06 13:00:22,027 - mmaction - INFO - Epoch [27][260/897] lr: 9.677e-02, eta: 18:27:09, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6932, loss_cls: 2.4068, loss: 2.4068, grad_norm: 1.9754 2021-06-06 13:00:54,075 - mmaction - INFO - Epoch [27][280/897] lr: 9.677e-02, eta: 18:26:19, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.7010, loss_cls: 2.4301, loss: 2.4301, grad_norm: 2.0159 2021-06-06 13:01:26,332 - mmaction - INFO - Epoch [27][300/897] lr: 9.677e-02, eta: 18:25:30, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6844, loss_cls: 2.4525, loss: 2.4525, grad_norm: 1.9825 2021-06-06 13:01:58,462 - mmaction - INFO - Epoch [27][320/897] lr: 9.677e-02, eta: 18:24:41, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6766, loss_cls: 2.4652, loss: 2.4652, grad_norm: 2.0379 2021-06-06 13:02:30,153 - mmaction - INFO - Epoch [27][340/897] lr: 9.677e-02, eta: 18:23:51, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6828, loss_cls: 2.4610, loss: 2.4610, grad_norm: 1.9727 2021-06-06 13:03:01,544 - mmaction - INFO - Epoch [27][360/897] lr: 9.677e-02, eta: 18:23:00, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.4375, top5_acc: 0.7078, loss_cls: 2.3479, loss: 2.3479, grad_norm: 1.9997 2021-06-06 13:03:33,891 - mmaction - INFO - Epoch [27][380/897] lr: 9.677e-02, eta: 18:22:11, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4062, top5_acc: 0.6906, loss_cls: 2.4157, loss: 2.4157, grad_norm: 1.9966 2021-06-06 13:04:05,184 - mmaction - INFO - Epoch [27][400/897] lr: 9.677e-02, eta: 18:21:21, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.3974, top5_acc: 0.6724, loss_cls: 2.4971, loss: 2.4971, grad_norm: 2.0157 2021-06-06 13:04:36,498 - mmaction - INFO - Epoch [27][420/897] lr: 9.677e-02, eta: 18:20:30, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6823, loss_cls: 2.4517, loss: 2.4517, grad_norm: 1.9314 2021-06-06 13:05:07,694 - mmaction - INFO - Epoch [27][440/897] lr: 9.677e-02, eta: 18:19:40, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6823, loss_cls: 2.4027, loss: 2.4027, grad_norm: 1.9600 2021-06-06 13:05:38,709 - mmaction - INFO - Epoch [27][460/897] lr: 9.677e-02, eta: 18:18:49, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.3885, top5_acc: 0.6703, loss_cls: 2.5335, loss: 2.5335, grad_norm: 2.0172 2021-06-06 13:06:10,126 - mmaction - INFO - Epoch [27][480/897] lr: 9.677e-02, eta: 18:17:58, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6896, loss_cls: 2.4600, loss: 2.4600, grad_norm: 1.9684 2021-06-06 13:06:41,263 - mmaction - INFO - Epoch [27][500/897] lr: 9.677e-02, eta: 18:17:08, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.7010, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.9875 2021-06-06 13:07:12,230 - mmaction - INFO - Epoch [27][520/897] lr: 9.677e-02, eta: 18:16:17, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6792, loss_cls: 2.4400, loss: 2.4400, grad_norm: 2.0608 2021-06-06 13:07:43,036 - mmaction - INFO - Epoch [27][540/897] lr: 9.677e-02, eta: 18:15:26, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6917, loss_cls: 2.3844, loss: 2.3844, grad_norm: 1.9524 2021-06-06 13:08:13,937 - mmaction - INFO - Epoch [27][560/897] lr: 9.677e-02, eta: 18:14:35, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.4250, top5_acc: 0.7063, loss_cls: 2.3743, loss: 2.3743, grad_norm: 2.0519 2021-06-06 13:08:44,737 - mmaction - INFO - Epoch [27][580/897] lr: 9.677e-02, eta: 18:13:44, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6906, loss_cls: 2.4532, loss: 2.4532, grad_norm: 2.1186 2021-06-06 13:09:15,284 - mmaction - INFO - Epoch [27][600/897] lr: 9.677e-02, eta: 18:12:53, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.3802, top5_acc: 0.6734, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.9878 2021-06-06 13:09:46,050 - mmaction - INFO - Epoch [27][620/897] lr: 9.677e-02, eta: 18:12:02, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6813, loss_cls: 2.4387, loss: 2.4387, grad_norm: 1.9605 2021-06-06 13:10:15,961 - mmaction - INFO - Epoch [27][640/897] lr: 9.677e-02, eta: 18:11:10, time: 1.496, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.7083, loss_cls: 2.3605, loss: 2.3605, grad_norm: 2.0562 2021-06-06 13:10:46,664 - mmaction - INFO - Epoch [27][660/897] lr: 9.677e-02, eta: 18:10:19, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6750, loss_cls: 2.5023, loss: 2.5023, grad_norm: 2.0693 2021-06-06 13:11:16,682 - mmaction - INFO - Epoch [27][680/897] lr: 9.677e-02, eta: 18:09:27, time: 1.501, data_time: 0.001, memory: 8462, top1_acc: 0.3990, top5_acc: 0.6990, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.9893 2021-06-06 13:11:46,496 - mmaction - INFO - Epoch [27][700/897] lr: 9.677e-02, eta: 18:08:35, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6943, loss_cls: 2.4379, loss: 2.4379, grad_norm: 2.0556 2021-06-06 13:12:17,827 - mmaction - INFO - Epoch [27][720/897] lr: 9.677e-02, eta: 18:07:45, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.7047, loss_cls: 2.3916, loss: 2.3916, grad_norm: 2.0163 2021-06-06 13:12:48,109 - mmaction - INFO - Epoch [27][740/897] lr: 9.677e-02, eta: 18:06:54, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.7078, loss_cls: 2.3716, loss: 2.3716, grad_norm: 2.0480 2021-06-06 13:13:19,028 - mmaction - INFO - Epoch [27][760/897] lr: 9.677e-02, eta: 18:06:04, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.3766, top5_acc: 0.6875, loss_cls: 2.4717, loss: 2.4717, grad_norm: 2.0271 2021-06-06 13:13:50,254 - mmaction - INFO - Epoch [27][780/897] lr: 9.677e-02, eta: 18:05:14, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.3932, top5_acc: 0.6797, loss_cls: 2.5103, loss: 2.5103, grad_norm: 1.9930 2021-06-06 13:14:21,747 - mmaction - INFO - Epoch [27][800/897] lr: 9.677e-02, eta: 18:04:24, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6948, loss_cls: 2.4491, loss: 2.4491, grad_norm: 1.9768 2021-06-06 13:14:52,653 - mmaction - INFO - Epoch [27][820/897] lr: 9.677e-02, eta: 18:03:34, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.3922, top5_acc: 0.6885, loss_cls: 2.4880, loss: 2.4880, grad_norm: 2.0120 2021-06-06 13:15:24,566 - mmaction - INFO - Epoch [27][840/897] lr: 9.677e-02, eta: 18:02:45, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4130, top5_acc: 0.6964, loss_cls: 2.4037, loss: 2.4037, grad_norm: 1.9484 2021-06-06 13:15:56,089 - mmaction - INFO - Epoch [27][860/897] lr: 9.677e-02, eta: 18:01:55, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.3901, top5_acc: 0.6557, loss_cls: 2.5785, loss: 2.5785, grad_norm: 2.0468 2021-06-06 13:16:28,414 - mmaction - INFO - Epoch [27][880/897] lr: 9.677e-02, eta: 18:01:07, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.6891, loss_cls: 2.4606, loss: 2.4606, grad_norm: 1.9963 2021-06-06 13:16:58,733 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-06 13:24:40,251 - mmaction - INFO - Epoch [28][20/897] lr: 9.322e-02, eta: 18:08:45, time: 23.013, data_time: 22.000, memory: 8462, top1_acc: 0.3995, top5_acc: 0.6854, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.9713 2021-06-06 13:24:58,074 - mmaction - INFO - Epoch [28][40/897] lr: 9.322e-02, eta: 18:07:37, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.4177, top5_acc: 0.7005, loss_cls: 2.3803, loss: 2.3803, grad_norm: 1.9966 2021-06-06 13:25:19,587 - mmaction - INFO - Epoch [28][60/897] lr: 9.322e-02, eta: 18:06:33, time: 1.073, data_time: 0.009, memory: 8462, top1_acc: 0.4135, top5_acc: 0.7036, loss_cls: 2.3574, loss: 2.3574, grad_norm: 2.0382 2021-06-06 13:25:38,831 - mmaction - INFO - Epoch [28][80/897] lr: 9.322e-02, eta: 18:05:26, time: 0.964, data_time: 0.006, memory: 8462, top1_acc: 0.4250, top5_acc: 0.7167, loss_cls: 2.3054, loss: 2.3054, grad_norm: 2.0389 2021-06-06 13:25:59,553 - mmaction - INFO - Epoch [28][100/897] lr: 9.322e-02, eta: 18:04:21, time: 1.036, data_time: 0.002, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7172, loss_cls: 2.3042, loss: 2.3042, grad_norm: 2.0251 2021-06-06 13:26:23,700 - mmaction - INFO - Epoch [28][120/897] lr: 9.322e-02, eta: 18:03:21, time: 1.207, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6828, loss_cls: 2.4611, loss: 2.4611, grad_norm: 2.0589 2021-06-06 13:26:49,669 - mmaction - INFO - Epoch [28][140/897] lr: 9.322e-02, eta: 18:02:24, time: 1.298, data_time: 0.001, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6891, loss_cls: 2.3892, loss: 2.3892, grad_norm: 2.0453 2021-06-06 13:27:17,919 - mmaction - INFO - Epoch [28][160/897] lr: 9.322e-02, eta: 18:01:30, time: 1.413, data_time: 0.001, memory: 8462, top1_acc: 0.4073, top5_acc: 0.6990, loss_cls: 2.4052, loss: 2.4052, grad_norm: 2.0791 2021-06-06 13:27:46,654 - mmaction - INFO - Epoch [28][180/897] lr: 9.322e-02, eta: 18:00:36, time: 1.437, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6891, loss_cls: 2.4359, loss: 2.4359, grad_norm: 2.0217 2021-06-06 13:28:15,817 - mmaction - INFO - Epoch [28][200/897] lr: 9.322e-02, eta: 17:59:43, time: 1.458, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7292, loss_cls: 2.3063, loss: 2.3063, grad_norm: 1.9921 2021-06-06 13:28:43,683 - mmaction - INFO - Epoch [28][220/897] lr: 9.322e-02, eta: 17:58:49, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.4240, top5_acc: 0.7135, loss_cls: 2.2899, loss: 2.2899, grad_norm: 2.0965 2021-06-06 13:29:12,899 - mmaction - INFO - Epoch [28][240/897] lr: 9.322e-02, eta: 17:57:56, time: 1.461, data_time: 0.001, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6828, loss_cls: 2.4376, loss: 2.4376, grad_norm: 2.0185 2021-06-06 13:29:42,902 - mmaction - INFO - Epoch [28][260/897] lr: 9.322e-02, eta: 17:57:04, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.4229, top5_acc: 0.7010, loss_cls: 2.3524, loss: 2.3524, grad_norm: 1.9474 2021-06-06 13:30:12,645 - mmaction - INFO - Epoch [28][280/897] lr: 9.322e-02, eta: 17:56:12, time: 1.487, data_time: 0.001, memory: 8462, top1_acc: 0.4021, top5_acc: 0.6964, loss_cls: 2.4428, loss: 2.4428, grad_norm: 2.1120 2021-06-06 13:30:42,346 - mmaction - INFO - Epoch [28][300/897] lr: 9.322e-02, eta: 17:55:20, time: 1.485, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.7130, loss_cls: 2.3078, loss: 2.3078, grad_norm: 2.0084 2021-06-06 13:31:12,356 - mmaction - INFO - Epoch [28][320/897] lr: 9.322e-02, eta: 17:54:28, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.7031, loss_cls: 2.3964, loss: 2.3964, grad_norm: 2.0784 2021-06-06 13:31:42,242 - mmaction - INFO - Epoch [28][340/897] lr: 9.322e-02, eta: 17:53:37, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.4260, top5_acc: 0.6932, loss_cls: 2.3620, loss: 2.3620, grad_norm: 1.9872 2021-06-06 13:32:12,453 - mmaction - INFO - Epoch [28][360/897] lr: 9.322e-02, eta: 17:52:45, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.6964, loss_cls: 2.3577, loss: 2.3577, grad_norm: 2.0040 2021-06-06 13:32:42,482 - mmaction - INFO - Epoch [28][380/897] lr: 9.322e-02, eta: 17:51:54, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.3958, top5_acc: 0.6797, loss_cls: 2.4851, loss: 2.4851, grad_norm: 2.0739 2021-06-06 13:33:12,995 - mmaction - INFO - Epoch [28][400/897] lr: 9.322e-02, eta: 17:51:03, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.4182, top5_acc: 0.7000, loss_cls: 2.3416, loss: 2.3416, grad_norm: 2.0024 2021-06-06 13:33:43,808 - mmaction - INFO - Epoch [28][420/897] lr: 9.322e-02, eta: 17:50:13, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6885, loss_cls: 2.4086, loss: 2.4086, grad_norm: 2.0325 2021-06-06 13:34:14,912 - mmaction - INFO - Epoch [28][440/897] lr: 9.322e-02, eta: 17:49:23, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.7172, loss_cls: 2.3049, loss: 2.3049, grad_norm: 2.0398 2021-06-06 13:34:46,556 - mmaction - INFO - Epoch [28][460/897] lr: 9.322e-02, eta: 17:48:34, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.4266, top5_acc: 0.7057, loss_cls: 2.3589, loss: 2.3589, grad_norm: 2.0917 2021-06-06 13:35:17,991 - mmaction - INFO - Epoch [28][480/897] lr: 9.322e-02, eta: 17:47:44, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6953, loss_cls: 2.4030, loss: 2.4030, grad_norm: 2.0480 2021-06-06 13:35:49,363 - mmaction - INFO - Epoch [28][500/897] lr: 9.322e-02, eta: 17:46:55, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.4057, top5_acc: 0.6839, loss_cls: 2.4360, loss: 2.4360, grad_norm: 2.1248 2021-06-06 13:36:22,089 - mmaction - INFO - Epoch [28][520/897] lr: 9.322e-02, eta: 17:46:07, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.3906, top5_acc: 0.6891, loss_cls: 2.4404, loss: 2.4404, grad_norm: 2.0286 2021-06-06 13:36:53,475 - mmaction - INFO - Epoch [28][540/897] lr: 9.322e-02, eta: 17:45:18, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.4266, top5_acc: 0.7068, loss_cls: 2.3466, loss: 2.3466, grad_norm: 1.9768 2021-06-06 13:37:25,410 - mmaction - INFO - Epoch [28][560/897] lr: 9.322e-02, eta: 17:44:29, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.3958, top5_acc: 0.7063, loss_cls: 2.3974, loss: 2.3974, grad_norm: 2.0600 2021-06-06 13:37:58,241 - mmaction - INFO - Epoch [28][580/897] lr: 9.322e-02, eta: 17:43:42, time: 1.642, data_time: 0.001, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6771, loss_cls: 2.4470, loss: 2.4470, grad_norm: 2.0705 2021-06-06 13:38:30,644 - mmaction - INFO - Epoch [28][600/897] lr: 9.322e-02, eta: 17:42:54, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6984, loss_cls: 2.3828, loss: 2.3828, grad_norm: 2.0752 2021-06-06 13:39:04,200 - mmaction - INFO - Epoch [28][620/897] lr: 9.322e-02, eta: 17:42:07, time: 1.678, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.7089, loss_cls: 2.3709, loss: 2.3709, grad_norm: 2.0443 2021-06-06 13:39:35,891 - mmaction - INFO - Epoch [28][640/897] lr: 9.322e-02, eta: 17:41:18, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.4135, top5_acc: 0.6958, loss_cls: 2.4090, loss: 2.4090, grad_norm: 2.1019 2021-06-06 13:40:06,915 - mmaction - INFO - Epoch [28][660/897] lr: 9.322e-02, eta: 17:40:29, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.4271, top5_acc: 0.7031, loss_cls: 2.3585, loss: 2.3585, grad_norm: 2.0327 2021-06-06 13:40:37,648 - mmaction - INFO - Epoch [28][680/897] lr: 9.322e-02, eta: 17:39:38, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6906, loss_cls: 2.3933, loss: 2.3933, grad_norm: 2.1058 2021-06-06 13:41:10,038 - mmaction - INFO - Epoch [28][700/897] lr: 9.322e-02, eta: 17:38:51, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6880, loss_cls: 2.4378, loss: 2.4378, grad_norm: 1.9893 2021-06-06 13:41:42,446 - mmaction - INFO - Epoch [28][720/897] lr: 9.322e-02, eta: 17:38:03, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6839, loss_cls: 2.4344, loss: 2.4344, grad_norm: 2.0132 2021-06-06 13:42:14,797 - mmaction - INFO - Epoch [28][740/897] lr: 9.322e-02, eta: 17:37:15, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4094, top5_acc: 0.6906, loss_cls: 2.3858, loss: 2.3858, grad_norm: 2.0271 2021-06-06 13:42:47,745 - mmaction - INFO - Epoch [28][760/897] lr: 9.322e-02, eta: 17:36:28, time: 1.648, data_time: 0.001, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6953, loss_cls: 2.4506, loss: 2.4506, grad_norm: 2.0153 2021-06-06 13:43:20,200 - mmaction - INFO - Epoch [28][780/897] lr: 9.322e-02, eta: 17:35:40, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.7099, loss_cls: 2.3564, loss: 2.3564, grad_norm: 2.0416 2021-06-06 13:43:51,892 - mmaction - INFO - Epoch [28][800/897] lr: 9.322e-02, eta: 17:34:51, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.4089, top5_acc: 0.6979, loss_cls: 2.3631, loss: 2.3631, grad_norm: 2.1314 2021-06-06 13:44:24,055 - mmaction - INFO - Epoch [28][820/897] lr: 9.322e-02, eta: 17:34:03, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.3870, top5_acc: 0.7010, loss_cls: 2.4295, loss: 2.4295, grad_norm: 2.0327 2021-06-06 13:44:56,151 - mmaction - INFO - Epoch [28][840/897] lr: 9.322e-02, eta: 17:33:15, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.6979, loss_cls: 2.4263, loss: 2.4263, grad_norm: 2.1287 2021-06-06 13:45:27,903 - mmaction - INFO - Epoch [28][860/897] lr: 9.322e-02, eta: 17:32:27, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.4000, top5_acc: 0.6849, loss_cls: 2.4602, loss: 2.4602, grad_norm: 2.0504 2021-06-06 13:45:59,592 - mmaction - INFO - Epoch [28][880/897] lr: 9.322e-02, eta: 17:31:38, time: 1.585, data_time: 0.002, memory: 8462, top1_acc: 0.4214, top5_acc: 0.7057, loss_cls: 2.3621, loss: 2.3621, grad_norm: 2.0623 2021-06-06 13:46:30,365 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-06 13:53:55,778 - mmaction - INFO - Epoch [29][20/897] lr: 8.963e-02, eta: 17:38:23, time: 22.207, data_time: 21.212, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7016, loss_cls: 2.3643, loss: 2.3643, grad_norm: 1.9826 2021-06-06 13:54:13,627 - mmaction - INFO - Epoch [29][40/897] lr: 8.963e-02, eta: 17:37:17, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6885, loss_cls: 2.3754, loss: 2.3754, grad_norm: 2.0537 2021-06-06 13:54:32,103 - mmaction - INFO - Epoch [29][60/897] lr: 8.963e-02, eta: 17:36:10, time: 0.924, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7068, loss_cls: 2.3384, loss: 2.3384, grad_norm: 2.0654 2021-06-06 13:54:52,255 - mmaction - INFO - Epoch [29][80/897] lr: 8.963e-02, eta: 17:35:07, time: 1.007, data_time: 0.001, memory: 8462, top1_acc: 0.4167, top5_acc: 0.7057, loss_cls: 2.3107, loss: 2.3107, grad_norm: 2.0371 2021-06-06 13:55:14,140 - mmaction - INFO - Epoch [29][100/897] lr: 8.963e-02, eta: 17:34:05, time: 1.094, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.7042, loss_cls: 2.3788, loss: 2.3788, grad_norm: 2.0500 2021-06-06 13:55:38,126 - mmaction - INFO - Epoch [29][120/897] lr: 8.963e-02, eta: 17:33:06, time: 1.199, data_time: 0.001, memory: 8462, top1_acc: 0.4255, top5_acc: 0.7021, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.9942 2021-06-06 13:56:04,212 - mmaction - INFO - Epoch [29][140/897] lr: 8.963e-02, eta: 17:32:10, time: 1.304, data_time: 0.001, memory: 8462, top1_acc: 0.4375, top5_acc: 0.7214, loss_cls: 2.2813, loss: 2.2813, grad_norm: 2.0272 2021-06-06 13:56:32,479 - mmaction - INFO - Epoch [29][160/897] lr: 8.963e-02, eta: 17:31:17, time: 1.414, data_time: 0.001, memory: 8462, top1_acc: 0.4120, top5_acc: 0.7016, loss_cls: 2.3709, loss: 2.3709, grad_norm: 2.0710 2021-06-06 13:57:01,398 - mmaction - INFO - Epoch [29][180/897] lr: 8.963e-02, eta: 17:30:25, time: 1.446, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6964, loss_cls: 2.3674, loss: 2.3674, grad_norm: 2.0050 2021-06-06 13:57:32,205 - mmaction - INFO - Epoch [29][200/897] lr: 8.963e-02, eta: 17:29:35, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7057, loss_cls: 2.3197, loss: 2.3197, grad_norm: 2.0456 2021-06-06 13:58:03,038 - mmaction - INFO - Epoch [29][220/897] lr: 8.963e-02, eta: 17:28:45, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.6979, loss_cls: 2.3966, loss: 2.3966, grad_norm: 2.1482 2021-06-06 13:58:34,592 - mmaction - INFO - Epoch [29][240/897] lr: 8.963e-02, eta: 17:27:56, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7099, loss_cls: 2.3432, loss: 2.3432, grad_norm: 2.1397 2021-06-06 13:59:06,511 - mmaction - INFO - Epoch [29][260/897] lr: 8.963e-02, eta: 17:27:07, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4125, top5_acc: 0.7005, loss_cls: 2.3611, loss: 2.3611, grad_norm: 2.1029 2021-06-06 13:59:38,679 - mmaction - INFO - Epoch [29][280/897] lr: 8.963e-02, eta: 17:26:19, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6922, loss_cls: 2.4085, loss: 2.4085, grad_norm: 2.0408 2021-06-06 14:00:10,220 - mmaction - INFO - Epoch [29][300/897] lr: 8.963e-02, eta: 17:25:30, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.4135, top5_acc: 0.7047, loss_cls: 2.3712, loss: 2.3712, grad_norm: 2.0549 2021-06-06 14:00:42,031 - mmaction - INFO - Epoch [29][320/897] lr: 8.963e-02, eta: 17:24:42, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.4307, top5_acc: 0.7078, loss_cls: 2.3304, loss: 2.3304, grad_norm: 2.0800 2021-06-06 14:01:13,699 - mmaction - INFO - Epoch [29][340/897] lr: 8.963e-02, eta: 17:23:53, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.4214, top5_acc: 0.7141, loss_cls: 2.3651, loss: 2.3651, grad_norm: 2.1132 2021-06-06 14:01:45,478 - mmaction - INFO - Epoch [29][360/897] lr: 8.963e-02, eta: 17:23:05, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7021, loss_cls: 2.3598, loss: 2.3598, grad_norm: 2.0544 2021-06-06 14:02:16,888 - mmaction - INFO - Epoch [29][380/897] lr: 8.963e-02, eta: 17:22:16, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.4161, top5_acc: 0.7068, loss_cls: 2.3675, loss: 2.3675, grad_norm: 2.0469 2021-06-06 14:02:48,981 - mmaction - INFO - Epoch [29][400/897] lr: 8.963e-02, eta: 17:21:28, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6937, loss_cls: 2.4032, loss: 2.4032, grad_norm: 2.0973 2021-06-06 14:03:19,924 - mmaction - INFO - Epoch [29][420/897] lr: 8.963e-02, eta: 17:20:38, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.4047, top5_acc: 0.7094, loss_cls: 2.3962, loss: 2.3962, grad_norm: 2.0863 2021-06-06 14:03:51,770 - mmaction - INFO - Epoch [29][440/897] lr: 8.963e-02, eta: 17:19:50, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.7036, loss_cls: 2.3890, loss: 2.3890, grad_norm: 2.1013 2021-06-06 14:04:22,636 - mmaction - INFO - Epoch [29][460/897] lr: 8.963e-02, eta: 17:19:00, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6984, loss_cls: 2.3545, loss: 2.3545, grad_norm: 2.0127 2021-06-06 14:04:53,598 - mmaction - INFO - Epoch [29][480/897] lr: 8.963e-02, eta: 17:18:11, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.7057, loss_cls: 2.3780, loss: 2.3780, grad_norm: 2.0682 2021-06-06 14:05:24,903 - mmaction - INFO - Epoch [29][500/897] lr: 8.963e-02, eta: 17:17:22, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.4005, top5_acc: 0.6849, loss_cls: 2.4397, loss: 2.4397, grad_norm: 2.1198 2021-06-06 14:05:56,454 - mmaction - INFO - Epoch [29][520/897] lr: 8.963e-02, eta: 17:16:33, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.4120, top5_acc: 0.7068, loss_cls: 2.3717, loss: 2.3717, grad_norm: 2.0680 2021-06-06 14:06:27,214 - mmaction - INFO - Epoch [29][540/897] lr: 8.963e-02, eta: 17:15:44, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.4036, top5_acc: 0.7063, loss_cls: 2.4304, loss: 2.4304, grad_norm: 2.1185 2021-06-06 14:06:58,659 - mmaction - INFO - Epoch [29][560/897] lr: 8.963e-02, eta: 17:14:55, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7026, loss_cls: 2.3425, loss: 2.3425, grad_norm: 2.0237 2021-06-06 14:07:28,897 - mmaction - INFO - Epoch [29][580/897] lr: 8.963e-02, eta: 17:14:05, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6953, loss_cls: 2.3875, loss: 2.3875, grad_norm: 2.0945 2021-06-06 14:08:00,171 - mmaction - INFO - Epoch [29][600/897] lr: 8.963e-02, eta: 17:13:16, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7214, loss_cls: 2.2954, loss: 2.2954, grad_norm: 2.0476 2021-06-06 14:08:31,106 - mmaction - INFO - Epoch [29][620/897] lr: 8.963e-02, eta: 17:12:27, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.4229, top5_acc: 0.6891, loss_cls: 2.4427, loss: 2.4427, grad_norm: 2.0735 2021-06-06 14:09:01,454 - mmaction - INFO - Epoch [29][640/897] lr: 8.963e-02, eta: 17:11:37, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7151, loss_cls: 2.2992, loss: 2.2992, grad_norm: 2.1153 2021-06-06 14:09:32,037 - mmaction - INFO - Epoch [29][660/897] lr: 8.963e-02, eta: 17:10:48, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6984, loss_cls: 2.3639, loss: 2.3639, grad_norm: 2.1201 2021-06-06 14:10:04,105 - mmaction - INFO - Epoch [29][680/897] lr: 8.963e-02, eta: 17:10:00, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.7057, loss_cls: 2.3764, loss: 2.3764, grad_norm: 2.0500 2021-06-06 14:10:34,478 - mmaction - INFO - Epoch [29][700/897] lr: 8.963e-02, eta: 17:09:10, time: 1.519, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.6974, loss_cls: 2.4151, loss: 2.4151, grad_norm: 2.0795 2021-06-06 14:11:05,947 - mmaction - INFO - Epoch [29][720/897] lr: 8.963e-02, eta: 17:08:22, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4260, top5_acc: 0.7104, loss_cls: 2.3037, loss: 2.3037, grad_norm: 1.9804 2021-06-06 14:11:37,223 - mmaction - INFO - Epoch [29][740/897] lr: 8.963e-02, eta: 17:07:33, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4255, top5_acc: 0.6974, loss_cls: 2.3609, loss: 2.3609, grad_norm: 2.0484 2021-06-06 14:12:09,075 - mmaction - INFO - Epoch [29][760/897] lr: 8.963e-02, eta: 17:06:45, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6979, loss_cls: 2.4271, loss: 2.4271, grad_norm: 2.1148 2021-06-06 14:12:41,293 - mmaction - INFO - Epoch [29][780/897] lr: 8.963e-02, eta: 17:05:58, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.7057, loss_cls: 2.3831, loss: 2.3831, grad_norm: 2.0405 2021-06-06 14:13:13,608 - mmaction - INFO - Epoch [29][800/897] lr: 8.963e-02, eta: 17:05:10, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7109, loss_cls: 2.3473, loss: 2.3473, grad_norm: 2.1645 2021-06-06 14:13:45,625 - mmaction - INFO - Epoch [29][820/897] lr: 8.963e-02, eta: 17:04:23, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6937, loss_cls: 2.3548, loss: 2.3548, grad_norm: 2.1454 2021-06-06 14:14:18,533 - mmaction - INFO - Epoch [29][840/897] lr: 8.963e-02, eta: 17:03:36, time: 1.646, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6927, loss_cls: 2.3433, loss: 2.3433, grad_norm: 2.0719 2021-06-06 14:14:50,998 - mmaction - INFO - Epoch [29][860/897] lr: 8.963e-02, eta: 17:02:49, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7021, loss_cls: 2.3619, loss: 2.3619, grad_norm: 2.0418 2021-06-06 14:15:24,986 - mmaction - INFO - Epoch [29][880/897] lr: 8.963e-02, eta: 17:02:04, time: 1.699, data_time: 0.001, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7068, loss_cls: 2.3882, loss: 2.3882, grad_norm: 2.1299 2021-06-06 14:15:56,585 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-06 14:23:31,828 - mmaction - INFO - Epoch [30][20/897] lr: 8.600e-02, eta: 17:08:32, time: 22.699, data_time: 21.703, memory: 8462, top1_acc: 0.4250, top5_acc: 0.6984, loss_cls: 2.3461, loss: 2.3461, grad_norm: 2.0965 2021-06-06 14:23:49,801 - mmaction - INFO - Epoch [30][40/897] lr: 8.600e-02, eta: 17:07:27, time: 0.900, data_time: 0.003, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7125, loss_cls: 2.2951, loss: 2.2951, grad_norm: 2.0913 2021-06-06 14:24:08,077 - mmaction - INFO - Epoch [30][60/897] lr: 8.600e-02, eta: 17:06:22, time: 0.914, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7151, loss_cls: 2.2701, loss: 2.2701, grad_norm: 2.1004 2021-06-06 14:24:27,271 - mmaction - INFO - Epoch [30][80/897] lr: 8.600e-02, eta: 17:05:19, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7391, loss_cls: 2.2442, loss: 2.2442, grad_norm: 2.1728 2021-06-06 14:24:47,461 - mmaction - INFO - Epoch [30][100/897] lr: 8.600e-02, eta: 17:04:17, time: 1.010, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7104, loss_cls: 2.3234, loss: 2.3234, grad_norm: 2.1409 2021-06-06 14:25:12,480 - mmaction - INFO - Epoch [30][120/897] lr: 8.600e-02, eta: 17:03:20, time: 1.249, data_time: 0.005, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6979, loss_cls: 2.3800, loss: 2.3800, grad_norm: 2.1195 2021-06-06 14:25:36,543 - mmaction - INFO - Epoch [30][140/897] lr: 8.600e-02, eta: 17:02:23, time: 1.205, data_time: 0.007, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7167, loss_cls: 2.2888, loss: 2.2888, grad_norm: 2.0937 2021-06-06 14:26:03,776 - mmaction - INFO - Epoch [30][160/897] lr: 8.600e-02, eta: 17:01:29, time: 1.362, data_time: 0.001, memory: 8462, top1_acc: 0.4016, top5_acc: 0.6896, loss_cls: 2.4312, loss: 2.4312, grad_norm: 2.1143 2021-06-06 14:26:31,811 - mmaction - INFO - Epoch [30][180/897] lr: 8.600e-02, eta: 17:00:37, time: 1.402, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.7000, loss_cls: 2.3963, loss: 2.3963, grad_norm: 2.0656 2021-06-06 14:27:00,878 - mmaction - INFO - Epoch [30][200/897] lr: 8.600e-02, eta: 16:59:45, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.4313, top5_acc: 0.7198, loss_cls: 2.2942, loss: 2.2942, grad_norm: 2.0321 2021-06-06 14:27:29,833 - mmaction - INFO - Epoch [30][220/897] lr: 8.600e-02, eta: 16:58:54, time: 1.448, data_time: 0.001, memory: 8462, top1_acc: 0.4208, top5_acc: 0.7130, loss_cls: 2.3815, loss: 2.3815, grad_norm: 2.0932 2021-06-06 14:27:58,661 - mmaction - INFO - Epoch [30][240/897] lr: 8.600e-02, eta: 16:58:02, time: 1.441, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7031, loss_cls: 2.3381, loss: 2.3381, grad_norm: 2.1015 2021-06-06 14:28:27,984 - mmaction - INFO - Epoch [30][260/897] lr: 8.600e-02, eta: 16:57:11, time: 1.466, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7281, loss_cls: 2.2720, loss: 2.2720, grad_norm: 2.1423 2021-06-06 14:28:57,288 - mmaction - INFO - Epoch [30][280/897] lr: 8.600e-02, eta: 16:56:21, time: 1.465, data_time: 0.001, memory: 8462, top1_acc: 0.4203, top5_acc: 0.6990, loss_cls: 2.3968, loss: 2.3968, grad_norm: 2.1116 2021-06-06 14:29:27,260 - mmaction - INFO - Epoch [30][300/897] lr: 8.600e-02, eta: 16:55:30, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.4052, top5_acc: 0.7068, loss_cls: 2.3463, loss: 2.3463, grad_norm: 2.0923 2021-06-06 14:29:58,044 - mmaction - INFO - Epoch [30][320/897] lr: 8.600e-02, eta: 16:54:41, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.6974, loss_cls: 2.4060, loss: 2.4060, grad_norm: 2.1098 2021-06-06 14:30:28,895 - mmaction - INFO - Epoch [30][340/897] lr: 8.600e-02, eta: 16:53:52, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7047, loss_cls: 2.3586, loss: 2.3586, grad_norm: 2.0906 2021-06-06 14:31:00,889 - mmaction - INFO - Epoch [30][360/897] lr: 8.600e-02, eta: 16:53:05, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7146, loss_cls: 2.2940, loss: 2.2940, grad_norm: 2.0686 2021-06-06 14:31:31,606 - mmaction - INFO - Epoch [30][380/897] lr: 8.600e-02, eta: 16:52:16, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4177, top5_acc: 0.6974, loss_cls: 2.3845, loss: 2.3845, grad_norm: 2.1803 2021-06-06 14:32:03,617 - mmaction - INFO - Epoch [30][400/897] lr: 8.600e-02, eta: 16:51:28, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.4161, top5_acc: 0.7021, loss_cls: 2.3970, loss: 2.3970, grad_norm: 2.1232 2021-06-06 14:32:34,876 - mmaction - INFO - Epoch [30][420/897] lr: 8.600e-02, eta: 16:50:40, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4010, top5_acc: 0.6964, loss_cls: 2.4269, loss: 2.4269, grad_norm: 2.0956 2021-06-06 14:33:07,317 - mmaction - INFO - Epoch [30][440/897] lr: 8.600e-02, eta: 16:49:53, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7031, loss_cls: 2.3401, loss: 2.3401, grad_norm: 2.1096 2021-06-06 14:33:39,346 - mmaction - INFO - Epoch [30][460/897] lr: 8.600e-02, eta: 16:49:05, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7135, loss_cls: 2.2953, loss: 2.2953, grad_norm: 2.0778 2021-06-06 14:34:11,889 - mmaction - INFO - Epoch [30][480/897] lr: 8.600e-02, eta: 16:48:18, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7156, loss_cls: 2.2952, loss: 2.2952, grad_norm: 2.1086 2021-06-06 14:34:45,621 - mmaction - INFO - Epoch [30][500/897] lr: 8.600e-02, eta: 16:47:33, time: 1.687, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7073, loss_cls: 2.2982, loss: 2.2982, grad_norm: 2.0554 2021-06-06 14:35:18,635 - mmaction - INFO - Epoch [30][520/897] lr: 8.600e-02, eta: 16:46:47, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.7005, loss_cls: 2.3907, loss: 2.3907, grad_norm: 2.1434 2021-06-06 14:35:50,273 - mmaction - INFO - Epoch [30][540/897] lr: 8.600e-02, eta: 16:45:59, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.7021, loss_cls: 2.3327, loss: 2.3327, grad_norm: 2.1244 2021-06-06 14:36:21,049 - mmaction - INFO - Epoch [30][560/897] lr: 8.600e-02, eta: 16:45:10, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6766, loss_cls: 2.4351, loss: 2.4351, grad_norm: 2.1166 2021-06-06 14:36:51,901 - mmaction - INFO - Epoch [30][580/897] lr: 8.600e-02, eta: 16:44:21, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6807, loss_cls: 2.4099, loss: 2.4099, grad_norm: 2.1005 2021-06-06 14:37:22,929 - mmaction - INFO - Epoch [30][600/897] lr: 8.600e-02, eta: 16:43:33, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7161, loss_cls: 2.3085, loss: 2.3085, grad_norm: 2.1072 2021-06-06 14:37:54,106 - mmaction - INFO - Epoch [30][620/897] lr: 8.600e-02, eta: 16:42:45, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.6870, loss_cls: 2.4394, loss: 2.4394, grad_norm: 2.2081 2021-06-06 14:38:25,689 - mmaction - INFO - Epoch [30][640/897] lr: 8.600e-02, eta: 16:41:57, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.4188, top5_acc: 0.7089, loss_cls: 2.3212, loss: 2.3212, grad_norm: 2.1237 2021-06-06 14:38:56,324 - mmaction - INFO - Epoch [30][660/897] lr: 8.600e-02, eta: 16:41:08, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.4219, top5_acc: 0.7229, loss_cls: 2.2930, loss: 2.2930, grad_norm: 2.1720 2021-06-06 14:39:28,197 - mmaction - INFO - Epoch [30][680/897] lr: 8.600e-02, eta: 16:40:21, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6880, loss_cls: 2.3750, loss: 2.3750, grad_norm: 2.1161 2021-06-06 14:39:58,937 - mmaction - INFO - Epoch [30][700/897] lr: 8.600e-02, eta: 16:39:32, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7214, loss_cls: 2.2762, loss: 2.2762, grad_norm: 2.0968 2021-06-06 14:40:30,665 - mmaction - INFO - Epoch [30][720/897] lr: 8.600e-02, eta: 16:38:44, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.4104, top5_acc: 0.6896, loss_cls: 2.4036, loss: 2.4036, grad_norm: 2.1139 2021-06-06 14:41:03,041 - mmaction - INFO - Epoch [30][740/897] lr: 8.600e-02, eta: 16:37:58, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.4141, top5_acc: 0.6948, loss_cls: 2.3815, loss: 2.3815, grad_norm: 2.0245 2021-06-06 14:41:35,147 - mmaction - INFO - Epoch [30][760/897] lr: 8.600e-02, eta: 16:37:11, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.4339, top5_acc: 0.7031, loss_cls: 2.2916, loss: 2.2916, grad_norm: 2.0841 2021-06-06 14:42:08,283 - mmaction - INFO - Epoch [30][780/897] lr: 8.600e-02, eta: 16:36:25, time: 1.657, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7255, loss_cls: 2.2646, loss: 2.2646, grad_norm: 2.1322 2021-06-06 14:42:40,432 - mmaction - INFO - Epoch [30][800/897] lr: 8.600e-02, eta: 16:35:38, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7141, loss_cls: 2.3420, loss: 2.3420, grad_norm: 2.1304 2021-06-06 14:43:13,087 - mmaction - INFO - Epoch [30][820/897] lr: 8.600e-02, eta: 16:34:51, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.4109, top5_acc: 0.7021, loss_cls: 2.3657, loss: 2.3657, grad_norm: 2.1089 2021-06-06 14:43:46,207 - mmaction - INFO - Epoch [30][840/897] lr: 8.600e-02, eta: 16:34:06, time: 1.656, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.6880, loss_cls: 2.4553, loss: 2.4553, grad_norm: 2.1140 2021-06-06 14:44:18,541 - mmaction - INFO - Epoch [30][860/897] lr: 8.600e-02, eta: 16:33:19, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4036, top5_acc: 0.6813, loss_cls: 2.4055, loss: 2.4055, grad_norm: 2.1095 2021-06-06 14:44:50,510 - mmaction - INFO - Epoch [30][880/897] lr: 8.600e-02, eta: 16:32:32, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6943, loss_cls: 2.3480, loss: 2.3480, grad_norm: 2.1336 2021-06-06 14:45:22,428 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-06 14:53:02,311 - mmaction - INFO - Epoch [31][20/897] lr: 8.235e-02, eta: 16:38:37, time: 22.930, data_time: 21.935, memory: 8462, top1_acc: 0.4161, top5_acc: 0.6995, loss_cls: 2.3606, loss: 2.3606, grad_norm: 2.0610 2021-06-06 14:53:20,152 - mmaction - INFO - Epoch [31][40/897] lr: 8.235e-02, eta: 16:37:33, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7172, loss_cls: 2.2799, loss: 2.2799, grad_norm: 2.0868 2021-06-06 14:53:38,472 - mmaction - INFO - Epoch [31][60/897] lr: 8.235e-02, eta: 16:36:30, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.4510, top5_acc: 0.7396, loss_cls: 2.1709, loss: 2.1709, grad_norm: 2.0874 2021-06-06 14:53:57,749 - mmaction - INFO - Epoch [31][80/897] lr: 8.235e-02, eta: 16:35:29, time: 0.964, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7130, loss_cls: 2.3016, loss: 2.3016, grad_norm: 2.2116 2021-06-06 14:54:19,746 - mmaction - INFO - Epoch [31][100/897] lr: 8.235e-02, eta: 16:34:30, time: 1.100, data_time: 0.001, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7073, loss_cls: 2.3105, loss: 2.3105, grad_norm: 2.1191 2021-06-06 14:54:43,739 - mmaction - INFO - Epoch [31][120/897] lr: 8.235e-02, eta: 16:33:34, time: 1.200, data_time: 0.001, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7234, loss_cls: 2.2717, loss: 2.2717, grad_norm: 2.1169 2021-06-06 14:55:11,157 - mmaction - INFO - Epoch [31][140/897] lr: 8.235e-02, eta: 16:32:41, time: 1.371, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7188, loss_cls: 2.2128, loss: 2.2128, grad_norm: 2.0504 2021-06-06 14:55:38,989 - mmaction - INFO - Epoch [31][160/897] lr: 8.235e-02, eta: 16:31:49, time: 1.392, data_time: 0.002, memory: 8462, top1_acc: 0.4193, top5_acc: 0.7094, loss_cls: 2.3255, loss: 2.3255, grad_norm: 2.1241 2021-06-06 14:56:07,000 - mmaction - INFO - Epoch [31][180/897] lr: 8.235e-02, eta: 16:30:57, time: 1.400, data_time: 0.001, memory: 8462, top1_acc: 0.4318, top5_acc: 0.6990, loss_cls: 2.3283, loss: 2.3283, grad_norm: 2.1140 2021-06-06 14:56:37,149 - mmaction - INFO - Epoch [31][200/897] lr: 8.235e-02, eta: 16:30:08, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.4458, top5_acc: 0.7104, loss_cls: 2.3168, loss: 2.3168, grad_norm: 2.1542 2021-06-06 14:57:07,673 - mmaction - INFO - Epoch [31][220/897] lr: 8.235e-02, eta: 16:29:19, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.6984, loss_cls: 2.3104, loss: 2.3104, grad_norm: 2.1474 2021-06-06 14:57:38,076 - mmaction - INFO - Epoch [31][240/897] lr: 8.235e-02, eta: 16:28:30, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.3344, loss: 2.3344, grad_norm: 2.1579 2021-06-06 14:58:09,173 - mmaction - INFO - Epoch [31][260/897] lr: 8.235e-02, eta: 16:27:42, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4099, top5_acc: 0.6953, loss_cls: 2.4025, loss: 2.4025, grad_norm: 2.1353 2021-06-06 14:58:40,885 - mmaction - INFO - Epoch [31][280/897] lr: 8.235e-02, eta: 16:26:54, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.4172, top5_acc: 0.7130, loss_cls: 2.3203, loss: 2.3203, grad_norm: 2.1204 2021-06-06 14:59:12,835 - mmaction - INFO - Epoch [31][300/897] lr: 8.235e-02, eta: 16:26:07, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.4260, top5_acc: 0.7193, loss_cls: 2.3314, loss: 2.3314, grad_norm: 2.1663 2021-06-06 14:59:45,021 - mmaction - INFO - Epoch [31][320/897] lr: 8.235e-02, eta: 16:25:20, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.6880, loss_cls: 2.4130, loss: 2.4130, grad_norm: 2.1367 2021-06-06 15:00:17,362 - mmaction - INFO - Epoch [31][340/897] lr: 8.235e-02, eta: 16:24:33, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.7208, loss_cls: 2.2675, loss: 2.2675, grad_norm: 2.1519 2021-06-06 15:00:48,617 - mmaction - INFO - Epoch [31][360/897] lr: 8.235e-02, eta: 16:23:45, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4198, top5_acc: 0.7094, loss_cls: 2.3419, loss: 2.3419, grad_norm: 2.2141 2021-06-06 15:01:21,649 - mmaction - INFO - Epoch [31][380/897] lr: 8.235e-02, eta: 16:22:59, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7156, loss_cls: 2.2870, loss: 2.2870, grad_norm: 2.1106 2021-06-06 15:01:53,736 - mmaction - INFO - Epoch [31][400/897] lr: 8.235e-02, eta: 16:22:12, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7208, loss_cls: 2.2496, loss: 2.2496, grad_norm: 2.0965 2021-06-06 15:02:24,234 - mmaction - INFO - Epoch [31][420/897] lr: 8.235e-02, eta: 16:21:24, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.4167, top5_acc: 0.7031, loss_cls: 2.3651, loss: 2.3651, grad_norm: 2.2135 2021-06-06 15:02:55,695 - mmaction - INFO - Epoch [31][440/897] lr: 8.235e-02, eta: 16:20:36, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4339, top5_acc: 0.7312, loss_cls: 2.2534, loss: 2.2534, grad_norm: 2.1105 2021-06-06 15:03:26,917 - mmaction - INFO - Epoch [31][460/897] lr: 8.235e-02, eta: 16:19:48, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7219, loss_cls: 2.2632, loss: 2.2632, grad_norm: 2.1392 2021-06-06 15:03:58,641 - mmaction - INFO - Epoch [31][480/897] lr: 8.235e-02, eta: 16:19:01, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.6984, loss_cls: 2.3266, loss: 2.3266, grad_norm: 2.1588 2021-06-06 15:04:29,787 - mmaction - INFO - Epoch [31][500/897] lr: 8.235e-02, eta: 16:18:13, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7073, loss_cls: 2.3294, loss: 2.3294, grad_norm: 2.0969 2021-06-06 15:05:00,496 - mmaction - INFO - Epoch [31][520/897] lr: 8.235e-02, eta: 16:17:25, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7130, loss_cls: 2.3104, loss: 2.3104, grad_norm: 2.1980 2021-06-06 15:05:32,762 - mmaction - INFO - Epoch [31][540/897] lr: 8.235e-02, eta: 16:16:38, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7099, loss_cls: 2.2934, loss: 2.2934, grad_norm: 2.1280 2021-06-06 15:06:04,270 - mmaction - INFO - Epoch [31][560/897] lr: 8.235e-02, eta: 16:15:51, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7073, loss_cls: 2.3346, loss: 2.3346, grad_norm: 2.0688 2021-06-06 15:06:35,346 - mmaction - INFO - Epoch [31][580/897] lr: 8.235e-02, eta: 16:15:03, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.4234, top5_acc: 0.7047, loss_cls: 2.3037, loss: 2.3037, grad_norm: 2.1181 2021-06-06 15:07:05,254 - mmaction - INFO - Epoch [31][600/897] lr: 8.235e-02, eta: 16:14:14, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.4240, top5_acc: 0.7224, loss_cls: 2.2838, loss: 2.2838, grad_norm: 2.2022 2021-06-06 15:07:36,380 - mmaction - INFO - Epoch [31][620/897] lr: 8.235e-02, eta: 16:13:26, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7167, loss_cls: 2.2722, loss: 2.2722, grad_norm: 2.0982 2021-06-06 15:08:07,186 - mmaction - INFO - Epoch [31][640/897] lr: 8.235e-02, eta: 16:12:38, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7104, loss_cls: 2.2998, loss: 2.2998, grad_norm: 2.1590 2021-06-06 15:08:38,529 - mmaction - INFO - Epoch [31][660/897] lr: 8.235e-02, eta: 16:11:50, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7172, loss_cls: 2.3051, loss: 2.3051, grad_norm: 2.1093 2021-06-06 15:09:09,428 - mmaction - INFO - Epoch [31][680/897] lr: 8.235e-02, eta: 16:11:02, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7286, loss_cls: 2.2791, loss: 2.2791, grad_norm: 2.1811 2021-06-06 15:09:40,429 - mmaction - INFO - Epoch [31][700/897] lr: 8.235e-02, eta: 16:10:15, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.4250, top5_acc: 0.7078, loss_cls: 2.3280, loss: 2.3280, grad_norm: 2.1857 2021-06-06 15:10:11,490 - mmaction - INFO - Epoch [31][720/897] lr: 8.235e-02, eta: 16:09:27, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.4156, top5_acc: 0.7000, loss_cls: 2.3822, loss: 2.3822, grad_norm: 2.1923 2021-06-06 15:10:43,464 - mmaction - INFO - Epoch [31][740/897] lr: 8.235e-02, eta: 16:08:40, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.4365, top5_acc: 0.7052, loss_cls: 2.2935, loss: 2.2935, grad_norm: 2.1632 2021-06-06 15:11:15,305 - mmaction - INFO - Epoch [31][760/897] lr: 8.235e-02, eta: 16:07:53, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.4219, top5_acc: 0.6896, loss_cls: 2.3706, loss: 2.3706, grad_norm: 2.1477 2021-06-06 15:11:47,207 - mmaction - INFO - Epoch [31][780/897] lr: 8.235e-02, eta: 16:07:07, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.7120, loss_cls: 2.3094, loss: 2.3094, grad_norm: 2.2021 2021-06-06 15:12:19,632 - mmaction - INFO - Epoch [31][800/897] lr: 8.235e-02, eta: 16:06:21, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.4214, top5_acc: 0.6953, loss_cls: 2.3834, loss: 2.3834, grad_norm: 2.1444 2021-06-06 15:12:52,350 - mmaction - INFO - Epoch [31][820/897] lr: 8.235e-02, eta: 16:05:35, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.4026, top5_acc: 0.7057, loss_cls: 2.3801, loss: 2.3801, grad_norm: 2.2145 2021-06-06 15:13:25,014 - mmaction - INFO - Epoch [31][840/897] lr: 8.235e-02, eta: 16:04:49, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.4146, top5_acc: 0.7057, loss_cls: 2.3689, loss: 2.3689, grad_norm: 2.1711 2021-06-06 15:13:58,587 - mmaction - INFO - Epoch [31][860/897] lr: 8.235e-02, eta: 16:04:04, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.7172, loss_cls: 2.2298, loss: 2.2298, grad_norm: 2.0364 2021-06-06 15:14:30,857 - mmaction - INFO - Epoch [31][880/897] lr: 8.235e-02, eta: 16:03:18, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.4224, top5_acc: 0.7104, loss_cls: 2.3421, loss: 2.3421, grad_norm: 2.1527 2021-06-06 15:15:03,393 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-06 15:22:51,879 - mmaction - INFO - Epoch [32][20/897] lr: 7.868e-02, eta: 16:09:05, time: 23.360, data_time: 22.365, memory: 8462, top1_acc: 0.4286, top5_acc: 0.7177, loss_cls: 2.2833, loss: 2.2833, grad_norm: 2.0918 2021-06-06 15:23:09,698 - mmaction - INFO - Epoch [32][40/897] lr: 7.868e-02, eta: 16:08:03, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7151, loss_cls: 2.2465, loss: 2.2465, grad_norm: 2.2198 2021-06-06 15:23:27,879 - mmaction - INFO - Epoch [32][60/897] lr: 7.868e-02, eta: 16:07:02, time: 0.909, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7208, loss_cls: 2.2763, loss: 2.2763, grad_norm: 2.1470 2021-06-06 15:23:47,219 - mmaction - INFO - Epoch [32][80/897] lr: 7.868e-02, eta: 16:06:01, time: 0.967, data_time: 0.001, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7214, loss_cls: 2.2757, loss: 2.2757, grad_norm: 2.2063 2021-06-06 15:24:08,557 - mmaction - INFO - Epoch [32][100/897] lr: 7.868e-02, eta: 16:05:03, time: 1.067, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7193, loss_cls: 2.2394, loss: 2.2394, grad_norm: 2.0941 2021-06-06 15:24:31,335 - mmaction - INFO - Epoch [32][120/897] lr: 7.868e-02, eta: 16:04:06, time: 1.139, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7349, loss_cls: 2.1632, loss: 2.1632, grad_norm: 2.1768 2021-06-06 15:24:57,061 - mmaction - INFO - Epoch [32][140/897] lr: 7.868e-02, eta: 16:03:13, time: 1.286, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.7193, loss_cls: 2.2740, loss: 2.2740, grad_norm: 2.1739 2021-06-06 15:25:25,854 - mmaction - INFO - Epoch [32][160/897] lr: 7.868e-02, eta: 16:02:23, time: 1.439, data_time: 0.004, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7307, loss_cls: 2.2547, loss: 2.2547, grad_norm: 2.1530 2021-06-06 15:25:53,431 - mmaction - INFO - Epoch [32][180/897] lr: 7.868e-02, eta: 16:01:31, time: 1.380, data_time: 0.005, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7167, loss_cls: 2.2653, loss: 2.2653, grad_norm: 2.1079 2021-06-06 15:26:22,830 - mmaction - INFO - Epoch [32][200/897] lr: 7.868e-02, eta: 16:00:42, time: 1.470, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7255, loss_cls: 2.1993, loss: 2.1993, grad_norm: 2.0959 2021-06-06 15:26:52,061 - mmaction - INFO - Epoch [32][220/897] lr: 7.868e-02, eta: 15:59:52, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.4479, top5_acc: 0.7245, loss_cls: 2.2250, loss: 2.2250, grad_norm: 2.2062 2021-06-06 15:27:22,897 - mmaction - INFO - Epoch [32][240/897] lr: 7.868e-02, eta: 15:59:04, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4573, top5_acc: 0.7370, loss_cls: 2.1910, loss: 2.1910, grad_norm: 2.1109 2021-06-06 15:27:53,193 - mmaction - INFO - Epoch [32][260/897] lr: 7.868e-02, eta: 15:58:16, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4161, top5_acc: 0.7161, loss_cls: 2.2895, loss: 2.2895, grad_norm: 2.1681 2021-06-06 15:28:24,448 - mmaction - INFO - Epoch [32][280/897] lr: 7.868e-02, eta: 15:57:28, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7167, loss_cls: 2.2535, loss: 2.2535, grad_norm: 2.2112 2021-06-06 15:28:56,843 - mmaction - INFO - Epoch [32][300/897] lr: 7.868e-02, eta: 15:56:42, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.4062, top5_acc: 0.7109, loss_cls: 2.3516, loss: 2.3516, grad_norm: 2.1954 2021-06-06 15:29:28,141 - mmaction - INFO - Epoch [32][320/897] lr: 7.868e-02, eta: 15:55:54, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7021, loss_cls: 2.3135, loss: 2.3135, grad_norm: 2.1844 2021-06-06 15:30:00,586 - mmaction - INFO - Epoch [32][340/897] lr: 7.868e-02, eta: 15:55:08, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4151, top5_acc: 0.7151, loss_cls: 2.3432, loss: 2.3432, grad_norm: 2.2284 2021-06-06 15:30:32,456 - mmaction - INFO - Epoch [32][360/897] lr: 7.868e-02, eta: 15:54:21, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7276, loss_cls: 2.2660, loss: 2.2660, grad_norm: 2.1702 2021-06-06 15:31:04,709 - mmaction - INFO - Epoch [32][380/897] lr: 7.868e-02, eta: 15:53:35, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7099, loss_cls: 2.2850, loss: 2.2850, grad_norm: 2.1664 2021-06-06 15:31:36,948 - mmaction - INFO - Epoch [32][400/897] lr: 7.868e-02, eta: 15:52:49, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.4281, top5_acc: 0.6995, loss_cls: 2.3421, loss: 2.3421, grad_norm: 2.1629 2021-06-06 15:32:09,934 - mmaction - INFO - Epoch [32][420/897] lr: 7.868e-02, eta: 15:52:03, time: 1.649, data_time: 0.001, memory: 8462, top1_acc: 0.4307, top5_acc: 0.7135, loss_cls: 2.3020, loss: 2.3020, grad_norm: 2.2057 2021-06-06 15:32:40,541 - mmaction - INFO - Epoch [32][440/897] lr: 7.868e-02, eta: 15:51:15, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.4484, top5_acc: 0.7276, loss_cls: 2.2442, loss: 2.2442, grad_norm: 2.1106 2021-06-06 15:33:12,184 - mmaction - INFO - Epoch [32][460/897] lr: 7.868e-02, eta: 15:50:28, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7156, loss_cls: 2.2990, loss: 2.2990, grad_norm: 2.2100 2021-06-06 15:33:42,135 - mmaction - INFO - Epoch [32][480/897] lr: 7.868e-02, eta: 15:49:40, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7036, loss_cls: 2.2938, loss: 2.2938, grad_norm: 2.1808 2021-06-06 15:34:13,485 - mmaction - INFO - Epoch [32][500/897] lr: 7.868e-02, eta: 15:48:53, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7042, loss_cls: 2.3430, loss: 2.3430, grad_norm: 2.1162 2021-06-06 15:34:44,712 - mmaction - INFO - Epoch [32][520/897] lr: 7.868e-02, eta: 15:48:05, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7266, loss_cls: 2.2690, loss: 2.2690, grad_norm: 2.1231 2021-06-06 15:35:14,346 - mmaction - INFO - Epoch [32][540/897] lr: 7.868e-02, eta: 15:47:17, time: 1.482, data_time: 0.001, memory: 8462, top1_acc: 0.4484, top5_acc: 0.7167, loss_cls: 2.2796, loss: 2.2796, grad_norm: 2.1650 2021-06-06 15:35:45,860 - mmaction - INFO - Epoch [32][560/897] lr: 7.868e-02, eta: 15:46:30, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.4370, top5_acc: 0.7302, loss_cls: 2.2683, loss: 2.2683, grad_norm: 2.1499 2021-06-06 15:36:18,446 - mmaction - INFO - Epoch [32][580/897] lr: 7.868e-02, eta: 15:45:44, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.4318, top5_acc: 0.7156, loss_cls: 2.3019, loss: 2.3019, grad_norm: 2.1555 2021-06-06 15:36:50,375 - mmaction - INFO - Epoch [32][600/897] lr: 7.868e-02, eta: 15:44:57, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4302, top5_acc: 0.7057, loss_cls: 2.3034, loss: 2.3034, grad_norm: 2.1142 2021-06-06 15:37:22,726 - mmaction - INFO - Epoch [32][620/897] lr: 7.868e-02, eta: 15:44:12, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7193, loss_cls: 2.2760, loss: 2.2760, grad_norm: 2.1737 2021-06-06 15:37:56,023 - mmaction - INFO - Epoch [32][640/897] lr: 7.868e-02, eta: 15:43:27, time: 1.665, data_time: 0.001, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7245, loss_cls: 2.2551, loss: 2.2551, grad_norm: 2.1842 2021-06-06 15:38:27,475 - mmaction - INFO - Epoch [32][660/897] lr: 7.868e-02, eta: 15:42:40, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7193, loss_cls: 2.2819, loss: 2.2819, grad_norm: 2.2437 2021-06-06 15:38:59,871 - mmaction - INFO - Epoch [32][680/897] lr: 7.868e-02, eta: 15:41:54, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.4042, top5_acc: 0.6990, loss_cls: 2.3704, loss: 2.3704, grad_norm: 2.2280 2021-06-06 15:39:31,988 - mmaction - INFO - Epoch [32][700/897] lr: 7.868e-02, eta: 15:41:08, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7208, loss_cls: 2.2152, loss: 2.2152, grad_norm: 2.1276 2021-06-06 15:40:04,217 - mmaction - INFO - Epoch [32][720/897] lr: 7.868e-02, eta: 15:40:22, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7135, loss_cls: 2.3112, loss: 2.3112, grad_norm: 2.2067 2021-06-06 15:40:36,614 - mmaction - INFO - Epoch [32][740/897] lr: 7.868e-02, eta: 15:39:36, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7161, loss_cls: 2.2947, loss: 2.2947, grad_norm: 2.2000 2021-06-06 15:41:08,517 - mmaction - INFO - Epoch [32][760/897] lr: 7.868e-02, eta: 15:38:50, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.4198, top5_acc: 0.6880, loss_cls: 2.3732, loss: 2.3732, grad_norm: 2.1539 2021-06-06 15:41:39,267 - mmaction - INFO - Epoch [32][780/897] lr: 7.868e-02, eta: 15:38:02, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4182, top5_acc: 0.6932, loss_cls: 2.3937, loss: 2.3937, grad_norm: 2.2259 2021-06-06 15:42:10,796 - mmaction - INFO - Epoch [32][800/897] lr: 7.868e-02, eta: 15:37:15, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7307, loss_cls: 2.2655, loss: 2.2655, grad_norm: 2.1846 2021-06-06 15:42:43,045 - mmaction - INFO - Epoch [32][820/897] lr: 7.868e-02, eta: 15:36:30, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.4120, top5_acc: 0.6979, loss_cls: 2.3967, loss: 2.3967, grad_norm: 2.1771 2021-06-06 15:43:13,530 - mmaction - INFO - Epoch [32][840/897] lr: 7.868e-02, eta: 15:35:42, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7042, loss_cls: 2.3141, loss: 2.3141, grad_norm: 2.1335 2021-06-06 15:43:44,135 - mmaction - INFO - Epoch [32][860/897] lr: 7.868e-02, eta: 15:34:54, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.4115, top5_acc: 0.7094, loss_cls: 2.4016, loss: 2.4016, grad_norm: 2.2390 2021-06-06 15:44:15,122 - mmaction - INFO - Epoch [32][880/897] lr: 7.868e-02, eta: 15:34:07, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.4229, top5_acc: 0.7276, loss_cls: 2.2824, loss: 2.2824, grad_norm: 2.1338 2021-06-06 15:44:45,747 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-06 15:52:13,910 - mmaction - INFO - Epoch [33][20/897] lr: 7.500e-02, eta: 15:39:09, time: 22.344, data_time: 21.349, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7208, loss_cls: 2.2858, loss: 2.2858, grad_norm: 2.0985 2021-06-06 15:52:31,757 - mmaction - INFO - Epoch [33][40/897] lr: 7.500e-02, eta: 15:38:09, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7344, loss_cls: 2.1489, loss: 2.1489, grad_norm: 2.1091 2021-06-06 15:52:50,164 - mmaction - INFO - Epoch [33][60/897] lr: 7.500e-02, eta: 15:37:09, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7188, loss_cls: 2.2555, loss: 2.2555, grad_norm: 2.1972 2021-06-06 15:53:09,233 - mmaction - INFO - Epoch [33][80/897] lr: 7.500e-02, eta: 15:36:09, time: 0.953, data_time: 0.001, memory: 8462, top1_acc: 0.4599, top5_acc: 0.7214, loss_cls: 2.2308, loss: 2.2308, grad_norm: 2.1136 2021-06-06 15:53:29,811 - mmaction - INFO - Epoch [33][100/897] lr: 7.500e-02, eta: 15:35:11, time: 1.029, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7281, loss_cls: 2.2148, loss: 2.2148, grad_norm: 2.2173 2021-06-06 15:53:54,743 - mmaction - INFO - Epoch [33][120/897] lr: 7.500e-02, eta: 15:34:18, time: 1.247, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7370, loss_cls: 2.1537, loss: 2.1537, grad_norm: 2.1959 2021-06-06 15:54:20,921 - mmaction - INFO - Epoch [33][140/897] lr: 7.500e-02, eta: 15:33:26, time: 1.309, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7250, loss_cls: 2.2622, loss: 2.2622, grad_norm: 2.2385 2021-06-06 15:54:49,938 - mmaction - INFO - Epoch [33][160/897] lr: 7.500e-02, eta: 15:32:37, time: 1.451, data_time: 0.001, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7359, loss_cls: 2.2149, loss: 2.2149, grad_norm: 2.1947 2021-06-06 15:55:20,114 - mmaction - INFO - Epoch [33][180/897] lr: 7.500e-02, eta: 15:31:48, time: 1.507, data_time: 0.003, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7255, loss_cls: 2.2465, loss: 2.2465, grad_norm: 2.2261 2021-06-06 15:55:50,366 - mmaction - INFO - Epoch [33][200/897] lr: 7.500e-02, eta: 15:31:00, time: 1.514, data_time: 0.005, memory: 8462, top1_acc: 0.4240, top5_acc: 0.7141, loss_cls: 2.3145, loss: 2.3145, grad_norm: 2.1586 2021-06-06 15:56:20,552 - mmaction - INFO - Epoch [33][220/897] lr: 7.500e-02, eta: 15:30:12, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.1822, loss: 2.1822, grad_norm: 2.1874 2021-06-06 15:56:51,137 - mmaction - INFO - Epoch [33][240/897] lr: 7.500e-02, eta: 15:29:25, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7115, loss_cls: 2.2631, loss: 2.2631, grad_norm: 2.1995 2021-06-06 15:57:21,877 - mmaction - INFO - Epoch [33][260/897] lr: 7.500e-02, eta: 15:28:37, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7141, loss_cls: 2.2612, loss: 2.2612, grad_norm: 2.1917 2021-06-06 15:57:53,014 - mmaction - INFO - Epoch [33][280/897] lr: 7.500e-02, eta: 15:27:50, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.1937, loss: 2.1937, grad_norm: 2.2146 2021-06-06 15:58:23,883 - mmaction - INFO - Epoch [33][300/897] lr: 7.500e-02, eta: 15:27:03, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.7094, loss_cls: 2.3105, loss: 2.3105, grad_norm: 2.2238 2021-06-06 15:58:55,687 - mmaction - INFO - Epoch [33][320/897] lr: 7.500e-02, eta: 15:26:16, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7125, loss_cls: 2.2707, loss: 2.2707, grad_norm: 2.1903 2021-06-06 15:59:27,605 - mmaction - INFO - Epoch [33][340/897] lr: 7.500e-02, eta: 15:25:30, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7219, loss_cls: 2.2527, loss: 2.2527, grad_norm: 2.1942 2021-06-06 15:59:58,190 - mmaction - INFO - Epoch [33][360/897] lr: 7.500e-02, eta: 15:24:43, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7292, loss_cls: 2.2492, loss: 2.2492, grad_norm: 2.1929 2021-06-06 16:00:29,542 - mmaction - INFO - Epoch [33][380/897] lr: 7.500e-02, eta: 15:23:56, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7177, loss_cls: 2.2676, loss: 2.2676, grad_norm: 2.2077 2021-06-06 16:01:00,482 - mmaction - INFO - Epoch [33][400/897] lr: 7.500e-02, eta: 15:23:09, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7370, loss_cls: 2.1698, loss: 2.1698, grad_norm: 2.1722 2021-06-06 16:01:31,122 - mmaction - INFO - Epoch [33][420/897] lr: 7.500e-02, eta: 15:22:21, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7130, loss_cls: 2.2694, loss: 2.2694, grad_norm: 2.1827 2021-06-06 16:02:01,852 - mmaction - INFO - Epoch [33][440/897] lr: 7.500e-02, eta: 15:21:34, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7297, loss_cls: 2.2285, loss: 2.2285, grad_norm: 2.1886 2021-06-06 16:02:32,682 - mmaction - INFO - Epoch [33][460/897] lr: 7.500e-02, eta: 15:20:47, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4500, top5_acc: 0.7266, loss_cls: 2.1982, loss: 2.1982, grad_norm: 2.2764 2021-06-06 16:03:04,586 - mmaction - INFO - Epoch [33][480/897] lr: 7.500e-02, eta: 15:20:01, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.4396, top5_acc: 0.7359, loss_cls: 2.2573, loss: 2.2573, grad_norm: 2.2273 2021-06-06 16:03:34,147 - mmaction - INFO - Epoch [33][500/897] lr: 7.500e-02, eta: 15:19:13, time: 1.478, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7135, loss_cls: 2.2756, loss: 2.2756, grad_norm: 2.2636 2021-06-06 16:04:05,625 - mmaction - INFO - Epoch [33][520/897] lr: 7.500e-02, eta: 15:18:26, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7177, loss_cls: 2.2826, loss: 2.2826, grad_norm: 2.2050 2021-06-06 16:04:35,756 - mmaction - INFO - Epoch [33][540/897] lr: 7.500e-02, eta: 15:17:38, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7229, loss_cls: 2.2571, loss: 2.2571, grad_norm: 2.2051 2021-06-06 16:05:06,653 - mmaction - INFO - Epoch [33][560/897] lr: 7.500e-02, eta: 15:16:51, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.4411, top5_acc: 0.7068, loss_cls: 2.3016, loss: 2.3016, grad_norm: 2.2589 2021-06-06 16:05:37,584 - mmaction - INFO - Epoch [33][580/897] lr: 7.500e-02, eta: 15:16:04, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7224, loss_cls: 2.2644, loss: 2.2644, grad_norm: 2.2558 2021-06-06 16:06:08,719 - mmaction - INFO - Epoch [33][600/897] lr: 7.500e-02, eta: 15:15:18, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7224, loss_cls: 2.2890, loss: 2.2890, grad_norm: 2.2324 2021-06-06 16:06:40,093 - mmaction - INFO - Epoch [33][620/897] lr: 7.500e-02, eta: 15:14:31, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7385, loss_cls: 2.2400, loss: 2.2400, grad_norm: 2.2556 2021-06-06 16:07:10,840 - mmaction - INFO - Epoch [33][640/897] lr: 7.500e-02, eta: 15:13:44, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4547, top5_acc: 0.7203, loss_cls: 2.2271, loss: 2.2271, grad_norm: 2.1309 2021-06-06 16:07:43,523 - mmaction - INFO - Epoch [33][660/897] lr: 7.500e-02, eta: 15:12:59, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.4495, top5_acc: 0.7297, loss_cls: 2.2377, loss: 2.2377, grad_norm: 2.1692 2021-06-06 16:08:14,968 - mmaction - INFO - Epoch [33][680/897] lr: 7.500e-02, eta: 15:12:13, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.4375, top5_acc: 0.7141, loss_cls: 2.2799, loss: 2.2799, grad_norm: 2.2789 2021-06-06 16:08:48,329 - mmaction - INFO - Epoch [33][700/897] lr: 7.500e-02, eta: 15:11:28, time: 1.668, data_time: 0.001, memory: 8462, top1_acc: 0.4432, top5_acc: 0.7203, loss_cls: 2.2572, loss: 2.2572, grad_norm: 2.2031 2021-06-06 16:09:20,330 - mmaction - INFO - Epoch [33][720/897] lr: 7.500e-02, eta: 15:10:42, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7141, loss_cls: 2.3117, loss: 2.3117, grad_norm: 2.2168 2021-06-06 16:09:53,028 - mmaction - INFO - Epoch [33][740/897] lr: 7.500e-02, eta: 15:09:57, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.4292, top5_acc: 0.7198, loss_cls: 2.2699, loss: 2.2699, grad_norm: 2.2156 2021-06-06 16:10:25,838 - mmaction - INFO - Epoch [33][760/897] lr: 7.500e-02, eta: 15:09:12, time: 1.641, data_time: 0.001, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7193, loss_cls: 2.2635, loss: 2.2635, grad_norm: 2.1957 2021-06-06 16:10:58,271 - mmaction - INFO - Epoch [33][780/897] lr: 7.500e-02, eta: 15:08:27, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4328, top5_acc: 0.7036, loss_cls: 2.3266, loss: 2.3266, grad_norm: 2.2410 2021-06-06 16:11:30,276 - mmaction - INFO - Epoch [33][800/897] lr: 7.500e-02, eta: 15:07:41, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4484, top5_acc: 0.7089, loss_cls: 2.3025, loss: 2.3025, grad_norm: 2.1834 2021-06-06 16:12:03,853 - mmaction - INFO - Epoch [33][820/897] lr: 7.500e-02, eta: 15:06:57, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7276, loss_cls: 2.2693, loss: 2.2693, grad_norm: 2.2344 2021-06-06 16:12:36,000 - mmaction - INFO - Epoch [33][840/897] lr: 7.500e-02, eta: 15:06:12, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.4333, top5_acc: 0.7130, loss_cls: 2.3036, loss: 2.3036, grad_norm: 2.2104 2021-06-06 16:13:08,217 - mmaction - INFO - Epoch [33][860/897] lr: 7.500e-02, eta: 15:05:26, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7240, loss_cls: 2.3078, loss: 2.3078, grad_norm: 2.2471 2021-06-06 16:13:40,401 - mmaction - INFO - Epoch [33][880/897] lr: 7.500e-02, eta: 15:04:41, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7094, loss_cls: 2.3013, loss: 2.3013, grad_norm: 2.2008 2021-06-06 16:14:11,176 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-06 16:21:52,479 - mmaction - INFO - Epoch [34][20/897] lr: 7.132e-02, eta: 15:09:32, time: 23.001, data_time: 22.002, memory: 8462, top1_acc: 0.4417, top5_acc: 0.7250, loss_cls: 2.2419, loss: 2.2419, grad_norm: 2.0874 2021-06-06 16:22:10,394 - mmaction - INFO - Epoch [34][40/897] lr: 7.132e-02, eta: 15:08:33, time: 0.897, data_time: 0.003, memory: 8462, top1_acc: 0.4234, top5_acc: 0.7224, loss_cls: 2.2985, loss: 2.2985, grad_norm: 2.2837 2021-06-06 16:22:28,631 - mmaction - INFO - Epoch [34][60/897] lr: 7.132e-02, eta: 15:07:34, time: 0.912, data_time: 0.001, memory: 8462, top1_acc: 0.4495, top5_acc: 0.7286, loss_cls: 2.2110, loss: 2.2110, grad_norm: 2.2076 2021-06-06 16:22:47,725 - mmaction - INFO - Epoch [34][80/897] lr: 7.132e-02, eta: 15:06:36, time: 0.955, data_time: 0.001, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7391, loss_cls: 2.1426, loss: 2.1426, grad_norm: 2.1672 2021-06-06 16:23:08,160 - mmaction - INFO - Epoch [34][100/897] lr: 7.132e-02, eta: 15:05:39, time: 1.022, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7255, loss_cls: 2.2570, loss: 2.2570, grad_norm: 2.2076 2021-06-06 16:23:31,057 - mmaction - INFO - Epoch [34][120/897] lr: 7.132e-02, eta: 15:04:45, time: 1.145, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7583, loss_cls: 2.0917, loss: 2.0917, grad_norm: 2.2700 2021-06-06 16:23:56,727 - mmaction - INFO - Epoch [34][140/897] lr: 7.132e-02, eta: 15:03:53, time: 1.284, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7339, loss_cls: 2.1843, loss: 2.1843, grad_norm: 2.2401 2021-06-06 16:24:24,327 - mmaction - INFO - Epoch [34][160/897] lr: 7.132e-02, eta: 15:03:03, time: 1.380, data_time: 0.001, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7318, loss_cls: 2.1650, loss: 2.1650, grad_norm: 2.2788 2021-06-06 16:24:53,059 - mmaction - INFO - Epoch [34][180/897] lr: 7.132e-02, eta: 15:02:14, time: 1.437, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7312, loss_cls: 2.1835, loss: 2.1835, grad_norm: 2.2679 2021-06-06 16:25:24,847 - mmaction - INFO - Epoch [34][200/897] lr: 7.132e-02, eta: 15:01:28, time: 1.586, data_time: 0.008, memory: 8462, top1_acc: 0.4276, top5_acc: 0.7266, loss_cls: 2.2452, loss: 2.2452, grad_norm: 2.3038 2021-06-06 16:25:54,302 - mmaction - INFO - Epoch [34][220/897] lr: 7.132e-02, eta: 15:00:40, time: 1.476, data_time: 0.008, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7401, loss_cls: 2.1528, loss: 2.1528, grad_norm: 2.2362 2021-06-06 16:26:24,448 - mmaction - INFO - Epoch [34][240/897] lr: 7.132e-02, eta: 14:59:52, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7401, loss_cls: 2.1873, loss: 2.1873, grad_norm: 2.2794 2021-06-06 16:26:55,937 - mmaction - INFO - Epoch [34][260/897] lr: 7.132e-02, eta: 14:59:06, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7219, loss_cls: 2.2520, loss: 2.2520, grad_norm: 2.3012 2021-06-06 16:27:28,471 - mmaction - INFO - Epoch [34][280/897] lr: 7.132e-02, eta: 14:58:21, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7104, loss_cls: 2.2941, loss: 2.2941, grad_norm: 2.2238 2021-06-06 16:28:00,226 - mmaction - INFO - Epoch [34][300/897] lr: 7.132e-02, eta: 14:57:35, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.4323, top5_acc: 0.7172, loss_cls: 2.2723, loss: 2.2723, grad_norm: 2.2689 2021-06-06 16:28:31,463 - mmaction - INFO - Epoch [34][320/897] lr: 7.132e-02, eta: 14:56:49, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7354, loss_cls: 2.2069, loss: 2.2069, grad_norm: 2.2139 2021-06-06 16:29:02,896 - mmaction - INFO - Epoch [34][340/897] lr: 7.132e-02, eta: 14:56:02, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7318, loss_cls: 2.2235, loss: 2.2235, grad_norm: 2.2234 2021-06-06 16:29:34,541 - mmaction - INFO - Epoch [34][360/897] lr: 7.132e-02, eta: 14:55:16, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7266, loss_cls: 2.2210, loss: 2.2210, grad_norm: 2.2631 2021-06-06 16:30:05,634 - mmaction - INFO - Epoch [34][380/897] lr: 7.132e-02, eta: 14:54:30, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7240, loss_cls: 2.2564, loss: 2.2564, grad_norm: 2.2087 2021-06-06 16:30:37,746 - mmaction - INFO - Epoch [34][400/897] lr: 7.132e-02, eta: 14:53:44, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7177, loss_cls: 2.3011, loss: 2.3011, grad_norm: 2.3388 2021-06-06 16:31:08,859 - mmaction - INFO - Epoch [34][420/897] lr: 7.132e-02, eta: 14:52:58, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7271, loss_cls: 2.2508, loss: 2.2508, grad_norm: 2.2002 2021-06-06 16:31:40,135 - mmaction - INFO - Epoch [34][440/897] lr: 7.132e-02, eta: 14:52:12, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7396, loss_cls: 2.1492, loss: 2.1492, grad_norm: 2.2265 2021-06-06 16:32:11,196 - mmaction - INFO - Epoch [34][460/897] lr: 7.132e-02, eta: 14:51:25, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.4479, top5_acc: 0.7229, loss_cls: 2.2354, loss: 2.2354, grad_norm: 2.1936 2021-06-06 16:32:42,658 - mmaction - INFO - Epoch [34][480/897] lr: 7.132e-02, eta: 14:50:39, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4437, top5_acc: 0.7130, loss_cls: 2.2784, loss: 2.2784, grad_norm: 2.2920 2021-06-06 16:33:13,536 - mmaction - INFO - Epoch [34][500/897] lr: 7.132e-02, eta: 14:49:52, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.4458, top5_acc: 0.7380, loss_cls: 2.2302, loss: 2.2302, grad_norm: 2.2270 2021-06-06 16:33:44,694 - mmaction - INFO - Epoch [34][520/897] lr: 7.132e-02, eta: 14:49:06, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.4406, top5_acc: 0.7146, loss_cls: 2.2658, loss: 2.2658, grad_norm: 2.2275 2021-06-06 16:34:15,317 - mmaction - INFO - Epoch [34][540/897] lr: 7.132e-02, eta: 14:48:19, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.4349, top5_acc: 0.7245, loss_cls: 2.2665, loss: 2.2665, grad_norm: 2.2197 2021-06-06 16:34:46,808 - mmaction - INFO - Epoch [34][560/897] lr: 7.132e-02, eta: 14:47:33, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4464, top5_acc: 0.7406, loss_cls: 2.2147, loss: 2.2147, grad_norm: 2.2754 2021-06-06 16:35:17,857 - mmaction - INFO - Epoch [34][580/897] lr: 7.132e-02, eta: 14:46:47, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.4427, top5_acc: 0.7328, loss_cls: 2.2317, loss: 2.2317, grad_norm: 2.2724 2021-06-06 16:35:47,623 - mmaction - INFO - Epoch [34][600/897] lr: 7.132e-02, eta: 14:46:00, time: 1.488, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7339, loss_cls: 2.1657, loss: 2.1657, grad_norm: 2.1990 2021-06-06 16:36:18,637 - mmaction - INFO - Epoch [34][620/897] lr: 7.132e-02, eta: 14:45:13, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.4510, top5_acc: 0.7365, loss_cls: 2.1984, loss: 2.1984, grad_norm: 2.2208 2021-06-06 16:36:49,360 - mmaction - INFO - Epoch [34][640/897] lr: 7.132e-02, eta: 14:44:27, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7375, loss_cls: 2.1529, loss: 2.1529, grad_norm: 2.2645 2021-06-06 16:37:19,448 - mmaction - INFO - Epoch [34][660/897] lr: 7.132e-02, eta: 14:43:40, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7245, loss_cls: 2.2257, loss: 2.2257, grad_norm: 2.2832 2021-06-06 16:37:49,693 - mmaction - INFO - Epoch [34][680/897] lr: 7.132e-02, eta: 14:42:53, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7385, loss_cls: 2.1971, loss: 2.1971, grad_norm: 2.2541 2021-06-06 16:38:20,421 - mmaction - INFO - Epoch [34][700/897] lr: 7.132e-02, eta: 14:42:06, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7208, loss_cls: 2.2633, loss: 2.2633, grad_norm: 2.2904 2021-06-06 16:38:50,965 - mmaction - INFO - Epoch [34][720/897] lr: 7.132e-02, eta: 14:41:19, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.4255, top5_acc: 0.7016, loss_cls: 2.3255, loss: 2.3255, grad_norm: 2.2868 2021-06-06 16:39:21,632 - mmaction - INFO - Epoch [34][740/897] lr: 7.132e-02, eta: 14:40:33, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7286, loss_cls: 2.2221, loss: 2.2221, grad_norm: 2.2094 2021-06-06 16:39:52,416 - mmaction - INFO - Epoch [34][760/897] lr: 7.132e-02, eta: 14:39:46, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7417, loss_cls: 2.1752, loss: 2.1752, grad_norm: 2.2692 2021-06-06 16:40:22,422 - mmaction - INFO - Epoch [34][780/897] lr: 7.132e-02, eta: 14:38:59, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.4594, top5_acc: 0.7318, loss_cls: 2.1718, loss: 2.1718, grad_norm: 2.2297 2021-06-06 16:40:52,832 - mmaction - INFO - Epoch [34][800/897] lr: 7.132e-02, eta: 14:38:13, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.4458, top5_acc: 0.7203, loss_cls: 2.2471, loss: 2.2471, grad_norm: 2.2931 2021-06-06 16:41:22,955 - mmaction - INFO - Epoch [34][820/897] lr: 7.132e-02, eta: 14:37:26, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7458, loss_cls: 2.1938, loss: 2.1938, grad_norm: 2.2330 2021-06-06 16:41:53,493 - mmaction - INFO - Epoch [34][840/897] lr: 7.132e-02, eta: 14:36:39, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7177, loss_cls: 2.3071, loss: 2.3071, grad_norm: 2.2890 2021-06-06 16:42:23,957 - mmaction - INFO - Epoch [34][860/897] lr: 7.132e-02, eta: 14:35:53, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7245, loss_cls: 2.2074, loss: 2.2074, grad_norm: 2.1611 2021-06-06 16:42:54,649 - mmaction - INFO - Epoch [34][880/897] lr: 7.132e-02, eta: 14:35:06, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7411, loss_cls: 2.1920, loss: 2.1920, grad_norm: 2.2378 2021-06-06 16:43:24,306 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-06 16:51:04,306 - mmaction - INFO - Epoch [35][20/897] lr: 6.765e-02, eta: 14:39:35, time: 22.936, data_time: 21.939, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7229, loss_cls: 2.2317, loss: 2.2317, grad_norm: 2.2325 2021-06-06 16:51:22,164 - mmaction - INFO - Epoch [35][40/897] lr: 6.765e-02, eta: 14:38:37, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7401, loss_cls: 2.1658, loss: 2.1658, grad_norm: 2.2375 2021-06-06 16:51:40,568 - mmaction - INFO - Epoch [35][60/897] lr: 6.765e-02, eta: 14:37:39, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.4500, top5_acc: 0.7380, loss_cls: 2.1985, loss: 2.1985, grad_norm: 2.2533 2021-06-06 16:51:59,766 - mmaction - INFO - Epoch [35][80/897] lr: 6.765e-02, eta: 14:36:42, time: 0.960, data_time: 0.001, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7385, loss_cls: 2.1318, loss: 2.1318, grad_norm: 2.2174 2021-06-06 16:52:21,674 - mmaction - INFO - Epoch [35][100/897] lr: 6.765e-02, eta: 14:35:48, time: 1.096, data_time: 0.001, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7333, loss_cls: 2.2078, loss: 2.2078, grad_norm: 2.2949 2021-06-06 16:52:44,835 - mmaction - INFO - Epoch [35][120/897] lr: 6.765e-02, eta: 14:34:55, time: 1.158, data_time: 0.001, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7625, loss_cls: 2.0580, loss: 2.0580, grad_norm: 2.2532 2021-06-06 16:53:11,001 - mmaction - INFO - Epoch [35][140/897] lr: 6.765e-02, eta: 14:34:04, time: 1.308, data_time: 0.001, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7391, loss_cls: 2.1613, loss: 2.1613, grad_norm: 2.2160 2021-06-06 16:53:37,669 - mmaction - INFO - Epoch [35][160/897] lr: 6.765e-02, eta: 14:33:14, time: 1.333, data_time: 0.001, memory: 8462, top1_acc: 0.4813, top5_acc: 0.7458, loss_cls: 2.1226, loss: 2.1226, grad_norm: 2.2834 2021-06-06 16:54:05,554 - mmaction - INFO - Epoch [35][180/897] lr: 6.765e-02, eta: 14:32:25, time: 1.394, data_time: 0.001, memory: 8462, top1_acc: 0.4474, top5_acc: 0.7250, loss_cls: 2.2337, loss: 2.2337, grad_norm: 2.2814 2021-06-06 16:54:36,067 - mmaction - INFO - Epoch [35][200/897] lr: 6.765e-02, eta: 14:31:38, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7484, loss_cls: 2.1108, loss: 2.1108, grad_norm: 2.2598 2021-06-06 16:55:05,115 - mmaction - INFO - Epoch [35][220/897] lr: 6.765e-02, eta: 14:30:50, time: 1.450, data_time: 0.001, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7427, loss_cls: 2.1147, loss: 2.1147, grad_norm: 2.2898 2021-06-06 16:55:33,800 - mmaction - INFO - Epoch [35][240/897] lr: 6.765e-02, eta: 14:30:02, time: 1.436, data_time: 0.007, memory: 8462, top1_acc: 0.4677, top5_acc: 0.7297, loss_cls: 2.1688, loss: 2.1688, grad_norm: 2.3299 2021-06-06 16:56:03,918 - mmaction - INFO - Epoch [35][260/897] lr: 6.765e-02, eta: 14:29:15, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.4500, top5_acc: 0.7271, loss_cls: 2.2164, loss: 2.2164, grad_norm: 2.2905 2021-06-06 16:56:33,063 - mmaction - INFO - Epoch [35][280/897] lr: 6.765e-02, eta: 14:28:28, time: 1.457, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7396, loss_cls: 2.1461, loss: 2.1461, grad_norm: 2.2551 2021-06-06 16:57:03,113 - mmaction - INFO - Epoch [35][300/897] lr: 6.765e-02, eta: 14:27:41, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.4453, top5_acc: 0.7115, loss_cls: 2.2503, loss: 2.2503, grad_norm: 2.3365 2021-06-06 16:57:32,366 - mmaction - INFO - Epoch [35][320/897] lr: 6.765e-02, eta: 14:26:53, time: 1.463, data_time: 0.001, memory: 8462, top1_acc: 0.4562, top5_acc: 0.7448, loss_cls: 2.1646, loss: 2.1646, grad_norm: 2.3364 2021-06-06 16:58:01,981 - mmaction - INFO - Epoch [35][340/897] lr: 6.765e-02, eta: 14:26:06, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.4490, top5_acc: 0.7286, loss_cls: 2.2209, loss: 2.2209, grad_norm: 2.3309 2021-06-06 16:58:33,116 - mmaction - INFO - Epoch [35][360/897] lr: 6.765e-02, eta: 14:25:20, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7531, loss_cls: 2.1316, loss: 2.1316, grad_norm: 2.1983 2021-06-06 16:59:03,159 - mmaction - INFO - Epoch [35][380/897] lr: 6.765e-02, eta: 14:24:33, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7401, loss_cls: 2.1931, loss: 2.1931, grad_norm: 2.3050 2021-06-06 16:59:34,413 - mmaction - INFO - Epoch [35][400/897] lr: 6.765e-02, eta: 14:23:47, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4510, top5_acc: 0.7255, loss_cls: 2.2021, loss: 2.2021, grad_norm: 2.2791 2021-06-06 17:00:04,691 - mmaction - INFO - Epoch [35][420/897] lr: 6.765e-02, eta: 14:23:00, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7411, loss_cls: 2.2085, loss: 2.2085, grad_norm: 2.2731 2021-06-06 17:00:36,143 - mmaction - INFO - Epoch [35][440/897] lr: 6.765e-02, eta: 14:22:15, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7297, loss_cls: 2.1917, loss: 2.1917, grad_norm: 2.3073 2021-06-06 17:01:06,979 - mmaction - INFO - Epoch [35][460/897] lr: 6.765e-02, eta: 14:21:28, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7354, loss_cls: 2.1573, loss: 2.1573, grad_norm: 2.3555 2021-06-06 17:01:38,787 - mmaction - INFO - Epoch [35][480/897] lr: 6.765e-02, eta: 14:20:43, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7240, loss_cls: 2.2307, loss: 2.2307, grad_norm: 2.2526 2021-06-06 17:02:10,785 - mmaction - INFO - Epoch [35][500/897] lr: 6.765e-02, eta: 14:19:58, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7359, loss_cls: 2.1293, loss: 2.1293, grad_norm: 2.2765 2021-06-06 17:02:43,542 - mmaction - INFO - Epoch [35][520/897] lr: 6.765e-02, eta: 14:19:14, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7240, loss_cls: 2.2213, loss: 2.2213, grad_norm: 2.2684 2021-06-06 17:03:15,510 - mmaction - INFO - Epoch [35][540/897] lr: 6.765e-02, eta: 14:18:28, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7333, loss_cls: 2.2002, loss: 2.2002, grad_norm: 2.3144 2021-06-06 17:03:47,951 - mmaction - INFO - Epoch [35][560/897] lr: 6.765e-02, eta: 14:17:44, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7349, loss_cls: 2.1614, loss: 2.1614, grad_norm: 2.3263 2021-06-06 17:04:20,770 - mmaction - INFO - Epoch [35][580/897] lr: 6.765e-02, eta: 14:16:59, time: 1.641, data_time: 0.001, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7312, loss_cls: 2.2452, loss: 2.2452, grad_norm: 2.2857 2021-06-06 17:04:53,132 - mmaction - INFO - Epoch [35][600/897] lr: 6.765e-02, eta: 14:16:15, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7349, loss_cls: 2.1684, loss: 2.1684, grad_norm: 2.2584 2021-06-06 17:05:25,788 - mmaction - INFO - Epoch [35][620/897] lr: 6.765e-02, eta: 14:15:30, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.4573, top5_acc: 0.7328, loss_cls: 2.1533, loss: 2.1533, grad_norm: 2.2032 2021-06-06 17:05:59,204 - mmaction - INFO - Epoch [35][640/897] lr: 6.765e-02, eta: 14:14:46, time: 1.671, data_time: 0.001, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7385, loss_cls: 2.1700, loss: 2.1700, grad_norm: 2.3306 2021-06-06 17:06:31,810 - mmaction - INFO - Epoch [35][660/897] lr: 6.765e-02, eta: 14:14:02, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.4443, top5_acc: 0.7167, loss_cls: 2.2579, loss: 2.2579, grad_norm: 2.2495 2021-06-06 17:07:04,162 - mmaction - INFO - Epoch [35][680/897] lr: 6.765e-02, eta: 14:13:17, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.4354, top5_acc: 0.7224, loss_cls: 2.2418, loss: 2.2418, grad_norm: 2.2862 2021-06-06 17:07:37,222 - mmaction - INFO - Epoch [35][700/897] lr: 6.765e-02, eta: 14:12:33, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.4526, top5_acc: 0.7292, loss_cls: 2.2108, loss: 2.2108, grad_norm: 2.2194 2021-06-06 17:08:08,435 - mmaction - INFO - Epoch [35][720/897] lr: 6.765e-02, eta: 14:11:48, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7266, loss_cls: 2.2246, loss: 2.2246, grad_norm: 2.3012 2021-06-06 17:08:40,766 - mmaction - INFO - Epoch [35][740/897] lr: 6.765e-02, eta: 14:11:03, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4578, top5_acc: 0.7349, loss_cls: 2.1916, loss: 2.1916, grad_norm: 2.2909 2021-06-06 17:09:12,042 - mmaction - INFO - Epoch [35][760/897] lr: 6.765e-02, eta: 14:10:17, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7427, loss_cls: 2.1220, loss: 2.1220, grad_norm: 2.2937 2021-06-06 17:09:44,337 - mmaction - INFO - Epoch [35][780/897] lr: 6.765e-02, eta: 14:09:33, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.4568, top5_acc: 0.7266, loss_cls: 2.2114, loss: 2.2114, grad_norm: 2.2775 2021-06-06 17:10:15,409 - mmaction - INFO - Epoch [35][800/897] lr: 6.765e-02, eta: 14:08:47, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.4359, top5_acc: 0.7365, loss_cls: 2.2285, loss: 2.2285, grad_norm: 2.2664 2021-06-06 17:10:47,205 - mmaction - INFO - Epoch [35][820/897] lr: 6.765e-02, eta: 14:08:02, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7453, loss_cls: 2.1427, loss: 2.1427, grad_norm: 2.3215 2021-06-06 17:11:18,382 - mmaction - INFO - Epoch [35][840/897] lr: 6.765e-02, eta: 14:07:17, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7245, loss_cls: 2.2270, loss: 2.2270, grad_norm: 2.3587 2021-06-06 17:11:49,313 - mmaction - INFO - Epoch [35][860/897] lr: 6.765e-02, eta: 14:06:31, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7318, loss_cls: 2.2091, loss: 2.2091, grad_norm: 2.2873 2021-06-06 17:12:20,145 - mmaction - INFO - Epoch [35][880/897] lr: 6.765e-02, eta: 14:05:45, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4344, top5_acc: 0.7198, loss_cls: 2.2886, loss: 2.2886, grad_norm: 2.3212 2021-06-06 17:12:50,028 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-06 17:20:44,044 - mmaction - INFO - Epoch [36][20/897] lr: 6.400e-02, eta: 14:10:05, time: 23.638, data_time: 22.643, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7469, loss_cls: 2.0955, loss: 2.0955, grad_norm: 2.1776 2021-06-06 17:21:01,895 - mmaction - INFO - Epoch [36][40/897] lr: 6.400e-02, eta: 14:09:08, time: 0.893, data_time: 0.002, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7490, loss_cls: 2.0704, loss: 2.0704, grad_norm: 2.3160 2021-06-06 17:21:20,320 - mmaction - INFO - Epoch [36][60/897] lr: 6.400e-02, eta: 14:08:11, time: 0.921, data_time: 0.001, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7677, loss_cls: 2.0362, loss: 2.0362, grad_norm: 2.3199 2021-06-06 17:21:40,220 - mmaction - INFO - Epoch [36][80/897] lr: 6.400e-02, eta: 14:07:16, time: 0.995, data_time: 0.001, memory: 8462, top1_acc: 0.4573, top5_acc: 0.7370, loss_cls: 2.1964, loss: 2.1964, grad_norm: 2.3289 2021-06-06 17:22:02,006 - mmaction - INFO - Epoch [36][100/897] lr: 6.400e-02, eta: 14:06:23, time: 1.089, data_time: 0.001, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7229, loss_cls: 2.1846, loss: 2.1846, grad_norm: 2.3455 2021-06-06 17:22:26,270 - mmaction - INFO - Epoch [36][120/897] lr: 6.400e-02, eta: 14:05:31, time: 1.213, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7469, loss_cls: 2.1571, loss: 2.1571, grad_norm: 2.3407 2021-06-06 17:22:52,541 - mmaction - INFO - Epoch [36][140/897] lr: 6.400e-02, eta: 14:04:41, time: 1.313, data_time: 0.001, memory: 8462, top1_acc: 0.4630, top5_acc: 0.7286, loss_cls: 2.1809, loss: 2.1809, grad_norm: 2.3667 2021-06-06 17:23:20,964 - mmaction - INFO - Epoch [36][160/897] lr: 6.400e-02, eta: 14:03:53, time: 1.421, data_time: 0.001, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7297, loss_cls: 2.1374, loss: 2.1374, grad_norm: 2.3183 2021-06-06 17:23:51,257 - mmaction - INFO - Epoch [36][180/897] lr: 6.400e-02, eta: 14:03:07, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7286, loss_cls: 2.1914, loss: 2.1914, grad_norm: 2.3331 2021-06-06 17:24:21,070 - mmaction - INFO - Epoch [36][200/897] lr: 6.400e-02, eta: 14:02:20, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7380, loss_cls: 2.1414, loss: 2.1414, grad_norm: 2.3613 2021-06-06 17:24:51,655 - mmaction - INFO - Epoch [36][220/897] lr: 6.400e-02, eta: 14:01:34, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7406, loss_cls: 2.1494, loss: 2.1494, grad_norm: 2.3197 2021-06-06 17:25:23,610 - mmaction - INFO - Epoch [36][240/897] lr: 6.400e-02, eta: 14:00:49, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7385, loss_cls: 2.1372, loss: 2.1372, grad_norm: 2.3756 2021-06-06 17:25:54,004 - mmaction - INFO - Epoch [36][260/897] lr: 6.400e-02, eta: 14:00:03, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7365, loss_cls: 2.1839, loss: 2.1839, grad_norm: 2.3504 2021-06-06 17:26:25,028 - mmaction - INFO - Epoch [36][280/897] lr: 6.400e-02, eta: 13:59:17, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.4557, top5_acc: 0.7292, loss_cls: 2.1802, loss: 2.1802, grad_norm: 2.2888 2021-06-06 17:26:56,030 - mmaction - INFO - Epoch [36][300/897] lr: 6.400e-02, eta: 13:58:31, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7417, loss_cls: 2.1440, loss: 2.1440, grad_norm: 2.3342 2021-06-06 17:27:27,166 - mmaction - INFO - Epoch [36][320/897] lr: 6.400e-02, eta: 13:57:46, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4479, top5_acc: 0.7406, loss_cls: 2.1880, loss: 2.1880, grad_norm: 2.3606 2021-06-06 17:27:58,084 - mmaction - INFO - Epoch [36][340/897] lr: 6.400e-02, eta: 13:57:00, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.4609, top5_acc: 0.7469, loss_cls: 2.1675, loss: 2.1675, grad_norm: 2.3402 2021-06-06 17:28:29,228 - mmaction - INFO - Epoch [36][360/897] lr: 6.400e-02, eta: 13:56:14, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7510, loss_cls: 2.1013, loss: 2.1013, grad_norm: 2.3751 2021-06-06 17:29:00,102 - mmaction - INFO - Epoch [36][380/897] lr: 6.400e-02, eta: 13:55:28, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4505, top5_acc: 0.7328, loss_cls: 2.1969, loss: 2.1969, grad_norm: 2.2880 2021-06-06 17:29:31,177 - mmaction - INFO - Epoch [36][400/897] lr: 6.400e-02, eta: 13:54:43, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7365, loss_cls: 2.1740, loss: 2.1740, grad_norm: 2.2483 2021-06-06 17:30:02,360 - mmaction - INFO - Epoch [36][420/897] lr: 6.400e-02, eta: 13:53:57, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7469, loss_cls: 2.0966, loss: 2.0966, grad_norm: 2.3375 2021-06-06 17:30:34,127 - mmaction - INFO - Epoch [36][440/897] lr: 6.400e-02, eta: 13:53:12, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.4573, top5_acc: 0.7349, loss_cls: 2.1686, loss: 2.1686, grad_norm: 2.3110 2021-06-06 17:31:04,077 - mmaction - INFO - Epoch [36][460/897] lr: 6.400e-02, eta: 13:52:26, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7406, loss_cls: 2.1588, loss: 2.1588, grad_norm: 2.3638 2021-06-06 17:31:35,047 - mmaction - INFO - Epoch [36][480/897] lr: 6.400e-02, eta: 13:51:40, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4521, top5_acc: 0.7552, loss_cls: 2.1269, loss: 2.1269, grad_norm: 2.3532 2021-06-06 17:32:06,243 - mmaction - INFO - Epoch [36][500/897] lr: 6.400e-02, eta: 13:50:55, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7578, loss_cls: 2.1216, loss: 2.1216, grad_norm: 2.3635 2021-06-06 17:32:36,289 - mmaction - INFO - Epoch [36][520/897] lr: 6.400e-02, eta: 13:50:09, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.4401, top5_acc: 0.7281, loss_cls: 2.2464, loss: 2.2464, grad_norm: 2.3732 2021-06-06 17:33:07,251 - mmaction - INFO - Epoch [36][540/897] lr: 6.400e-02, eta: 13:49:23, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4573, top5_acc: 0.7323, loss_cls: 2.1827, loss: 2.1827, grad_norm: 2.3406 2021-06-06 17:33:37,978 - mmaction - INFO - Epoch [36][560/897] lr: 6.400e-02, eta: 13:48:37, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4448, top5_acc: 0.7312, loss_cls: 2.2024, loss: 2.2024, grad_norm: 2.3454 2021-06-06 17:34:09,040 - mmaction - INFO - Epoch [36][580/897] lr: 6.400e-02, eta: 13:47:52, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7417, loss_cls: 2.1395, loss: 2.1395, grad_norm: 2.3105 2021-06-06 17:34:39,805 - mmaction - INFO - Epoch [36][600/897] lr: 6.400e-02, eta: 13:47:06, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7594, loss_cls: 2.0510, loss: 2.0510, grad_norm: 2.2864 2021-06-06 17:35:11,147 - mmaction - INFO - Epoch [36][620/897] lr: 6.400e-02, eta: 13:46:21, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7401, loss_cls: 2.1522, loss: 2.1522, grad_norm: 2.3233 2021-06-06 17:35:42,750 - mmaction - INFO - Epoch [36][640/897] lr: 6.400e-02, eta: 13:45:36, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.4391, top5_acc: 0.7135, loss_cls: 2.2402, loss: 2.2402, grad_norm: 2.3524 2021-06-06 17:36:14,704 - mmaction - INFO - Epoch [36][660/897] lr: 6.400e-02, eta: 13:44:52, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.4552, top5_acc: 0.7333, loss_cls: 2.1862, loss: 2.1862, grad_norm: 2.3010 2021-06-06 17:36:46,500 - mmaction - INFO - Epoch [36][680/897] lr: 6.400e-02, eta: 13:44:07, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7385, loss_cls: 2.1496, loss: 2.1496, grad_norm: 2.3280 2021-06-06 17:37:19,176 - mmaction - INFO - Epoch [36][700/897] lr: 6.400e-02, eta: 13:43:23, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.4703, top5_acc: 0.7422, loss_cls: 2.1487, loss: 2.1487, grad_norm: 2.3212 2021-06-06 17:37:51,316 - mmaction - INFO - Epoch [36][720/897] lr: 6.400e-02, eta: 13:42:38, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7375, loss_cls: 2.1846, loss: 2.1846, grad_norm: 2.3395 2021-06-06 17:38:24,337 - mmaction - INFO - Epoch [36][740/897] lr: 6.400e-02, eta: 13:41:54, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7401, loss_cls: 2.1464, loss: 2.1464, grad_norm: 2.3623 2021-06-06 17:38:56,513 - mmaction - INFO - Epoch [36][760/897] lr: 6.400e-02, eta: 13:41:10, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7479, loss_cls: 2.1498, loss: 2.1498, grad_norm: 2.3525 2021-06-06 17:39:29,768 - mmaction - INFO - Epoch [36][780/897] lr: 6.400e-02, eta: 13:40:27, time: 1.663, data_time: 0.001, memory: 8462, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.2153, loss: 2.2153, grad_norm: 2.3871 2021-06-06 17:40:02,352 - mmaction - INFO - Epoch [36][800/897] lr: 6.400e-02, eta: 13:39:42, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7391, loss_cls: 2.1667, loss: 2.1667, grad_norm: 2.3541 2021-06-06 17:40:34,095 - mmaction - INFO - Epoch [36][820/897] lr: 6.400e-02, eta: 13:38:58, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7510, loss_cls: 2.0994, loss: 2.0994, grad_norm: 2.2953 2021-06-06 17:41:06,888 - mmaction - INFO - Epoch [36][840/897] lr: 6.400e-02, eta: 13:38:14, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.4677, top5_acc: 0.7318, loss_cls: 2.1556, loss: 2.1556, grad_norm: 2.3885 2021-06-06 17:41:39,811 - mmaction - INFO - Epoch [36][860/897] lr: 6.400e-02, eta: 13:37:30, time: 1.646, data_time: 0.001, memory: 8462, top1_acc: 0.4380, top5_acc: 0.7240, loss_cls: 2.2274, loss: 2.2274, grad_norm: 2.3206 2021-06-06 17:42:12,518 - mmaction - INFO - Epoch [36][880/897] lr: 6.400e-02, eta: 13:36:46, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.4724, top5_acc: 0.7427, loss_cls: 2.1713, loss: 2.1713, grad_norm: 2.3677 2021-06-06 17:42:43,583 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-06 17:50:31,168 - mmaction - INFO - Epoch [37][20/897] lr: 6.037e-02, eta: 13:40:40, time: 23.316, data_time: 22.310, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7568, loss_cls: 2.0801, loss: 2.0801, grad_norm: 2.2942 2021-06-06 17:50:48,985 - mmaction - INFO - Epoch [37][40/897] lr: 6.037e-02, eta: 13:39:44, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.4625, top5_acc: 0.7323, loss_cls: 2.1792, loss: 2.1792, grad_norm: 2.4063 2021-06-06 17:51:07,458 - mmaction - INFO - Epoch [37][60/897] lr: 6.037e-02, eta: 13:38:49, time: 0.924, data_time: 0.001, memory: 8462, top1_acc: 0.4651, top5_acc: 0.7568, loss_cls: 2.0599, loss: 2.0599, grad_norm: 2.2688 2021-06-06 17:51:26,616 - mmaction - INFO - Epoch [37][80/897] lr: 6.037e-02, eta: 13:37:54, time: 0.958, data_time: 0.001, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7594, loss_cls: 2.0632, loss: 2.0632, grad_norm: 2.3247 2021-06-06 17:51:46,661 - mmaction - INFO - Epoch [37][100/897] lr: 6.037e-02, eta: 13:37:00, time: 1.002, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7604, loss_cls: 2.0429, loss: 2.0429, grad_norm: 2.3481 2021-06-06 17:52:09,778 - mmaction - INFO - Epoch [37][120/897] lr: 6.037e-02, eta: 13:36:09, time: 1.156, data_time: 0.001, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1913, loss: 2.1913, grad_norm: 2.3585 2021-06-06 17:52:34,693 - mmaction - INFO - Epoch [37][140/897] lr: 6.037e-02, eta: 13:35:19, time: 1.246, data_time: 0.001, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7458, loss_cls: 2.1100, loss: 2.1100, grad_norm: 2.3078 2021-06-06 17:53:01,917 - mmaction - INFO - Epoch [37][160/897] lr: 6.037e-02, eta: 13:34:30, time: 1.361, data_time: 0.001, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7542, loss_cls: 2.0496, loss: 2.0496, grad_norm: 2.3808 2021-06-06 17:53:31,049 - mmaction - INFO - Epoch [37][180/897] lr: 6.037e-02, eta: 13:33:43, time: 1.457, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7505, loss_cls: 2.1172, loss: 2.1172, grad_norm: 2.4481 2021-06-06 17:54:00,155 - mmaction - INFO - Epoch [37][200/897] lr: 6.037e-02, eta: 13:32:57, time: 1.456, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1378, loss: 2.1378, grad_norm: 2.3715 2021-06-06 17:54:30,537 - mmaction - INFO - Epoch [37][220/897] lr: 6.037e-02, eta: 13:32:11, time: 1.519, data_time: 0.001, memory: 8462, top1_acc: 0.4651, top5_acc: 0.7271, loss_cls: 2.1655, loss: 2.1655, grad_norm: 2.3453 2021-06-06 17:55:01,152 - mmaction - INFO - Epoch [37][240/897] lr: 6.037e-02, eta: 13:31:25, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7484, loss_cls: 2.0749, loss: 2.0749, grad_norm: 2.3649 2021-06-06 17:55:31,675 - mmaction - INFO - Epoch [37][260/897] lr: 6.037e-02, eta: 13:30:39, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7521, loss_cls: 2.0658, loss: 2.0658, grad_norm: 2.4186 2021-06-06 17:56:03,331 - mmaction - INFO - Epoch [37][280/897] lr: 6.037e-02, eta: 13:29:54, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.4781, top5_acc: 0.7432, loss_cls: 2.0861, loss: 2.0861, grad_norm: 2.3778 2021-06-06 17:56:35,394 - mmaction - INFO - Epoch [37][300/897] lr: 6.037e-02, eta: 13:29:10, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7604, loss_cls: 2.0871, loss: 2.0871, grad_norm: 2.4116 2021-06-06 17:57:07,433 - mmaction - INFO - Epoch [37][320/897] lr: 6.037e-02, eta: 13:28:25, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7422, loss_cls: 2.1398, loss: 2.1398, grad_norm: 2.3007 2021-06-06 17:57:39,684 - mmaction - INFO - Epoch [37][340/897] lr: 6.037e-02, eta: 13:27:41, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.4688, top5_acc: 0.7469, loss_cls: 2.1022, loss: 2.1022, grad_norm: 2.3976 2021-06-06 17:58:13,163 - mmaction - INFO - Epoch [37][360/897] lr: 6.037e-02, eta: 13:26:58, time: 1.674, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7505, loss_cls: 2.1076, loss: 2.1076, grad_norm: 2.2665 2021-06-06 17:58:45,352 - mmaction - INFO - Epoch [37][380/897] lr: 6.037e-02, eta: 13:26:13, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.4839, top5_acc: 0.7458, loss_cls: 2.0985, loss: 2.0985, grad_norm: 2.3134 2021-06-06 17:59:18,242 - mmaction - INFO - Epoch [37][400/897] lr: 6.037e-02, eta: 13:25:29, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7620, loss_cls: 2.0169, loss: 2.0169, grad_norm: 2.4053 2021-06-06 17:59:50,743 - mmaction - INFO - Epoch [37][420/897] lr: 6.037e-02, eta: 13:24:45, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7552, loss_cls: 2.1260, loss: 2.1260, grad_norm: 2.4415 2021-06-06 18:00:25,814 - mmaction - INFO - Epoch [37][440/897] lr: 6.037e-02, eta: 13:24:03, time: 1.748, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7448, loss_cls: 2.1558, loss: 2.1558, grad_norm: 2.3726 2021-06-06 18:00:57,458 - mmaction - INFO - Epoch [37][460/897] lr: 6.037e-02, eta: 13:23:18, time: 1.588, data_time: 0.009, memory: 8462, top1_acc: 0.4651, top5_acc: 0.7359, loss_cls: 2.1497, loss: 2.1497, grad_norm: 2.3223 2021-06-06 18:01:29,313 - mmaction - INFO - Epoch [37][480/897] lr: 6.037e-02, eta: 13:22:34, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7505, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.3486 2021-06-06 18:02:01,601 - mmaction - INFO - Epoch [37][500/897] lr: 6.037e-02, eta: 13:21:50, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.4698, top5_acc: 0.7464, loss_cls: 2.1669, loss: 2.1669, grad_norm: 2.3935 2021-06-06 18:02:33,822 - mmaction - INFO - Epoch [37][520/897] lr: 6.037e-02, eta: 13:21:06, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.4542, top5_acc: 0.7318, loss_cls: 2.1815, loss: 2.1815, grad_norm: 2.3503 2021-06-06 18:03:04,545 - mmaction - INFO - Epoch [37][540/897] lr: 6.037e-02, eta: 13:20:20, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7562, loss_cls: 2.0394, loss: 2.0394, grad_norm: 2.3395 2021-06-06 18:03:36,037 - mmaction - INFO - Epoch [37][560/897] lr: 6.037e-02, eta: 13:19:35, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7406, loss_cls: 2.1286, loss: 2.1286, grad_norm: 2.4202 2021-06-06 18:04:07,785 - mmaction - INFO - Epoch [37][580/897] lr: 6.037e-02, eta: 13:18:51, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.4422, top5_acc: 0.7276, loss_cls: 2.2145, loss: 2.2145, grad_norm: 2.4695 2021-06-06 18:04:38,882 - mmaction - INFO - Epoch [37][600/897] lr: 6.037e-02, eta: 13:18:06, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7375, loss_cls: 2.1051, loss: 2.1051, grad_norm: 2.3375 2021-06-06 18:05:12,356 - mmaction - INFO - Epoch [37][620/897] lr: 6.037e-02, eta: 13:17:23, time: 1.673, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7490, loss_cls: 2.0859, loss: 2.0859, grad_norm: 2.4436 2021-06-06 18:05:43,003 - mmaction - INFO - Epoch [37][640/897] lr: 6.037e-02, eta: 13:16:37, time: 1.533, data_time: 0.005, memory: 8462, top1_acc: 0.4531, top5_acc: 0.7359, loss_cls: 2.1984, loss: 2.1984, grad_norm: 2.4383 2021-06-06 18:06:13,774 - mmaction - INFO - Epoch [37][660/897] lr: 6.037e-02, eta: 13:15:52, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.4656, top5_acc: 0.7547, loss_cls: 2.1237, loss: 2.1237, grad_norm: 2.3705 2021-06-06 18:06:44,619 - mmaction - INFO - Epoch [37][680/897] lr: 6.037e-02, eta: 13:15:07, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7521, loss_cls: 2.0725, loss: 2.0725, grad_norm: 2.3318 2021-06-06 18:07:15,804 - mmaction - INFO - Epoch [37][700/897] lr: 6.037e-02, eta: 13:14:22, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4604, top5_acc: 0.7339, loss_cls: 2.1361, loss: 2.1361, grad_norm: 2.4605 2021-06-06 18:07:46,473 - mmaction - INFO - Epoch [37][720/897] lr: 6.037e-02, eta: 13:13:37, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.4469, top5_acc: 0.7245, loss_cls: 2.2121, loss: 2.2121, grad_norm: 2.3852 2021-06-06 18:08:17,690 - mmaction - INFO - Epoch [37][740/897] lr: 6.037e-02, eta: 13:12:52, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7432, loss_cls: 2.1405, loss: 2.1405, grad_norm: 2.3592 2021-06-06 18:08:48,814 - mmaction - INFO - Epoch [37][760/897] lr: 6.037e-02, eta: 13:12:07, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7474, loss_cls: 2.1130, loss: 2.1130, grad_norm: 2.3857 2021-06-06 18:09:19,224 - mmaction - INFO - Epoch [37][780/897] lr: 6.037e-02, eta: 13:11:22, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7406, loss_cls: 2.1446, loss: 2.1446, grad_norm: 2.3921 2021-06-06 18:09:50,081 - mmaction - INFO - Epoch [37][800/897] lr: 6.037e-02, eta: 13:10:37, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7328, loss_cls: 2.2487, loss: 2.2487, grad_norm: 2.4981 2021-06-06 18:10:21,567 - mmaction - INFO - Epoch [37][820/897] lr: 6.037e-02, eta: 13:09:52, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4385, top5_acc: 0.7172, loss_cls: 2.2359, loss: 2.2359, grad_norm: 2.3956 2021-06-06 18:10:53,092 - mmaction - INFO - Epoch [37][840/897] lr: 6.037e-02, eta: 13:09:08, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7510, loss_cls: 2.0885, loss: 2.0885, grad_norm: 2.3560 2021-06-06 18:11:24,980 - mmaction - INFO - Epoch [37][860/897] lr: 6.037e-02, eta: 13:08:24, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.4589, top5_acc: 0.7458, loss_cls: 2.1380, loss: 2.1380, grad_norm: 2.3873 2021-06-06 18:11:57,180 - mmaction - INFO - Epoch [37][880/897] lr: 6.037e-02, eta: 13:07:40, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7547, loss_cls: 2.0849, loss: 2.0849, grad_norm: 2.4215 2021-06-06 18:12:29,751 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-06 18:19:50,908 - mmaction - INFO - Epoch [38][20/897] lr: 5.678e-02, eta: 13:10:55, time: 21.993, data_time: 21.032, memory: 8462, top1_acc: 0.4917, top5_acc: 0.7609, loss_cls: 2.0840, loss: 2.0840, grad_norm: 2.2573 2021-06-06 18:20:11,821 - mmaction - INFO - Epoch [38][40/897] lr: 5.678e-02, eta: 13:10:03, time: 1.044, data_time: 0.012, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7672, loss_cls: 2.0241, loss: 2.0241, grad_norm: 2.4399 2021-06-06 18:20:30,375 - mmaction - INFO - Epoch [38][60/897] lr: 5.678e-02, eta: 13:09:09, time: 0.930, data_time: 0.007, memory: 8462, top1_acc: 0.4536, top5_acc: 0.7359, loss_cls: 2.1629, loss: 2.1629, grad_norm: 2.4952 2021-06-06 18:20:49,676 - mmaction - INFO - Epoch [38][80/897] lr: 5.678e-02, eta: 13:08:15, time: 0.965, data_time: 0.001, memory: 8462, top1_acc: 0.4828, top5_acc: 0.7505, loss_cls: 2.0479, loss: 2.0479, grad_norm: 2.3417 2021-06-06 18:21:11,455 - mmaction - INFO - Epoch [38][100/897] lr: 5.678e-02, eta: 13:07:23, time: 1.089, data_time: 0.001, memory: 8462, top1_acc: 0.4688, top5_acc: 0.7406, loss_cls: 2.1312, loss: 2.1312, grad_norm: 2.4468 2021-06-06 18:21:35,097 - mmaction - INFO - Epoch [38][120/897] lr: 5.678e-02, eta: 13:06:33, time: 1.182, data_time: 0.001, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7490, loss_cls: 2.0939, loss: 2.0939, grad_norm: 2.3942 2021-06-06 18:22:02,031 - mmaction - INFO - Epoch [38][140/897] lr: 5.678e-02, eta: 13:05:45, time: 1.347, data_time: 0.001, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7578, loss_cls: 2.0341, loss: 2.0341, grad_norm: 2.4695 2021-06-06 18:22:29,250 - mmaction - INFO - Epoch [38][160/897] lr: 5.678e-02, eta: 13:04:57, time: 1.361, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7557, loss_cls: 2.0622, loss: 2.0622, grad_norm: 2.3443 2021-06-06 18:22:58,861 - mmaction - INFO - Epoch [38][180/897] lr: 5.678e-02, eta: 13:04:11, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7464, loss_cls: 2.0909, loss: 2.0909, grad_norm: 2.3910 2021-06-06 18:23:29,239 - mmaction - INFO - Epoch [38][200/897] lr: 5.678e-02, eta: 13:03:26, time: 1.519, data_time: 0.001, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7458, loss_cls: 2.0852, loss: 2.0852, grad_norm: 2.3892 2021-06-06 18:23:58,340 - mmaction - INFO - Epoch [38][220/897] lr: 5.678e-02, eta: 13:02:39, time: 1.455, data_time: 0.001, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7401, loss_cls: 2.1166, loss: 2.1166, grad_norm: 2.3992 2021-06-06 18:24:27,753 - mmaction - INFO - Epoch [38][240/897] lr: 5.678e-02, eta: 13:01:53, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7677, loss_cls: 2.0128, loss: 2.0128, grad_norm: 2.3479 2021-06-06 18:24:56,553 - mmaction - INFO - Epoch [38][260/897] lr: 5.678e-02, eta: 13:01:07, time: 1.440, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7427, loss_cls: 2.1495, loss: 2.1495, grad_norm: 2.4291 2021-06-06 18:25:26,443 - mmaction - INFO - Epoch [38][280/897] lr: 5.678e-02, eta: 13:00:21, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7740, loss_cls: 1.9904, loss: 1.9904, grad_norm: 2.4192 2021-06-06 18:25:57,422 - mmaction - INFO - Epoch [38][300/897] lr: 5.678e-02, eta: 12:59:36, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7625, loss_cls: 2.0282, loss: 2.0282, grad_norm: 2.4623 2021-06-06 18:26:26,665 - mmaction - INFO - Epoch [38][320/897] lr: 5.678e-02, eta: 12:58:50, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7531, loss_cls: 2.0342, loss: 2.0342, grad_norm: 2.4020 2021-06-06 18:26:56,945 - mmaction - INFO - Epoch [38][340/897] lr: 5.678e-02, eta: 12:58:04, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7417, loss_cls: 2.1275, loss: 2.1275, grad_norm: 2.4227 2021-06-06 18:27:27,164 - mmaction - INFO - Epoch [38][360/897] lr: 5.678e-02, eta: 12:57:19, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7427, loss_cls: 2.0541, loss: 2.0541, grad_norm: 2.4449 2021-06-06 18:27:58,348 - mmaction - INFO - Epoch [38][380/897] lr: 5.678e-02, eta: 12:56:34, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4641, top5_acc: 0.7448, loss_cls: 2.1011, loss: 2.1011, grad_norm: 2.4000 2021-06-06 18:28:29,824 - mmaction - INFO - Epoch [38][400/897] lr: 5.678e-02, eta: 12:55:50, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7396, loss_cls: 2.1192, loss: 2.1192, grad_norm: 2.4455 2021-06-06 18:29:00,713 - mmaction - INFO - Epoch [38][420/897] lr: 5.678e-02, eta: 12:55:05, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7516, loss_cls: 2.1095, loss: 2.1095, grad_norm: 2.3876 2021-06-06 18:29:32,097 - mmaction - INFO - Epoch [38][440/897] lr: 5.678e-02, eta: 12:54:20, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7370, loss_cls: 2.1480, loss: 2.1480, grad_norm: 2.4896 2021-06-06 18:30:03,887 - mmaction - INFO - Epoch [38][460/897] lr: 5.678e-02, eta: 12:53:36, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7766, loss_cls: 2.0306, loss: 2.0306, grad_norm: 2.3662 2021-06-06 18:30:36,228 - mmaction - INFO - Epoch [38][480/897] lr: 5.678e-02, eta: 12:52:52, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7401, loss_cls: 2.0915, loss: 2.0915, grad_norm: 2.4511 2021-06-06 18:31:08,074 - mmaction - INFO - Epoch [38][500/897] lr: 5.678e-02, eta: 12:52:08, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7521, loss_cls: 2.1010, loss: 2.1010, grad_norm: 2.3765 2021-06-06 18:31:40,608 - mmaction - INFO - Epoch [38][520/897] lr: 5.678e-02, eta: 12:51:24, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7542, loss_cls: 2.0816, loss: 2.0816, grad_norm: 2.4512 2021-06-06 18:32:13,337 - mmaction - INFO - Epoch [38][540/897] lr: 5.678e-02, eta: 12:50:41, time: 1.636, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7464, loss_cls: 2.1602, loss: 2.1602, grad_norm: 2.4266 2021-06-06 18:32:45,991 - mmaction - INFO - Epoch [38][560/897] lr: 5.678e-02, eta: 12:49:57, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.4797, top5_acc: 0.7599, loss_cls: 2.0692, loss: 2.0692, grad_norm: 2.4342 2021-06-06 18:33:17,987 - mmaction - INFO - Epoch [38][580/897] lr: 5.678e-02, eta: 12:49:13, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4807, top5_acc: 0.7323, loss_cls: 2.1506, loss: 2.1506, grad_norm: 2.4529 2021-06-06 18:33:49,321 - mmaction - INFO - Epoch [38][600/897] lr: 5.678e-02, eta: 12:48:29, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7526, loss_cls: 2.0923, loss: 2.0923, grad_norm: 2.4532 2021-06-06 18:34:19,473 - mmaction - INFO - Epoch [38][620/897] lr: 5.678e-02, eta: 12:47:44, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.4620, top5_acc: 0.7417, loss_cls: 2.1269, loss: 2.1269, grad_norm: 2.3850 2021-06-06 18:34:50,748 - mmaction - INFO - Epoch [38][640/897] lr: 5.678e-02, eta: 12:46:59, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7474, loss_cls: 2.0660, loss: 2.0660, grad_norm: 2.4454 2021-06-06 18:35:20,933 - mmaction - INFO - Epoch [38][660/897] lr: 5.678e-02, eta: 12:46:14, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.4708, top5_acc: 0.7516, loss_cls: 2.0749, loss: 2.0749, grad_norm: 2.4806 2021-06-06 18:35:51,777 - mmaction - INFO - Epoch [38][680/897] lr: 5.678e-02, eta: 12:45:29, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.4672, top5_acc: 0.7531, loss_cls: 2.0603, loss: 2.0603, grad_norm: 2.4750 2021-06-06 18:36:23,848 - mmaction - INFO - Epoch [38][700/897] lr: 5.678e-02, eta: 12:44:45, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.4583, top5_acc: 0.7448, loss_cls: 2.1391, loss: 2.1391, grad_norm: 2.4437 2021-06-06 18:36:55,823 - mmaction - INFO - Epoch [38][720/897] lr: 5.678e-02, eta: 12:44:02, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7490, loss_cls: 2.0726, loss: 2.0726, grad_norm: 2.4331 2021-06-06 18:37:28,325 - mmaction - INFO - Epoch [38][740/897] lr: 5.678e-02, eta: 12:43:18, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7646, loss_cls: 2.0599, loss: 2.0599, grad_norm: 2.4755 2021-06-06 18:38:00,246 - mmaction - INFO - Epoch [38][760/897] lr: 5.678e-02, eta: 12:42:34, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.0858, loss: 2.0858, grad_norm: 2.4755 2021-06-06 18:38:33,110 - mmaction - INFO - Epoch [38][780/897] lr: 5.678e-02, eta: 12:41:51, time: 1.643, data_time: 0.001, memory: 8462, top1_acc: 0.4813, top5_acc: 0.7609, loss_cls: 2.0498, loss: 2.0498, grad_norm: 2.5058 2021-06-06 18:39:05,105 - mmaction - INFO - Epoch [38][800/897] lr: 5.678e-02, eta: 12:41:07, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.4547, top5_acc: 0.7427, loss_cls: 2.1536, loss: 2.1536, grad_norm: 2.4697 2021-06-06 18:39:36,836 - mmaction - INFO - Epoch [38][820/897] lr: 5.678e-02, eta: 12:40:23, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7391, loss_cls: 2.1587, loss: 2.1587, grad_norm: 2.3940 2021-06-06 18:40:08,508 - mmaction - INFO - Epoch [38][840/897] lr: 5.678e-02, eta: 12:39:39, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.4682, top5_acc: 0.7302, loss_cls: 2.1575, loss: 2.1575, grad_norm: 2.5082 2021-06-06 18:40:40,000 - mmaction - INFO - Epoch [38][860/897] lr: 5.678e-02, eta: 12:38:55, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7474, loss_cls: 2.0677, loss: 2.0677, grad_norm: 2.3774 2021-06-06 18:41:12,128 - mmaction - INFO - Epoch [38][880/897] lr: 5.678e-02, eta: 12:38:11, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.0522, loss: 2.0522, grad_norm: 2.3854 2021-06-06 18:41:41,346 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-06 18:49:27,597 - mmaction - INFO - Epoch [39][20/897] lr: 5.323e-02, eta: 12:41:28, time: 23.248, data_time: 22.253, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7547, loss_cls: 2.0854, loss: 2.0854, grad_norm: 2.3532 2021-06-06 18:49:45,432 - mmaction - INFO - Epoch [39][40/897] lr: 5.323e-02, eta: 12:40:34, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.4865, top5_acc: 0.7547, loss_cls: 2.0462, loss: 2.0462, grad_norm: 2.4625 2021-06-06 18:50:06,881 - mmaction - INFO - Epoch [39][60/897] lr: 5.323e-02, eta: 12:39:42, time: 1.070, data_time: 0.010, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7516, loss_cls: 2.1014, loss: 2.1014, grad_norm: 2.4689 2021-06-06 18:50:25,846 - mmaction - INFO - Epoch [39][80/897] lr: 5.323e-02, eta: 12:38:49, time: 0.951, data_time: 0.007, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7625, loss_cls: 2.0190, loss: 2.0190, grad_norm: 2.4232 2021-06-06 18:50:46,275 - mmaction - INFO - Epoch [39][100/897] lr: 5.323e-02, eta: 12:37:58, time: 1.022, data_time: 0.001, memory: 8462, top1_acc: 0.4693, top5_acc: 0.7354, loss_cls: 2.1432, loss: 2.1432, grad_norm: 2.4656 2021-06-06 18:51:09,322 - mmaction - INFO - Epoch [39][120/897] lr: 5.323e-02, eta: 12:37:07, time: 1.152, data_time: 0.001, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7531, loss_cls: 2.0312, loss: 2.0312, grad_norm: 2.3872 2021-06-06 18:51:35,956 - mmaction - INFO - Epoch [39][140/897] lr: 5.323e-02, eta: 12:36:20, time: 1.332, data_time: 0.001, memory: 8462, top1_acc: 0.4755, top5_acc: 0.7516, loss_cls: 2.0835, loss: 2.0835, grad_norm: 2.4435 2021-06-06 18:52:02,975 - mmaction - INFO - Epoch [39][160/897] lr: 5.323e-02, eta: 12:35:32, time: 1.351, data_time: 0.001, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7620, loss_cls: 2.0724, loss: 2.0724, grad_norm: 2.5022 2021-06-06 18:52:31,534 - mmaction - INFO - Epoch [39][180/897] lr: 5.323e-02, eta: 12:34:46, time: 1.428, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7599, loss_cls: 2.0386, loss: 2.0386, grad_norm: 2.4193 2021-06-06 18:53:01,174 - mmaction - INFO - Epoch [39][200/897] lr: 5.323e-02, eta: 12:34:01, time: 1.482, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7490, loss_cls: 2.1037, loss: 2.1037, grad_norm: 2.4864 2021-06-06 18:53:31,416 - mmaction - INFO - Epoch [39][220/897] lr: 5.323e-02, eta: 12:33:15, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7781, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.3712 2021-06-06 18:54:02,949 - mmaction - INFO - Epoch [39][240/897] lr: 5.323e-02, eta: 12:32:31, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7682, loss_cls: 2.0294, loss: 2.0294, grad_norm: 2.4847 2021-06-06 18:54:33,526 - mmaction - INFO - Epoch [39][260/897] lr: 5.323e-02, eta: 12:31:46, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7646, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.4715 2021-06-06 18:55:04,704 - mmaction - INFO - Epoch [39][280/897] lr: 5.323e-02, eta: 12:31:02, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4870, top5_acc: 0.7427, loss_cls: 2.0892, loss: 2.0892, grad_norm: 2.4734 2021-06-06 18:55:36,649 - mmaction - INFO - Epoch [39][300/897] lr: 5.323e-02, eta: 12:30:18, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7411, loss_cls: 2.1057, loss: 2.1057, grad_norm: 2.3998 2021-06-06 18:56:08,866 - mmaction - INFO - Epoch [39][320/897] lr: 5.323e-02, eta: 12:29:34, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.4943, top5_acc: 0.7630, loss_cls: 2.0121, loss: 2.0121, grad_norm: 2.4938 2021-06-06 18:56:40,337 - mmaction - INFO - Epoch [39][340/897] lr: 5.323e-02, eta: 12:28:50, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7755, loss_cls: 1.9645, loss: 1.9645, grad_norm: 2.4552 2021-06-06 18:57:13,150 - mmaction - INFO - Epoch [39][360/897] lr: 5.323e-02, eta: 12:28:07, time: 1.641, data_time: 0.001, memory: 8462, top1_acc: 0.4875, top5_acc: 0.7599, loss_cls: 2.0416, loss: 2.0416, grad_norm: 2.4603 2021-06-06 18:57:45,127 - mmaction - INFO - Epoch [39][380/897] lr: 5.323e-02, eta: 12:27:23, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.4833, top5_acc: 0.7609, loss_cls: 2.0312, loss: 2.0312, grad_norm: 2.4817 2021-06-06 18:58:17,511 - mmaction - INFO - Epoch [39][400/897] lr: 5.323e-02, eta: 12:26:39, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7677, loss_cls: 2.0143, loss: 2.0143, grad_norm: 2.5031 2021-06-06 18:58:48,686 - mmaction - INFO - Epoch [39][420/897] lr: 5.323e-02, eta: 12:25:55, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7609, loss_cls: 2.0184, loss: 2.0184, grad_norm: 2.4668 2021-06-06 18:59:20,339 - mmaction - INFO - Epoch [39][440/897] lr: 5.323e-02, eta: 12:25:11, time: 1.582, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7604, loss_cls: 2.0168, loss: 2.0168, grad_norm: 2.4436 2021-06-06 18:59:51,997 - mmaction - INFO - Epoch [39][460/897] lr: 5.323e-02, eta: 12:24:27, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.4786, top5_acc: 0.7557, loss_cls: 2.0412, loss: 2.0412, grad_norm: 2.5113 2021-06-06 19:00:23,952 - mmaction - INFO - Epoch [39][480/897] lr: 5.323e-02, eta: 12:23:43, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.4661, top5_acc: 0.7385, loss_cls: 2.1581, loss: 2.1581, grad_norm: 2.5017 2021-06-06 19:00:54,190 - mmaction - INFO - Epoch [39][500/897] lr: 5.323e-02, eta: 12:22:58, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7609, loss_cls: 2.0742, loss: 2.0742, grad_norm: 2.4880 2021-06-06 19:01:25,456 - mmaction - INFO - Epoch [39][520/897] lr: 5.323e-02, eta: 12:22:14, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.0936, loss: 2.0936, grad_norm: 2.5322 2021-06-06 19:01:56,605 - mmaction - INFO - Epoch [39][540/897] lr: 5.323e-02, eta: 12:21:30, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7599, loss_cls: 2.0704, loss: 2.0704, grad_norm: 2.4764 2021-06-06 19:02:27,736 - mmaction - INFO - Epoch [39][560/897] lr: 5.323e-02, eta: 12:20:46, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7469, loss_cls: 2.0980, loss: 2.0980, grad_norm: 2.4135 2021-06-06 19:02:58,845 - mmaction - INFO - Epoch [39][580/897] lr: 5.323e-02, eta: 12:20:01, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7630, loss_cls: 1.9988, loss: 1.9988, grad_norm: 2.4797 2021-06-06 19:03:29,213 - mmaction - INFO - Epoch [39][600/897] lr: 5.323e-02, eta: 12:19:17, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.4635, top5_acc: 0.7464, loss_cls: 2.1271, loss: 2.1271, grad_norm: 2.5607 2021-06-06 19:03:59,872 - mmaction - INFO - Epoch [39][620/897] lr: 5.323e-02, eta: 12:18:32, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.4615, top5_acc: 0.7375, loss_cls: 2.1406, loss: 2.1406, grad_norm: 2.4880 2021-06-06 19:04:31,099 - mmaction - INFO - Epoch [39][640/897] lr: 5.323e-02, eta: 12:17:48, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7604, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.4612 2021-06-06 19:05:02,034 - mmaction - INFO - Epoch [39][660/897] lr: 5.323e-02, eta: 12:17:04, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7568, loss_cls: 2.0243, loss: 2.0243, grad_norm: 2.4583 2021-06-06 19:05:32,740 - mmaction - INFO - Epoch [39][680/897] lr: 5.323e-02, eta: 12:16:19, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.4938, top5_acc: 0.7589, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.4644 2021-06-06 19:06:03,590 - mmaction - INFO - Epoch [39][700/897] lr: 5.323e-02, eta: 12:15:35, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7562, loss_cls: 2.0698, loss: 2.0698, grad_norm: 2.4998 2021-06-06 19:06:33,691 - mmaction - INFO - Epoch [39][720/897] lr: 5.323e-02, eta: 12:14:50, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7542, loss_cls: 2.0606, loss: 2.0606, grad_norm: 2.5552 2021-06-06 19:07:04,809 - mmaction - INFO - Epoch [39][740/897] lr: 5.323e-02, eta: 12:14:06, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7682, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.4874 2021-06-06 19:07:36,240 - mmaction - INFO - Epoch [39][760/897] lr: 5.323e-02, eta: 12:13:22, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7719, loss_cls: 2.0244, loss: 2.0244, grad_norm: 2.5656 2021-06-06 19:08:06,977 - mmaction - INFO - Epoch [39][780/897] lr: 5.323e-02, eta: 12:12:38, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.4797, top5_acc: 0.7526, loss_cls: 2.0967, loss: 2.0967, grad_norm: 2.5736 2021-06-06 19:08:38,458 - mmaction - INFO - Epoch [39][800/897] lr: 5.323e-02, eta: 12:11:54, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7667, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.5078 2021-06-06 19:09:09,842 - mmaction - INFO - Epoch [39][820/897] lr: 5.323e-02, eta: 12:11:10, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7510, loss_cls: 2.0742, loss: 2.0742, grad_norm: 2.5136 2021-06-06 19:09:41,871 - mmaction - INFO - Epoch [39][840/897] lr: 5.323e-02, eta: 12:10:26, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7464, loss_cls: 2.1149, loss: 2.1149, grad_norm: 2.5003 2021-06-06 19:10:13,287 - mmaction - INFO - Epoch [39][860/897] lr: 5.323e-02, eta: 12:09:43, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.4792, top5_acc: 0.7620, loss_cls: 2.0210, loss: 2.0210, grad_norm: 2.4328 2021-06-06 19:10:45,144 - mmaction - INFO - Epoch [39][880/897] lr: 5.323e-02, eta: 12:08:59, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.4745, top5_acc: 0.7427, loss_cls: 2.0960, loss: 2.0960, grad_norm: 2.5158 2021-06-06 19:11:16,842 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-06 19:18:48,426 - mmaction - INFO - Epoch [40][20/897] lr: 4.973e-02, eta: 12:11:49, time: 22.516, data_time: 21.515, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7568, loss_cls: 2.0375, loss: 2.0375, grad_norm: 2.4400 2021-06-06 19:19:06,357 - mmaction - INFO - Epoch [40][40/897] lr: 4.973e-02, eta: 12:10:56, time: 0.897, data_time: 0.002, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7807, loss_cls: 1.9095, loss: 1.9095, grad_norm: 2.3720 2021-06-06 19:19:24,834 - mmaction - INFO - Epoch [40][60/897] lr: 4.973e-02, eta: 12:10:04, time: 0.924, data_time: 0.001, memory: 8462, top1_acc: 0.4797, top5_acc: 0.7448, loss_cls: 2.0855, loss: 2.0855, grad_norm: 2.5487 2021-06-06 19:19:44,110 - mmaction - INFO - Epoch [40][80/897] lr: 4.973e-02, eta: 12:09:12, time: 0.964, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7693, loss_cls: 2.0102, loss: 2.0102, grad_norm: 2.4863 2021-06-06 19:20:08,440 - mmaction - INFO - Epoch [40][100/897] lr: 4.973e-02, eta: 12:08:23, time: 1.214, data_time: 0.008, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7688, loss_cls: 1.9575, loss: 1.9575, grad_norm: 2.5301 2021-06-06 19:20:32,704 - mmaction - INFO - Epoch [40][120/897] lr: 4.973e-02, eta: 12:07:35, time: 1.216, data_time: 0.008, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7734, loss_cls: 1.9468, loss: 1.9468, grad_norm: 2.4721 2021-06-06 19:20:58,442 - mmaction - INFO - Epoch [40][140/897] lr: 4.973e-02, eta: 12:06:47, time: 1.287, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7635, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.5273 2021-06-06 19:21:26,292 - mmaction - INFO - Epoch [40][160/897] lr: 4.973e-02, eta: 12:06:01, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.4760, top5_acc: 0.7583, loss_cls: 2.0616, loss: 2.0616, grad_norm: 2.5222 2021-06-06 19:21:55,399 - mmaction - INFO - Epoch [40][180/897] lr: 4.973e-02, eta: 12:05:15, time: 1.455, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7891, loss_cls: 1.9181, loss: 1.9181, grad_norm: 2.4439 2021-06-06 19:22:24,631 - mmaction - INFO - Epoch [40][200/897] lr: 4.973e-02, eta: 12:04:30, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7594, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.5288 2021-06-06 19:22:53,494 - mmaction - INFO - Epoch [40][220/897] lr: 4.973e-02, eta: 12:03:44, time: 1.443, data_time: 0.001, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7734, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.5004 2021-06-06 19:23:24,317 - mmaction - INFO - Epoch [40][240/897] lr: 4.973e-02, eta: 12:03:00, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.4750, top5_acc: 0.7714, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.5796 2021-06-06 19:23:55,279 - mmaction - INFO - Epoch [40][260/897] lr: 4.973e-02, eta: 12:02:16, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 2.0044, loss: 2.0044, grad_norm: 2.4682 2021-06-06 19:24:25,111 - mmaction - INFO - Epoch [40][280/897] lr: 4.973e-02, eta: 12:01:31, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7552, loss_cls: 2.0825, loss: 2.0825, grad_norm: 2.4743 2021-06-06 19:24:55,306 - mmaction - INFO - Epoch [40][300/897] lr: 4.973e-02, eta: 12:00:46, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.4714, top5_acc: 0.7578, loss_cls: 2.0539, loss: 2.0539, grad_norm: 2.5410 2021-06-06 19:25:25,732 - mmaction - INFO - Epoch [40][320/897] lr: 4.973e-02, eta: 12:00:02, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.4849, top5_acc: 0.7495, loss_cls: 2.0619, loss: 2.0619, grad_norm: 2.5194 2021-06-06 19:25:56,349 - mmaction - INFO - Epoch [40][340/897] lr: 4.973e-02, eta: 11:59:17, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.4990, top5_acc: 0.7740, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.4500 2021-06-06 19:26:25,705 - mmaction - INFO - Epoch [40][360/897] lr: 4.973e-02, eta: 11:58:32, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.4818, top5_acc: 0.7432, loss_cls: 2.0930, loss: 2.0930, grad_norm: 2.5406 2021-06-06 19:26:56,594 - mmaction - INFO - Epoch [40][380/897] lr: 4.973e-02, eta: 11:57:48, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.4677, top5_acc: 0.7688, loss_cls: 2.0604, loss: 2.0604, grad_norm: 2.5638 2021-06-06 19:27:27,227 - mmaction - INFO - Epoch [40][400/897] lr: 4.973e-02, eta: 11:57:04, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.4771, top5_acc: 0.7495, loss_cls: 2.0336, loss: 2.0336, grad_norm: 2.5551 2021-06-06 19:27:57,506 - mmaction - INFO - Epoch [40][420/897] lr: 4.973e-02, eta: 11:56:19, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4854, top5_acc: 0.7583, loss_cls: 2.0735, loss: 2.0735, grad_norm: 2.5999 2021-06-06 19:28:28,148 - mmaction - INFO - Epoch [40][440/897] lr: 4.973e-02, eta: 11:55:35, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7521, loss_cls: 2.0285, loss: 2.0285, grad_norm: 2.4960 2021-06-06 19:28:58,043 - mmaction - INFO - Epoch [40][460/897] lr: 4.973e-02, eta: 11:54:50, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7615, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.5958 2021-06-06 19:29:27,931 - mmaction - INFO - Epoch [40][480/897] lr: 4.973e-02, eta: 11:54:05, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.4953, top5_acc: 0.7505, loss_cls: 2.0684, loss: 2.0684, grad_norm: 2.5632 2021-06-06 19:29:57,879 - mmaction - INFO - Epoch [40][500/897] lr: 4.973e-02, eta: 11:53:21, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.4729, top5_acc: 0.7661, loss_cls: 2.0626, loss: 2.0626, grad_norm: 2.5790 2021-06-06 19:30:28,767 - mmaction - INFO - Epoch [40][520/897] lr: 4.973e-02, eta: 11:52:37, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7677, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.5478 2021-06-06 19:31:00,094 - mmaction - INFO - Epoch [40][540/897] lr: 4.973e-02, eta: 11:51:53, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7531, loss_cls: 2.0450, loss: 2.0450, grad_norm: 2.5564 2021-06-06 19:31:31,105 - mmaction - INFO - Epoch [40][560/897] lr: 4.973e-02, eta: 11:51:09, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7708, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.5147 2021-06-06 19:32:02,341 - mmaction - INFO - Epoch [40][580/897] lr: 4.973e-02, eta: 11:50:25, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.4896, top5_acc: 0.7589, loss_cls: 2.0486, loss: 2.0486, grad_norm: 2.5999 2021-06-06 19:32:33,403 - mmaction - INFO - Epoch [40][600/897] lr: 4.973e-02, eta: 11:49:41, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.4990, top5_acc: 0.7688, loss_cls: 2.0035, loss: 2.0035, grad_norm: 2.5505 2021-06-06 19:33:05,034 - mmaction - INFO - Epoch [40][620/897] lr: 4.973e-02, eta: 11:48:58, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7589, loss_cls: 2.0984, loss: 2.0984, grad_norm: 2.5709 2021-06-06 19:33:36,127 - mmaction - INFO - Epoch [40][640/897] lr: 4.973e-02, eta: 11:48:14, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4766, top5_acc: 0.7510, loss_cls: 2.0666, loss: 2.0666, grad_norm: 2.5231 2021-06-06 19:34:08,190 - mmaction - INFO - Epoch [40][660/897] lr: 4.973e-02, eta: 11:47:30, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.4844, top5_acc: 0.7609, loss_cls: 2.0545, loss: 2.0545, grad_norm: 2.5425 2021-06-06 19:34:40,004 - mmaction - INFO - Epoch [40][680/897] lr: 4.973e-02, eta: 11:46:47, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7667, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.5197 2021-06-06 19:35:12,450 - mmaction - INFO - Epoch [40][700/897] lr: 4.973e-02, eta: 11:46:04, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7573, loss_cls: 2.0530, loss: 2.0530, grad_norm: 2.5068 2021-06-06 19:35:44,505 - mmaction - INFO - Epoch [40][720/897] lr: 4.973e-02, eta: 11:45:21, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.4813, top5_acc: 0.7453, loss_cls: 2.0561, loss: 2.0561, grad_norm: 2.5441 2021-06-06 19:36:17,252 - mmaction - INFO - Epoch [40][740/897] lr: 4.973e-02, eta: 11:44:38, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7740, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.4747 2021-06-06 19:36:49,910 - mmaction - INFO - Epoch [40][760/897] lr: 4.973e-02, eta: 11:43:55, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.4917, top5_acc: 0.7693, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.5278 2021-06-06 19:37:21,591 - mmaction - INFO - Epoch [40][780/897] lr: 4.973e-02, eta: 11:43:12, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7646, loss_cls: 1.9779, loss: 1.9779, grad_norm: 2.5275 2021-06-06 19:37:53,839 - mmaction - INFO - Epoch [40][800/897] lr: 4.973e-02, eta: 11:42:29, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0424, loss: 2.0424, grad_norm: 2.5205 2021-06-06 19:38:26,281 - mmaction - INFO - Epoch [40][820/897] lr: 4.973e-02, eta: 11:41:46, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7724, loss_cls: 1.9662, loss: 1.9662, grad_norm: 2.4898 2021-06-06 19:38:58,167 - mmaction - INFO - Epoch [40][840/897] lr: 4.973e-02, eta: 11:41:03, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.4922, top5_acc: 0.7677, loss_cls: 1.9779, loss: 1.9779, grad_norm: 2.6046 2021-06-06 19:39:29,246 - mmaction - INFO - Epoch [40][860/897] lr: 4.973e-02, eta: 11:40:19, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.5062, top5_acc: 0.7693, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.5199 2021-06-06 19:40:00,401 - mmaction - INFO - Epoch [40][880/897] lr: 4.973e-02, eta: 11:39:35, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.4719, top5_acc: 0.7453, loss_cls: 2.0850, loss: 2.0850, grad_norm: 2.5944 2021-06-06 19:40:31,816 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-06 19:48:00,796 - mmaction - INFO - Epoch [41][20/897] lr: 4.630e-02, eta: 11:42:08, time: 22.383, data_time: 21.419, memory: 8462, top1_acc: 0.5062, top5_acc: 0.7604, loss_cls: 2.0004, loss: 2.0004, grad_norm: 2.4629 2021-06-06 19:48:18,653 - mmaction - INFO - Epoch [41][40/897] lr: 4.630e-02, eta: 11:41:16, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7719, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.6270 2021-06-06 19:48:36,987 - mmaction - INFO - Epoch [41][60/897] lr: 4.630e-02, eta: 11:40:25, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7750, loss_cls: 1.8866, loss: 1.8866, grad_norm: 2.4846 2021-06-06 19:48:56,228 - mmaction - INFO - Epoch [41][80/897] lr: 4.630e-02, eta: 11:39:34, time: 0.962, data_time: 0.001, memory: 8462, top1_acc: 0.5047, top5_acc: 0.7807, loss_cls: 1.9461, loss: 1.9461, grad_norm: 2.5285 2021-06-06 19:49:17,891 - mmaction - INFO - Epoch [41][100/897] lr: 4.630e-02, eta: 11:38:44, time: 1.083, data_time: 0.001, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7745, loss_cls: 1.9950, loss: 1.9950, grad_norm: 2.6066 2021-06-06 19:49:41,111 - mmaction - INFO - Epoch [41][120/897] lr: 4.630e-02, eta: 11:37:55, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.5193, top5_acc: 0.7865, loss_cls: 1.9111, loss: 1.9111, grad_norm: 2.5516 2021-06-06 19:50:07,433 - mmaction - INFO - Epoch [41][140/897] lr: 4.630e-02, eta: 11:37:09, time: 1.315, data_time: 0.002, memory: 8462, top1_acc: 0.5104, top5_acc: 0.7615, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.6031 2021-06-06 19:50:34,361 - mmaction - INFO - Epoch [41][160/897] lr: 4.630e-02, eta: 11:36:22, time: 1.347, data_time: 0.003, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7750, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.6122 2021-06-06 19:51:04,050 - mmaction - INFO - Epoch [41][180/897] lr: 4.630e-02, eta: 11:35:38, time: 1.484, data_time: 0.001, memory: 8462, top1_acc: 0.4958, top5_acc: 0.7583, loss_cls: 2.0185, loss: 2.0185, grad_norm: 2.5675 2021-06-06 19:51:33,471 - mmaction - INFO - Epoch [41][200/897] lr: 4.630e-02, eta: 11:34:53, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.4734, top5_acc: 0.7562, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.6612 2021-06-06 19:52:04,087 - mmaction - INFO - Epoch [41][220/897] lr: 4.630e-02, eta: 11:34:09, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7573, loss_cls: 2.0684, loss: 2.0684, grad_norm: 2.5405 2021-06-06 19:52:34,188 - mmaction - INFO - Epoch [41][240/897] lr: 4.630e-02, eta: 11:33:24, time: 1.506, data_time: 0.003, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7651, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.5711 2021-06-06 19:53:05,444 - mmaction - INFO - Epoch [41][260/897] lr: 4.630e-02, eta: 11:32:41, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.5068, top5_acc: 0.7818, loss_cls: 1.9656, loss: 1.9656, grad_norm: 2.5305 2021-06-06 19:53:37,191 - mmaction - INFO - Epoch [41][280/897] lr: 4.630e-02, eta: 11:31:57, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7594, loss_cls: 2.0212, loss: 2.0212, grad_norm: 2.5405 2021-06-06 19:54:08,018 - mmaction - INFO - Epoch [41][300/897] lr: 4.630e-02, eta: 11:31:13, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7703, loss_cls: 1.9749, loss: 1.9749, grad_norm: 2.5309 2021-06-06 19:54:39,600 - mmaction - INFO - Epoch [41][320/897] lr: 4.630e-02, eta: 11:30:30, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7703, loss_cls: 1.9862, loss: 1.9862, grad_norm: 2.5641 2021-06-06 19:55:10,047 - mmaction - INFO - Epoch [41][340/897] lr: 4.630e-02, eta: 11:29:46, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.4958, top5_acc: 0.7641, loss_cls: 1.9767, loss: 1.9767, grad_norm: 2.5712 2021-06-06 19:55:41,470 - mmaction - INFO - Epoch [41][360/897] lr: 4.630e-02, eta: 11:29:02, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7833, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.5942 2021-06-06 19:56:12,427 - mmaction - INFO - Epoch [41][380/897] lr: 4.630e-02, eta: 11:28:18, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.4932, top5_acc: 0.7677, loss_cls: 1.9586, loss: 1.9586, grad_norm: 2.6116 2021-06-06 19:56:43,122 - mmaction - INFO - Epoch [41][400/897] lr: 4.630e-02, eta: 11:27:35, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.4917, top5_acc: 0.7672, loss_cls: 2.0213, loss: 2.0213, grad_norm: 2.5967 2021-06-06 19:57:13,366 - mmaction - INFO - Epoch [41][420/897] lr: 4.630e-02, eta: 11:26:50, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7922, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.6509 2021-06-06 19:57:44,916 - mmaction - INFO - Epoch [41][440/897] lr: 4.630e-02, eta: 11:26:07, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7646, loss_cls: 2.0148, loss: 2.0148, grad_norm: 2.6422 2021-06-06 19:58:16,336 - mmaction - INFO - Epoch [41][460/897] lr: 4.630e-02, eta: 11:25:23, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7828, loss_cls: 1.9440, loss: 1.9440, grad_norm: 2.6618 2021-06-06 19:58:46,624 - mmaction - INFO - Epoch [41][480/897] lr: 4.630e-02, eta: 11:24:39, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4901, top5_acc: 0.7573, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.5920 2021-06-06 19:59:17,318 - mmaction - INFO - Epoch [41][500/897] lr: 4.630e-02, eta: 11:23:56, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7698, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.4947 2021-06-06 19:59:48,428 - mmaction - INFO - Epoch [41][520/897] lr: 4.630e-02, eta: 11:23:12, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.4911, top5_acc: 0.7635, loss_cls: 2.0257, loss: 2.0257, grad_norm: 2.6265 2021-06-06 20:00:18,707 - mmaction - INFO - Epoch [41][540/897] lr: 4.630e-02, eta: 11:22:28, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7495, loss_cls: 2.1169, loss: 2.1169, grad_norm: 2.7154 2021-06-06 20:00:48,951 - mmaction - INFO - Epoch [41][560/897] lr: 4.630e-02, eta: 11:21:44, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7703, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.5281 2021-06-06 20:01:19,209 - mmaction - INFO - Epoch [41][580/897] lr: 4.630e-02, eta: 11:21:00, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.4990, top5_acc: 0.7740, loss_cls: 1.9736, loss: 1.9736, grad_norm: 2.6312 2021-06-06 20:01:49,807 - mmaction - INFO - Epoch [41][600/897] lr: 4.630e-02, eta: 11:20:16, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.5151, top5_acc: 0.7646, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.6177 2021-06-06 20:02:20,149 - mmaction - INFO - Epoch [41][620/897] lr: 4.630e-02, eta: 11:19:32, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.4839, top5_acc: 0.7703, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.6319 2021-06-06 20:02:51,213 - mmaction - INFO - Epoch [41][640/897] lr: 4.630e-02, eta: 11:18:48, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7562, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.5814 2021-06-06 20:03:21,965 - mmaction - INFO - Epoch [41][660/897] lr: 4.630e-02, eta: 11:18:05, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.4995, top5_acc: 0.7589, loss_cls: 2.0233, loss: 2.0233, grad_norm: 2.5551 2021-06-06 20:03:53,040 - mmaction - INFO - Epoch [41][680/897] lr: 4.630e-02, eta: 11:17:21, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.6785 2021-06-06 20:04:24,895 - mmaction - INFO - Epoch [41][700/897] lr: 4.630e-02, eta: 11:16:38, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.4859, top5_acc: 0.7615, loss_cls: 2.0364, loss: 2.0364, grad_norm: 2.6299 2021-06-06 20:04:56,290 - mmaction - INFO - Epoch [41][720/897] lr: 4.630e-02, eta: 11:15:55, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7818, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.6302 2021-06-06 20:05:27,433 - mmaction - INFO - Epoch [41][740/897] lr: 4.630e-02, eta: 11:15:11, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7724, loss_cls: 1.9762, loss: 1.9762, grad_norm: 2.6155 2021-06-06 20:05:59,670 - mmaction - INFO - Epoch [41][760/897] lr: 4.630e-02, eta: 11:14:29, time: 1.612, data_time: 0.002, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7583, loss_cls: 1.9946, loss: 1.9946, grad_norm: 2.6042 2021-06-06 20:06:32,212 - mmaction - INFO - Epoch [41][780/897] lr: 4.630e-02, eta: 11:13:46, time: 1.627, data_time: 0.001, memory: 8462, top1_acc: 0.4885, top5_acc: 0.7578, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.6013 2021-06-06 20:07:04,741 - mmaction - INFO - Epoch [41][800/897] lr: 4.630e-02, eta: 11:13:03, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.4865, top5_acc: 0.7703, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.6583 2021-06-06 20:07:37,428 - mmaction - INFO - Epoch [41][820/897] lr: 4.630e-02, eta: 11:12:21, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.4776, top5_acc: 0.7667, loss_cls: 2.0184, loss: 2.0184, grad_norm: 2.5899 2021-06-06 20:08:09,155 - mmaction - INFO - Epoch [41][840/897] lr: 4.630e-02, eta: 11:11:38, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.4891, top5_acc: 0.7672, loss_cls: 1.9674, loss: 1.9674, grad_norm: 2.5408 2021-06-06 20:08:42,524 - mmaction - INFO - Epoch [41][860/897] lr: 4.630e-02, eta: 11:10:56, time: 1.668, data_time: 0.001, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7500, loss_cls: 2.0627, loss: 2.0627, grad_norm: 2.6470 2021-06-06 20:09:15,328 - mmaction - INFO - Epoch [41][880/897] lr: 4.630e-02, eta: 11:10:13, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7797, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.6241 2021-06-06 20:09:45,080 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-06 20:17:22,105 - mmaction - INFO - Epoch [42][20/897] lr: 4.293e-02, eta: 11:12:36, time: 22.787, data_time: 21.791, memory: 8462, top1_acc: 0.4984, top5_acc: 0.7781, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.4824 2021-06-06 20:17:39,902 - mmaction - INFO - Epoch [42][40/897] lr: 4.293e-02, eta: 11:11:45, time: 0.891, data_time: 0.003, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7729, loss_cls: 1.9352, loss: 1.9352, grad_norm: 2.5548 2021-06-06 20:17:58,251 - mmaction - INFO - Epoch [42][60/897] lr: 4.293e-02, eta: 11:10:54, time: 0.917, data_time: 0.001, memory: 8462, top1_acc: 0.5005, top5_acc: 0.7740, loss_cls: 1.9298, loss: 1.9298, grad_norm: 2.5476 2021-06-06 20:18:17,230 - mmaction - INFO - Epoch [42][80/897] lr: 4.293e-02, eta: 11:10:04, time: 0.949, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7812, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.6635 2021-06-06 20:18:38,237 - mmaction - INFO - Epoch [42][100/897] lr: 4.293e-02, eta: 11:09:15, time: 1.050, data_time: 0.001, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7646, loss_cls: 1.9472, loss: 1.9472, grad_norm: 2.7213 2021-06-06 20:19:01,415 - mmaction - INFO - Epoch [42][120/897] lr: 4.293e-02, eta: 11:08:27, time: 1.159, data_time: 0.001, memory: 8462, top1_acc: 0.4938, top5_acc: 0.7714, loss_cls: 1.9830, loss: 1.9830, grad_norm: 2.6864 2021-06-06 20:19:26,462 - mmaction - INFO - Epoch [42][140/897] lr: 4.293e-02, eta: 11:07:40, time: 1.252, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7677, loss_cls: 1.9568, loss: 1.9568, grad_norm: 2.6328 2021-06-06 20:19:54,392 - mmaction - INFO - Epoch [42][160/897] lr: 4.293e-02, eta: 11:06:55, time: 1.397, data_time: 0.001, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7828, loss_cls: 1.8926, loss: 1.8926, grad_norm: 2.5908 2021-06-06 20:20:23,541 - mmaction - INFO - Epoch [42][180/897] lr: 4.293e-02, eta: 11:06:10, time: 1.456, data_time: 0.007, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0048, loss: 2.0048, grad_norm: 2.6717 2021-06-06 20:20:51,943 - mmaction - INFO - Epoch [42][200/897] lr: 4.293e-02, eta: 11:05:25, time: 1.422, data_time: 0.007, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7755, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.5710 2021-06-06 20:21:20,918 - mmaction - INFO - Epoch [42][220/897] lr: 4.293e-02, eta: 11:04:40, time: 1.449, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7865, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.6160 2021-06-06 20:21:51,288 - mmaction - INFO - Epoch [42][240/897] lr: 4.293e-02, eta: 11:03:56, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7797, loss_cls: 1.9224, loss: 1.9224, grad_norm: 2.5999 2021-06-06 20:22:21,538 - mmaction - INFO - Epoch [42][260/897] lr: 4.293e-02, eta: 11:03:12, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7635, loss_cls: 1.9511, loss: 1.9511, grad_norm: 2.6063 2021-06-06 20:22:52,156 - mmaction - INFO - Epoch [42][280/897] lr: 4.293e-02, eta: 11:02:29, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7661, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.5480 2021-06-06 20:23:24,595 - mmaction - INFO - Epoch [42][300/897] lr: 4.293e-02, eta: 11:01:46, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7943, loss_cls: 1.8882, loss: 1.8882, grad_norm: 2.6569 2021-06-06 20:23:55,705 - mmaction - INFO - Epoch [42][320/897] lr: 4.293e-02, eta: 11:01:03, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7630, loss_cls: 1.9792, loss: 1.9792, grad_norm: 2.7173 2021-06-06 20:24:26,869 - mmaction - INFO - Epoch [42][340/897] lr: 4.293e-02, eta: 11:00:19, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.5031, top5_acc: 0.7714, loss_cls: 1.9464, loss: 1.9464, grad_norm: 2.6426 2021-06-06 20:24:59,443 - mmaction - INFO - Epoch [42][360/897] lr: 4.293e-02, eta: 10:59:37, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7615, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.6850 2021-06-06 20:25:31,655 - mmaction - INFO - Epoch [42][380/897] lr: 4.293e-02, eta: 10:58:54, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7896, loss_cls: 1.8917, loss: 1.8917, grad_norm: 2.5381 2021-06-06 20:26:04,546 - mmaction - INFO - Epoch [42][400/897] lr: 4.293e-02, eta: 10:58:12, time: 1.645, data_time: 0.001, memory: 8462, top1_acc: 0.5094, top5_acc: 0.7698, loss_cls: 1.9568, loss: 1.9568, grad_norm: 2.7049 2021-06-06 20:26:36,968 - mmaction - INFO - Epoch [42][420/897] lr: 4.293e-02, eta: 10:57:29, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7729, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.7725 2021-06-06 20:27:09,980 - mmaction - INFO - Epoch [42][440/897] lr: 4.293e-02, eta: 10:56:47, time: 1.651, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7542, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.7424 2021-06-06 20:27:42,369 - mmaction - INFO - Epoch [42][460/897] lr: 4.293e-02, eta: 10:56:04, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7906, loss_cls: 1.8941, loss: 1.8941, grad_norm: 2.6191 2021-06-06 20:28:15,050 - mmaction - INFO - Epoch [42][480/897] lr: 4.293e-02, eta: 10:55:22, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7755, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.6323 2021-06-06 20:28:47,372 - mmaction - INFO - Epoch [42][500/897] lr: 4.293e-02, eta: 10:54:39, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.5026, top5_acc: 0.7641, loss_cls: 1.9807, loss: 1.9807, grad_norm: 2.6121 2021-06-06 20:29:19,980 - mmaction - INFO - Epoch [42][520/897] lr: 4.293e-02, eta: 10:53:56, time: 1.630, data_time: 0.001, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7771, loss_cls: 1.9200, loss: 1.9200, grad_norm: 2.6766 2021-06-06 20:29:52,864 - mmaction - INFO - Epoch [42][540/897] lr: 4.293e-02, eta: 10:53:14, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7797, loss_cls: 1.9200, loss: 1.9200, grad_norm: 2.6998 2021-06-06 20:30:24,618 - mmaction - INFO - Epoch [42][560/897] lr: 4.293e-02, eta: 10:52:31, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7891, loss_cls: 1.9137, loss: 1.9137, grad_norm: 2.7168 2021-06-06 20:30:58,064 - mmaction - INFO - Epoch [42][580/897] lr: 4.293e-02, eta: 10:51:49, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.4958, top5_acc: 0.7677, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.8092 2021-06-06 20:31:29,344 - mmaction - INFO - Epoch [42][600/897] lr: 4.293e-02, eta: 10:51:06, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7714, loss_cls: 1.9235, loss: 1.9235, grad_norm: 2.6555 2021-06-06 20:32:01,119 - mmaction - INFO - Epoch [42][620/897] lr: 4.293e-02, eta: 10:50:23, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.4964, top5_acc: 0.7750, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.7232 2021-06-06 20:32:31,735 - mmaction - INFO - Epoch [42][640/897] lr: 4.293e-02, eta: 10:49:40, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.4823, top5_acc: 0.7651, loss_cls: 2.0126, loss: 2.0126, grad_norm: 2.7094 2021-06-06 20:33:02,470 - mmaction - INFO - Epoch [42][660/897] lr: 4.293e-02, eta: 10:48:56, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7802, loss_cls: 1.9256, loss: 1.9256, grad_norm: 2.5417 2021-06-06 20:33:33,679 - mmaction - INFO - Epoch [42][680/897] lr: 4.293e-02, eta: 10:48:13, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7771, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.6413 2021-06-06 20:34:04,809 - mmaction - INFO - Epoch [42][700/897] lr: 4.293e-02, eta: 10:47:30, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4979, top5_acc: 0.7641, loss_cls: 1.9653, loss: 1.9653, grad_norm: 2.6578 2021-06-06 20:34:36,103 - mmaction - INFO - Epoch [42][720/897] lr: 4.293e-02, eta: 10:46:47, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7828, loss_cls: 1.8880, loss: 1.8880, grad_norm: 2.5955 2021-06-06 20:35:07,518 - mmaction - INFO - Epoch [42][740/897] lr: 4.293e-02, eta: 10:46:04, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7745, loss_cls: 1.9373, loss: 1.9373, grad_norm: 2.6374 2021-06-06 20:35:37,449 - mmaction - INFO - Epoch [42][760/897] lr: 4.293e-02, eta: 10:45:20, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7708, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.6285 2021-06-06 20:36:08,654 - mmaction - INFO - Epoch [42][780/897] lr: 4.293e-02, eta: 10:44:37, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7693, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.6779 2021-06-06 20:36:39,765 - mmaction - INFO - Epoch [42][800/897] lr: 4.293e-02, eta: 10:43:54, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.4802, top5_acc: 0.7526, loss_cls: 2.0652, loss: 2.0652, grad_norm: 2.6864 2021-06-06 20:37:09,569 - mmaction - INFO - Epoch [42][820/897] lr: 4.293e-02, eta: 10:43:10, time: 1.490, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7807, loss_cls: 1.9554, loss: 1.9554, grad_norm: 2.6660 2021-06-06 20:37:40,811 - mmaction - INFO - Epoch [42][840/897] lr: 4.293e-02, eta: 10:42:27, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.4969, top5_acc: 0.7781, loss_cls: 1.9656, loss: 1.9656, grad_norm: 2.6526 2021-06-06 20:38:11,333 - mmaction - INFO - Epoch [42][860/897] lr: 4.293e-02, eta: 10:41:44, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7667, loss_cls: 1.9454, loss: 1.9454, grad_norm: 2.6514 2021-06-06 20:38:42,862 - mmaction - INFO - Epoch [42][880/897] lr: 4.293e-02, eta: 10:41:01, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.5161, top5_acc: 0.7708, loss_cls: 1.9430, loss: 1.9430, grad_norm: 2.6368 2021-06-06 20:39:13,244 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-06 20:47:06,646 - mmaction - INFO - Epoch [43][20/897] lr: 3.965e-02, eta: 10:43:18, time: 23.604, data_time: 22.592, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7724, loss_cls: 1.9374, loss: 1.9374, grad_norm: 2.5302 2021-06-06 20:47:24,669 - mmaction - INFO - Epoch [43][40/897] lr: 3.965e-02, eta: 10:42:28, time: 0.904, data_time: 0.004, memory: 8462, top1_acc: 0.5214, top5_acc: 0.7849, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.6220 2021-06-06 20:47:43,028 - mmaction - INFO - Epoch [43][60/897] lr: 3.965e-02, eta: 10:41:38, time: 0.918, data_time: 0.001, memory: 8462, top1_acc: 0.5427, top5_acc: 0.7937, loss_cls: 1.8419, loss: 1.8419, grad_norm: 2.6426 2021-06-06 20:48:02,178 - mmaction - INFO - Epoch [43][80/897] lr: 3.965e-02, eta: 10:40:48, time: 0.957, data_time: 0.001, memory: 8462, top1_acc: 0.4880, top5_acc: 0.7708, loss_cls: 1.9511, loss: 1.9511, grad_norm: 2.7231 2021-06-06 20:48:23,307 - mmaction - INFO - Epoch [43][100/897] lr: 3.965e-02, eta: 10:40:00, time: 1.056, data_time: 0.001, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7818, loss_cls: 1.8577, loss: 1.8577, grad_norm: 2.6733 2021-06-06 20:48:47,802 - mmaction - INFO - Epoch [43][120/897] lr: 3.965e-02, eta: 10:39:13, time: 1.225, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7797, loss_cls: 1.9305, loss: 1.9305, grad_norm: 2.6031 2021-06-06 20:49:14,107 - mmaction - INFO - Epoch [43][140/897] lr: 3.965e-02, eta: 10:38:27, time: 1.315, data_time: 0.001, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8459, loss: 1.8459, grad_norm: 2.6388 2021-06-06 20:49:42,184 - mmaction - INFO - Epoch [43][160/897] lr: 3.965e-02, eta: 10:37:43, time: 1.404, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7812, loss_cls: 1.9291, loss: 1.9291, grad_norm: 2.7987 2021-06-06 20:50:12,972 - mmaction - INFO - Epoch [43][180/897] lr: 3.965e-02, eta: 10:36:59, time: 1.537, data_time: 0.013, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7839, loss_cls: 1.8906, loss: 1.8906, grad_norm: 2.7747 2021-06-06 20:50:42,035 - mmaction - INFO - Epoch [43][200/897] lr: 3.965e-02, eta: 10:36:15, time: 1.456, data_time: 0.008, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7771, loss_cls: 1.9201, loss: 1.9201, grad_norm: 2.6412 2021-06-06 20:51:11,091 - mmaction - INFO - Epoch [43][220/897] lr: 3.965e-02, eta: 10:35:31, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.5078, top5_acc: 0.7646, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.6512 2021-06-06 20:51:40,754 - mmaction - INFO - Epoch [43][240/897] lr: 3.965e-02, eta: 10:34:47, time: 1.483, data_time: 0.001, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7812, loss_cls: 1.8752, loss: 1.8752, grad_norm: 2.6723 2021-06-06 20:52:10,701 - mmaction - INFO - Epoch [43][260/897] lr: 3.965e-02, eta: 10:34:03, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.5214, top5_acc: 0.7755, loss_cls: 1.9049, loss: 1.9049, grad_norm: 2.6840 2021-06-06 20:52:40,932 - mmaction - INFO - Epoch [43][280/897] lr: 3.965e-02, eta: 10:33:19, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7875, loss_cls: 1.8791, loss: 1.8791, grad_norm: 2.6417 2021-06-06 20:53:10,721 - mmaction - INFO - Epoch [43][300/897] lr: 3.965e-02, eta: 10:32:36, time: 1.490, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7865, loss_cls: 1.8547, loss: 1.8547, grad_norm: 2.6341 2021-06-06 20:53:40,726 - mmaction - INFO - Epoch [43][320/897] lr: 3.965e-02, eta: 10:31:52, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7807, loss_cls: 1.8899, loss: 1.8899, grad_norm: 2.7275 2021-06-06 20:54:10,793 - mmaction - INFO - Epoch [43][340/897] lr: 3.965e-02, eta: 10:31:08, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.5281, top5_acc: 0.7896, loss_cls: 1.8750, loss: 1.8750, grad_norm: 2.6946 2021-06-06 20:54:41,798 - mmaction - INFO - Epoch [43][360/897] lr: 3.965e-02, eta: 10:30:25, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7927, loss_cls: 1.8618, loss: 1.8618, grad_norm: 2.7591 2021-06-06 20:55:11,812 - mmaction - INFO - Epoch [43][380/897] lr: 3.965e-02, eta: 10:29:41, time: 1.501, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7688, loss_cls: 1.9115, loss: 1.9115, grad_norm: 2.6462 2021-06-06 20:55:42,649 - mmaction - INFO - Epoch [43][400/897] lr: 3.965e-02, eta: 10:28:58, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.5167, top5_acc: 0.7771, loss_cls: 1.8902, loss: 1.8902, grad_norm: 2.6969 2021-06-06 20:56:12,058 - mmaction - INFO - Epoch [43][420/897] lr: 3.965e-02, eta: 10:28:14, time: 1.470, data_time: 0.001, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7740, loss_cls: 1.8783, loss: 1.8783, grad_norm: 2.6962 2021-06-06 20:56:42,962 - mmaction - INFO - Epoch [43][440/897] lr: 3.965e-02, eta: 10:27:31, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7786, loss_cls: 1.9186, loss: 1.9186, grad_norm: 2.6548 2021-06-06 20:57:12,990 - mmaction - INFO - Epoch [43][460/897] lr: 3.965e-02, eta: 10:26:48, time: 1.501, data_time: 0.001, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7750, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.6977 2021-06-06 20:57:43,919 - mmaction - INFO - Epoch [43][480/897] lr: 3.965e-02, eta: 10:26:04, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.5156, top5_acc: 0.7818, loss_cls: 1.9237, loss: 1.9237, grad_norm: 2.6869 2021-06-06 20:58:15,919 - mmaction - INFO - Epoch [43][500/897] lr: 3.965e-02, eta: 10:25:22, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7693, loss_cls: 1.9373, loss: 1.9373, grad_norm: 2.7928 2021-06-06 20:58:46,718 - mmaction - INFO - Epoch [43][520/897] lr: 3.965e-02, eta: 10:24:39, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7901, loss_cls: 1.8547, loss: 1.8547, grad_norm: 2.7030 2021-06-06 20:59:18,460 - mmaction - INFO - Epoch [43][540/897] lr: 3.965e-02, eta: 10:23:56, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.5182, top5_acc: 0.7760, loss_cls: 1.9082, loss: 1.9082, grad_norm: 2.7213 2021-06-06 20:59:49,595 - mmaction - INFO - Epoch [43][560/897] lr: 3.965e-02, eta: 10:23:13, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.4948, top5_acc: 0.7635, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.6999 2021-06-06 21:00:21,745 - mmaction - INFO - Epoch [43][580/897] lr: 3.965e-02, eta: 10:22:31, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.5312, top5_acc: 0.7901, loss_cls: 1.9191, loss: 1.9191, grad_norm: 2.7804 2021-06-06 21:00:53,849 - mmaction - INFO - Epoch [43][600/897] lr: 3.965e-02, eta: 10:21:48, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7854, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.7360 2021-06-06 21:01:25,602 - mmaction - INFO - Epoch [43][620/897] lr: 3.965e-02, eta: 10:21:06, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7807, loss_cls: 1.8900, loss: 1.8900, grad_norm: 2.7301 2021-06-06 21:01:57,960 - mmaction - INFO - Epoch [43][640/897] lr: 3.965e-02, eta: 10:20:23, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.5083, top5_acc: 0.7719, loss_cls: 1.9431, loss: 1.9431, grad_norm: 2.7847 2021-06-06 21:02:30,835 - mmaction - INFO - Epoch [43][660/897] lr: 3.965e-02, eta: 10:19:41, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.4927, top5_acc: 0.7724, loss_cls: 1.9486, loss: 1.9486, grad_norm: 2.7098 2021-06-06 21:03:03,712 - mmaction - INFO - Epoch [43][680/897] lr: 3.965e-02, eta: 10:18:59, time: 1.644, data_time: 0.001, memory: 8462, top1_acc: 0.5036, top5_acc: 0.7760, loss_cls: 1.9425, loss: 1.9425, grad_norm: 2.7025 2021-06-06 21:03:36,805 - mmaction - INFO - Epoch [43][700/897] lr: 3.965e-02, eta: 10:18:17, time: 1.655, data_time: 0.001, memory: 8462, top1_acc: 0.5089, top5_acc: 0.7776, loss_cls: 1.9186, loss: 1.9186, grad_norm: 2.6409 2021-06-06 21:04:09,196 - mmaction - INFO - Epoch [43][720/897] lr: 3.965e-02, eta: 10:17:35, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7812, loss_cls: 1.9119, loss: 1.9119, grad_norm: 2.6835 2021-06-06 21:04:42,855 - mmaction - INFO - Epoch [43][740/897] lr: 3.965e-02, eta: 10:16:54, time: 1.683, data_time: 0.001, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7917, loss_cls: 1.8455, loss: 1.8455, grad_norm: 2.6917 2021-06-06 21:05:16,221 - mmaction - INFO - Epoch [43][760/897] lr: 3.965e-02, eta: 10:16:12, time: 1.668, data_time: 0.001, memory: 8462, top1_acc: 0.5318, top5_acc: 0.8000, loss_cls: 1.8009, loss: 1.8009, grad_norm: 2.5946 2021-06-06 21:05:48,288 - mmaction - INFO - Epoch [43][780/897] lr: 3.965e-02, eta: 10:15:29, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7776, loss_cls: 1.9107, loss: 1.9107, grad_norm: 2.7430 2021-06-06 21:06:20,058 - mmaction - INFO - Epoch [43][800/897] lr: 3.965e-02, eta: 10:14:47, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5255, top5_acc: 0.7870, loss_cls: 1.8528, loss: 1.8528, grad_norm: 2.6406 2021-06-06 21:06:52,036 - mmaction - INFO - Epoch [43][820/897] lr: 3.965e-02, eta: 10:14:05, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.8929, loss: 1.8929, grad_norm: 2.7248 2021-06-06 21:07:23,917 - mmaction - INFO - Epoch [43][840/897] lr: 3.965e-02, eta: 10:13:22, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7875, loss_cls: 1.8852, loss: 1.8852, grad_norm: 2.7121 2021-06-06 21:07:56,008 - mmaction - INFO - Epoch [43][860/897] lr: 3.965e-02, eta: 10:12:40, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.5052, top5_acc: 0.7745, loss_cls: 1.9311, loss: 1.9311, grad_norm: 2.7672 2021-06-06 21:08:26,967 - mmaction - INFO - Epoch [43][880/897] lr: 3.965e-02, eta: 10:11:57, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7948, loss_cls: 1.8742, loss: 1.8742, grad_norm: 2.7816 2021-06-06 21:08:57,874 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-06 21:16:51,523 - mmaction - INFO - Epoch [44][20/897] lr: 3.644e-02, eta: 10:14:00, time: 23.618, data_time: 22.614, memory: 8462, top1_acc: 0.5307, top5_acc: 0.8063, loss_cls: 1.8207, loss: 1.8207, grad_norm: 2.6509 2021-06-06 21:17:09,315 - mmaction - INFO - Epoch [44][40/897] lr: 3.644e-02, eta: 10:13:10, time: 0.890, data_time: 0.002, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7812, loss_cls: 1.8617, loss: 1.8617, grad_norm: 2.6966 2021-06-06 21:17:27,637 - mmaction - INFO - Epoch [44][60/897] lr: 3.644e-02, eta: 10:12:21, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7792, loss_cls: 1.8652, loss: 1.8652, grad_norm: 2.7082 2021-06-06 21:17:46,616 - mmaction - INFO - Epoch [44][80/897] lr: 3.644e-02, eta: 10:11:32, time: 0.949, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.8052, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.6333 2021-06-06 21:18:06,154 - mmaction - INFO - Epoch [44][100/897] lr: 3.644e-02, eta: 10:10:44, time: 0.977, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.8588, loss: 1.8588, grad_norm: 2.7333 2021-06-06 21:18:30,154 - mmaction - INFO - Epoch [44][120/897] lr: 3.644e-02, eta: 10:09:57, time: 1.200, data_time: 0.001, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7849, loss_cls: 1.8679, loss: 1.8679, grad_norm: 2.7401 2021-06-06 21:18:54,138 - mmaction - INFO - Epoch [44][140/897] lr: 3.644e-02, eta: 10:09:11, time: 1.199, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.8016, loss_cls: 1.7650, loss: 1.7650, grad_norm: 2.7790 2021-06-06 21:19:21,128 - mmaction - INFO - Epoch [44][160/897] lr: 3.644e-02, eta: 10:08:26, time: 1.349, data_time: 0.001, memory: 8462, top1_acc: 0.5354, top5_acc: 0.7958, loss_cls: 1.8319, loss: 1.8319, grad_norm: 2.7397 2021-06-06 21:19:48,613 - mmaction - INFO - Epoch [44][180/897] lr: 3.644e-02, eta: 10:07:41, time: 1.374, data_time: 0.001, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7839, loss_cls: 1.8674, loss: 1.8674, grad_norm: 2.7296 2021-06-06 21:20:18,367 - mmaction - INFO - Epoch [44][200/897] lr: 3.644e-02, eta: 10:06:58, time: 1.486, data_time: 0.001, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7745, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.7090 2021-06-06 21:20:47,347 - mmaction - INFO - Epoch [44][220/897] lr: 3.644e-02, eta: 10:06:14, time: 1.451, data_time: 0.007, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7828, loss_cls: 1.8818, loss: 1.8818, grad_norm: 2.7366 2021-06-06 21:21:16,796 - mmaction - INFO - Epoch [44][240/897] lr: 3.644e-02, eta: 10:05:30, time: 1.472, data_time: 0.001, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7807, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.7815 2021-06-06 21:21:47,553 - mmaction - INFO - Epoch [44][260/897] lr: 3.644e-02, eta: 10:04:47, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.5375, top5_acc: 0.8005, loss_cls: 1.8149, loss: 1.8149, grad_norm: 2.7772 2021-06-06 21:22:18,481 - mmaction - INFO - Epoch [44][280/897] lr: 3.644e-02, eta: 10:04:04, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7870, loss_cls: 1.8909, loss: 1.8909, grad_norm: 2.8450 2021-06-06 21:22:49,453 - mmaction - INFO - Epoch [44][300/897] lr: 3.644e-02, eta: 10:03:21, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.5146, top5_acc: 0.7943, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.8865 2021-06-06 21:23:21,211 - mmaction - INFO - Epoch [44][320/897] lr: 3.644e-02, eta: 10:02:39, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5130, top5_acc: 0.7854, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.8530 2021-06-06 21:23:53,025 - mmaction - INFO - Epoch [44][340/897] lr: 3.644e-02, eta: 10:01:56, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.5370, top5_acc: 0.7901, loss_cls: 1.8951, loss: 1.8951, grad_norm: 2.7859 2021-06-06 21:24:24,821 - mmaction - INFO - Epoch [44][360/897] lr: 3.644e-02, eta: 10:01:14, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.5057, top5_acc: 0.7750, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.7441 2021-06-06 21:24:57,464 - mmaction - INFO - Epoch [44][380/897] lr: 3.644e-02, eta: 10:00:32, time: 1.632, data_time: 0.001, memory: 8462, top1_acc: 0.5500, top5_acc: 0.8047, loss_cls: 1.7486, loss: 1.7486, grad_norm: 2.6985 2021-06-06 21:25:29,533 - mmaction - INFO - Epoch [44][400/897] lr: 3.644e-02, eta: 9:59:49, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.5245, top5_acc: 0.8010, loss_cls: 1.8230, loss: 1.8230, grad_norm: 2.7890 2021-06-06 21:26:01,450 - mmaction - INFO - Epoch [44][420/897] lr: 3.644e-02, eta: 9:59:07, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7880, loss_cls: 1.8518, loss: 1.8518, grad_norm: 2.7786 2021-06-06 21:26:32,793 - mmaction - INFO - Epoch [44][440/897] lr: 3.644e-02, eta: 9:58:24, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.5271, top5_acc: 0.7714, loss_cls: 1.8815, loss: 1.8815, grad_norm: 2.7131 2021-06-06 21:27:04,312 - mmaction - INFO - Epoch [44][460/897] lr: 3.644e-02, eta: 9:57:42, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.5198, top5_acc: 0.7906, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.7861 2021-06-06 21:27:34,908 - mmaction - INFO - Epoch [44][480/897] lr: 3.644e-02, eta: 9:56:59, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.5292, top5_acc: 0.7880, loss_cls: 1.8650, loss: 1.8650, grad_norm: 2.7856 2021-06-06 21:28:05,629 - mmaction - INFO - Epoch [44][500/897] lr: 3.644e-02, eta: 9:56:16, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.5380, top5_acc: 0.7922, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.7851 2021-06-06 21:28:36,630 - mmaction - INFO - Epoch [44][520/897] lr: 3.644e-02, eta: 9:55:33, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.5172, top5_acc: 0.7766, loss_cls: 1.9068, loss: 1.9068, grad_norm: 2.8057 2021-06-06 21:29:07,225 - mmaction - INFO - Epoch [44][540/897] lr: 3.644e-02, eta: 9:54:50, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.5188, top5_acc: 0.7776, loss_cls: 1.8722, loss: 1.8722, grad_norm: 2.7908 2021-06-06 21:29:39,473 - mmaction - INFO - Epoch [44][560/897] lr: 3.644e-02, eta: 9:54:08, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.5109, top5_acc: 0.7729, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.7583 2021-06-06 21:30:11,835 - mmaction - INFO - Epoch [44][580/897] lr: 3.644e-02, eta: 9:53:26, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.5563, top5_acc: 0.8125, loss_cls: 1.7546, loss: 1.7546, grad_norm: 2.7406 2021-06-06 21:30:43,744 - mmaction - INFO - Epoch [44][600/897] lr: 3.644e-02, eta: 9:52:43, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7979, loss_cls: 1.8152, loss: 1.8152, grad_norm: 2.8147 2021-06-06 21:31:15,996 - mmaction - INFO - Epoch [44][620/897] lr: 3.644e-02, eta: 9:52:01, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.5250, top5_acc: 0.7729, loss_cls: 1.8843, loss: 1.8843, grad_norm: 2.8231 2021-06-06 21:31:47,009 - mmaction - INFO - Epoch [44][640/897] lr: 3.644e-02, eta: 9:51:18, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.5453, top5_acc: 0.7891, loss_cls: 1.8276, loss: 1.8276, grad_norm: 2.7127 2021-06-06 21:32:19,196 - mmaction - INFO - Epoch [44][660/897] lr: 3.644e-02, eta: 9:50:36, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.5229, top5_acc: 0.7870, loss_cls: 1.8625, loss: 1.8625, grad_norm: 2.7523 2021-06-06 21:32:50,957 - mmaction - INFO - Epoch [44][680/897] lr: 3.644e-02, eta: 9:49:54, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5339, top5_acc: 0.7880, loss_cls: 1.8561, loss: 1.8561, grad_norm: 2.8385 2021-06-06 21:33:22,748 - mmaction - INFO - Epoch [44][700/897] lr: 3.644e-02, eta: 9:49:12, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7797, loss_cls: 1.8536, loss: 1.8536, grad_norm: 2.6628 2021-06-06 21:33:53,581 - mmaction - INFO - Epoch [44][720/897] lr: 3.644e-02, eta: 9:48:29, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7943, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.7653 2021-06-06 21:34:25,453 - mmaction - INFO - Epoch [44][740/897] lr: 3.644e-02, eta: 9:47:47, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.5302, top5_acc: 0.7807, loss_cls: 1.9010, loss: 1.9010, grad_norm: 2.7692 2021-06-06 21:34:56,261 - mmaction - INFO - Epoch [44][760/897] lr: 3.644e-02, eta: 9:47:04, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.5062, top5_acc: 0.7760, loss_cls: 1.9391, loss: 1.9391, grad_norm: 2.8381 2021-06-06 21:35:27,151 - mmaction - INFO - Epoch [44][780/897] lr: 3.644e-02, eta: 9:46:21, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.5203, top5_acc: 0.7714, loss_cls: 1.9287, loss: 1.9287, grad_norm: 2.7862 2021-06-06 21:35:58,502 - mmaction - INFO - Epoch [44][800/897] lr: 3.644e-02, eta: 9:45:39, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.5401, top5_acc: 0.7922, loss_cls: 1.8204, loss: 1.8204, grad_norm: 2.8275 2021-06-06 21:36:29,510 - mmaction - INFO - Epoch [44][820/897] lr: 3.644e-02, eta: 9:44:56, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.5073, top5_acc: 0.7786, loss_cls: 1.9219, loss: 1.9219, grad_norm: 2.8613 2021-06-06 21:36:59,866 - mmaction - INFO - Epoch [44][840/897] lr: 3.644e-02, eta: 9:44:13, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7776, loss_cls: 1.8675, loss: 1.8675, grad_norm: 2.7655 2021-06-06 21:37:31,944 - mmaction - INFO - Epoch [44][860/897] lr: 3.644e-02, eta: 9:43:31, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.5542, top5_acc: 0.7828, loss_cls: 1.8190, loss: 1.8190, grad_norm: 2.7078 2021-06-06 21:38:02,209 - mmaction - INFO - Epoch [44][880/897] lr: 3.644e-02, eta: 9:42:48, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7932, loss_cls: 1.8522, loss: 1.8522, grad_norm: 2.8064 2021-06-06 21:38:32,173 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-06 21:46:20,055 - mmaction - INFO - Epoch [45][20/897] lr: 3.333e-02, eta: 9:44:35, time: 23.330, data_time: 22.335, memory: 8462, top1_acc: 0.5422, top5_acc: 0.8042, loss_cls: 1.7831, loss: 1.7831, grad_norm: 2.6400 2021-06-06 21:46:37,932 - mmaction - INFO - Epoch [45][40/897] lr: 3.333e-02, eta: 9:43:47, time: 0.895, data_time: 0.003, memory: 8462, top1_acc: 0.5448, top5_acc: 0.7974, loss_cls: 1.7590, loss: 1.7590, grad_norm: 2.8286 2021-06-06 21:46:56,432 - mmaction - INFO - Epoch [45][60/897] lr: 3.333e-02, eta: 9:42:58, time: 0.925, data_time: 0.001, memory: 8462, top1_acc: 0.5380, top5_acc: 0.8135, loss_cls: 1.7696, loss: 1.7696, grad_norm: 2.7525 2021-06-06 21:47:15,477 - mmaction - INFO - Epoch [45][80/897] lr: 3.333e-02, eta: 9:42:10, time: 0.952, data_time: 0.001, memory: 8462, top1_acc: 0.5391, top5_acc: 0.7911, loss_cls: 1.8189, loss: 1.8189, grad_norm: 2.7987 2021-06-06 21:47:36,926 - mmaction - INFO - Epoch [45][100/897] lr: 3.333e-02, eta: 9:41:23, time: 1.073, data_time: 0.001, memory: 8462, top1_acc: 0.5224, top5_acc: 0.7870, loss_cls: 1.8585, loss: 1.8585, grad_norm: 2.8159 2021-06-06 21:48:00,487 - mmaction - INFO - Epoch [45][120/897] lr: 3.333e-02, eta: 9:40:37, time: 1.178, data_time: 0.001, memory: 8462, top1_acc: 0.5333, top5_acc: 0.8021, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.7405 2021-06-06 21:48:26,605 - mmaction - INFO - Epoch [45][140/897] lr: 3.333e-02, eta: 9:39:52, time: 1.306, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.8047, loss_cls: 1.8110, loss: 1.8110, grad_norm: 2.8599 2021-06-06 21:48:55,450 - mmaction - INFO - Epoch [45][160/897] lr: 3.333e-02, eta: 9:39:08, time: 1.442, data_time: 0.001, memory: 8462, top1_acc: 0.5531, top5_acc: 0.8083, loss_cls: 1.7691, loss: 1.7691, grad_norm: 2.9062 2021-06-06 21:49:24,560 - mmaction - INFO - Epoch [45][180/897] lr: 3.333e-02, eta: 9:38:24, time: 1.456, data_time: 0.001, memory: 8462, top1_acc: 0.5552, top5_acc: 0.7943, loss_cls: 1.7661, loss: 1.7661, grad_norm: 2.8402 2021-06-06 21:49:53,599 - mmaction - INFO - Epoch [45][200/897] lr: 3.333e-02, eta: 9:37:41, time: 1.452, data_time: 0.001, memory: 8462, top1_acc: 0.5396, top5_acc: 0.7901, loss_cls: 1.8127, loss: 1.8127, grad_norm: 2.8777 2021-06-06 21:50:24,614 - mmaction - INFO - Epoch [45][220/897] lr: 3.333e-02, eta: 9:36:58, time: 1.548, data_time: 0.010, memory: 8462, top1_acc: 0.5464, top5_acc: 0.8141, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.7753 2021-06-06 21:50:54,874 - mmaction - INFO - Epoch [45][240/897] lr: 3.333e-02, eta: 9:36:15, time: 1.516, data_time: 0.007, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7750, loss_cls: 1.8966, loss: 1.8966, grad_norm: 2.8813 2021-06-06 21:51:26,372 - mmaction - INFO - Epoch [45][260/897] lr: 3.333e-02, eta: 9:35:33, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.5359, top5_acc: 0.7964, loss_cls: 1.8110, loss: 1.8110, grad_norm: 2.7541 2021-06-06 21:51:56,373 - mmaction - INFO - Epoch [45][280/897] lr: 3.333e-02, eta: 9:34:50, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.5141, top5_acc: 0.7958, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.8699 2021-06-06 21:52:27,165 - mmaction - INFO - Epoch [45][300/897] lr: 3.333e-02, eta: 9:34:07, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.5177, top5_acc: 0.7828, loss_cls: 1.8530, loss: 1.8530, grad_norm: 2.8071 2021-06-06 21:52:58,474 - mmaction - INFO - Epoch [45][320/897] lr: 3.333e-02, eta: 9:33:24, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.5490, top5_acc: 0.8052, loss_cls: 1.7476, loss: 1.7476, grad_norm: 2.7691 2021-06-06 21:53:30,043 - mmaction - INFO - Epoch [45][340/897] lr: 3.333e-02, eta: 9:32:42, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.5432, top5_acc: 0.8052, loss_cls: 1.8069, loss: 1.8069, grad_norm: 2.9005 2021-06-06 21:54:00,147 - mmaction - INFO - Epoch [45][360/897] lr: 3.333e-02, eta: 9:31:59, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.5328, top5_acc: 0.8073, loss_cls: 1.7956, loss: 1.7956, grad_norm: 2.9451 2021-06-06 21:54:31,224 - mmaction - INFO - Epoch [45][380/897] lr: 3.333e-02, eta: 9:31:17, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7818, loss_cls: 1.8670, loss: 1.8670, grad_norm: 2.8338 2021-06-06 21:55:01,759 - mmaction - INFO - Epoch [45][400/897] lr: 3.333e-02, eta: 9:30:34, time: 1.527, data_time: 0.002, memory: 8462, top1_acc: 0.5422, top5_acc: 0.7823, loss_cls: 1.7864, loss: 1.7864, grad_norm: 2.6991 2021-06-06 21:55:32,556 - mmaction - INFO - Epoch [45][420/897] lr: 3.333e-02, eta: 9:29:51, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7984, loss_cls: 1.8261, loss: 1.8261, grad_norm: 2.9108 2021-06-06 21:56:04,141 - mmaction - INFO - Epoch [45][440/897] lr: 3.333e-02, eta: 9:29:09, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.5406, top5_acc: 0.8089, loss_cls: 1.7548, loss: 1.7548, grad_norm: 2.8228 2021-06-06 21:56:33,501 - mmaction - INFO - Epoch [45][460/897] lr: 3.333e-02, eta: 9:28:26, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.5359, top5_acc: 0.8083, loss_cls: 1.7595, loss: 1.7595, grad_norm: 2.8435 2021-06-06 21:57:04,047 - mmaction - INFO - Epoch [45][480/897] lr: 3.333e-02, eta: 9:27:43, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.5276, top5_acc: 0.7849, loss_cls: 1.8382, loss: 1.8382, grad_norm: 2.8314 2021-06-06 21:57:35,051 - mmaction - INFO - Epoch [45][500/897] lr: 3.333e-02, eta: 9:27:00, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.5542, top5_acc: 0.8042, loss_cls: 1.7551, loss: 1.7551, grad_norm: 2.8051 2021-06-06 21:58:04,418 - mmaction - INFO - Epoch [45][520/897] lr: 3.333e-02, eta: 9:26:17, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.5344, top5_acc: 0.7922, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.8276 2021-06-06 21:58:35,835 - mmaction - INFO - Epoch [45][540/897] lr: 3.333e-02, eta: 9:25:35, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.5234, top5_acc: 0.7911, loss_cls: 1.8392, loss: 1.8392, grad_norm: 2.9602 2021-06-06 21:59:06,287 - mmaction - INFO - Epoch [45][560/897] lr: 3.333e-02, eta: 9:24:52, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7974, loss_cls: 1.8119, loss: 1.8119, grad_norm: 2.8956 2021-06-06 21:59:36,713 - mmaction - INFO - Epoch [45][580/897] lr: 3.333e-02, eta: 9:24:09, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.5328, top5_acc: 0.7948, loss_cls: 1.8496, loss: 1.8496, grad_norm: 2.8473 2021-06-06 22:00:07,975 - mmaction - INFO - Epoch [45][600/897] lr: 3.333e-02, eta: 9:23:27, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7792, loss_cls: 1.8843, loss: 1.8843, grad_norm: 2.7912 2021-06-06 22:00:39,450 - mmaction - INFO - Epoch [45][620/897] lr: 3.333e-02, eta: 9:22:45, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7724, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.7902 2021-06-06 22:01:10,681 - mmaction - INFO - Epoch [45][640/897] lr: 3.333e-02, eta: 9:22:02, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.5099, top5_acc: 0.7812, loss_cls: 1.9090, loss: 1.9090, grad_norm: 2.8519 2021-06-06 22:01:42,945 - mmaction - INFO - Epoch [45][660/897] lr: 3.333e-02, eta: 9:21:21, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7807, loss_cls: 1.8874, loss: 1.8874, grad_norm: 2.8107 2021-06-06 22:02:14,788 - mmaction - INFO - Epoch [45][680/897] lr: 3.333e-02, eta: 9:20:39, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.8531, loss: 1.8531, grad_norm: 2.8197 2021-06-06 22:02:46,753 - mmaction - INFO - Epoch [45][700/897] lr: 3.333e-02, eta: 9:19:57, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.5401, top5_acc: 0.8068, loss_cls: 1.7647, loss: 1.7647, grad_norm: 2.8617 2021-06-06 22:03:18,291 - mmaction - INFO - Epoch [45][720/897] lr: 3.333e-02, eta: 9:19:14, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.5260, top5_acc: 0.7854, loss_cls: 1.8468, loss: 1.8468, grad_norm: 2.7847 2021-06-06 22:03:50,904 - mmaction - INFO - Epoch [45][740/897] lr: 3.333e-02, eta: 9:18:33, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.5135, top5_acc: 0.7792, loss_cls: 1.8980, loss: 1.8980, grad_norm: 2.9079 2021-06-06 22:04:23,301 - mmaction - INFO - Epoch [45][760/897] lr: 3.333e-02, eta: 9:17:51, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.5208, top5_acc: 0.7948, loss_cls: 1.8441, loss: 1.8441, grad_norm: 2.8326 2021-06-06 22:04:56,119 - mmaction - INFO - Epoch [45][780/897] lr: 3.333e-02, eta: 9:17:09, time: 1.641, data_time: 0.001, memory: 8462, top1_acc: 0.5193, top5_acc: 0.7911, loss_cls: 1.8555, loss: 1.8555, grad_norm: 2.8323 2021-06-06 22:05:29,214 - mmaction - INFO - Epoch [45][800/897] lr: 3.333e-02, eta: 9:16:28, time: 1.655, data_time: 0.001, memory: 8462, top1_acc: 0.5266, top5_acc: 0.7917, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.8682 2021-06-06 22:06:01,294 - mmaction - INFO - Epoch [45][820/897] lr: 3.333e-02, eta: 9:15:46, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.5505, top5_acc: 0.7932, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.7991 2021-06-06 22:06:33,778 - mmaction - INFO - Epoch [45][840/897] lr: 3.333e-02, eta: 9:15:04, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.5448, top5_acc: 0.8120, loss_cls: 1.7321, loss: 1.7321, grad_norm: 2.8365 2021-06-06 22:07:05,759 - mmaction - INFO - Epoch [45][860/897] lr: 3.333e-02, eta: 9:14:22, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.5448, top5_acc: 0.7891, loss_cls: 1.8260, loss: 1.8260, grad_norm: 2.8927 2021-06-06 22:07:37,184 - mmaction - INFO - Epoch [45][880/897] lr: 3.333e-02, eta: 9:13:40, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.5401, top5_acc: 0.7911, loss_cls: 1.8204, loss: 1.8204, grad_norm: 2.9117 2021-06-06 22:08:08,384 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-06 22:15:39,847 - mmaction - INFO - Epoch [46][20/897] lr: 3.032e-02, eta: 9:15:08, time: 22.508, data_time: 21.499, memory: 8462, top1_acc: 0.5448, top5_acc: 0.8083, loss_cls: 1.7447, loss: 1.7447, grad_norm: 2.7226 2021-06-06 22:15:57,648 - mmaction - INFO - Epoch [46][40/897] lr: 3.032e-02, eta: 9:14:19, time: 0.894, data_time: 0.005, memory: 8462, top1_acc: 0.5479, top5_acc: 0.8052, loss_cls: 1.7227, loss: 1.7227, grad_norm: 2.8057 2021-06-06 22:16:16,048 - mmaction - INFO - Epoch [46][60/897] lr: 3.032e-02, eta: 9:13:32, time: 0.920, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.8000, loss_cls: 1.7441, loss: 1.7441, grad_norm: 2.8575 2021-06-06 22:16:35,248 - mmaction - INFO - Epoch [46][80/897] lr: 3.032e-02, eta: 9:12:44, time: 0.960, data_time: 0.001, memory: 8462, top1_acc: 0.5318, top5_acc: 0.7812, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.9765 2021-06-06 22:16:55,569 - mmaction - INFO - Epoch [46][100/897] lr: 3.032e-02, eta: 9:11:57, time: 1.016, data_time: 0.001, memory: 8462, top1_acc: 0.5323, top5_acc: 0.8068, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.8348 2021-06-06 22:17:18,284 - mmaction - INFO - Epoch [46][120/897] lr: 3.032e-02, eta: 9:11:11, time: 1.136, data_time: 0.001, memory: 8462, top1_acc: 0.5432, top5_acc: 0.8104, loss_cls: 1.7629, loss: 1.7629, grad_norm: 2.8976 2021-06-06 22:17:42,957 - mmaction - INFO - Epoch [46][140/897] lr: 3.032e-02, eta: 9:10:26, time: 1.234, data_time: 0.001, memory: 8462, top1_acc: 0.5687, top5_acc: 0.8167, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.8911 2021-06-06 22:18:09,227 - mmaction - INFO - Epoch [46][160/897] lr: 3.032e-02, eta: 9:09:42, time: 1.313, data_time: 0.001, memory: 8462, top1_acc: 0.5641, top5_acc: 0.8214, loss_cls: 1.6538, loss: 1.6538, grad_norm: 2.8120 2021-06-06 22:18:37,017 - mmaction - INFO - Epoch [46][180/897] lr: 3.032e-02, eta: 9:08:58, time: 1.389, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.8109, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.8455 2021-06-06 22:19:04,486 - mmaction - INFO - Epoch [46][200/897] lr: 3.032e-02, eta: 9:08:14, time: 1.373, data_time: 0.001, memory: 8462, top1_acc: 0.5484, top5_acc: 0.7927, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.9100 2021-06-06 22:19:33,076 - mmaction - INFO - Epoch [46][220/897] lr: 3.032e-02, eta: 9:07:31, time: 1.430, data_time: 0.001, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8156, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.7983 2021-06-06 22:20:00,824 - mmaction - INFO - Epoch [46][240/897] lr: 3.032e-02, eta: 9:06:47, time: 1.387, data_time: 0.001, memory: 8462, top1_acc: 0.5417, top5_acc: 0.7922, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.9230 2021-06-06 22:20:30,185 - mmaction - INFO - Epoch [46][260/897] lr: 3.032e-02, eta: 9:06:04, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7839, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.8347 2021-06-06 22:20:59,223 - mmaction - INFO - Epoch [46][280/897] lr: 3.032e-02, eta: 9:05:21, time: 1.452, data_time: 0.001, memory: 8462, top1_acc: 0.5458, top5_acc: 0.8115, loss_cls: 1.7641, loss: 1.7641, grad_norm: 2.8754 2021-06-06 22:21:29,668 - mmaction - INFO - Epoch [46][300/897] lr: 3.032e-02, eta: 9:04:38, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.5391, top5_acc: 0.8052, loss_cls: 1.7966, loss: 1.7966, grad_norm: 2.9751 2021-06-06 22:21:59,535 - mmaction - INFO - Epoch [46][320/897] lr: 3.032e-02, eta: 9:03:55, time: 1.493, data_time: 0.001, memory: 8462, top1_acc: 0.5422, top5_acc: 0.8130, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.8999 2021-06-06 22:22:30,066 - mmaction - INFO - Epoch [46][340/897] lr: 3.032e-02, eta: 9:03:13, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.5604, top5_acc: 0.8109, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.8360 2021-06-06 22:23:00,832 - mmaction - INFO - Epoch [46][360/897] lr: 3.032e-02, eta: 9:02:30, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.8063, loss_cls: 1.7770, loss: 1.7770, grad_norm: 2.8859 2021-06-06 22:23:32,096 - mmaction - INFO - Epoch [46][380/897] lr: 3.032e-02, eta: 9:01:48, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.5531, top5_acc: 0.8104, loss_cls: 1.7543, loss: 1.7543, grad_norm: 2.9035 2021-06-06 22:24:03,856 - mmaction - INFO - Epoch [46][400/897] lr: 3.032e-02, eta: 9:01:06, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5432, top5_acc: 0.8010, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.9435 2021-06-06 22:24:35,195 - mmaction - INFO - Epoch [46][420/897] lr: 3.032e-02, eta: 9:00:24, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.5214, top5_acc: 0.7880, loss_cls: 1.8282, loss: 1.8282, grad_norm: 2.8337 2021-06-06 22:25:07,865 - mmaction - INFO - Epoch [46][440/897] lr: 3.032e-02, eta: 8:59:43, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.5401, top5_acc: 0.7932, loss_cls: 1.7939, loss: 1.7939, grad_norm: 2.8578 2021-06-06 22:25:39,152 - mmaction - INFO - Epoch [46][460/897] lr: 3.032e-02, eta: 8:59:00, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.5240, top5_acc: 0.7927, loss_cls: 1.8248, loss: 1.8248, grad_norm: 2.9855 2021-06-06 22:26:11,735 - mmaction - INFO - Epoch [46][480/897] lr: 3.032e-02, eta: 8:58:19, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.8712, loss: 1.8712, grad_norm: 2.9575 2021-06-06 22:26:44,100 - mmaction - INFO - Epoch [46][500/897] lr: 3.032e-02, eta: 8:57:37, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.5719, top5_acc: 0.8224, loss_cls: 1.6704, loss: 1.6704, grad_norm: 2.7169 2021-06-06 22:27:16,436 - mmaction - INFO - Epoch [46][520/897] lr: 3.032e-02, eta: 8:56:55, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.5417, top5_acc: 0.7875, loss_cls: 1.8175, loss: 1.8175, grad_norm: 2.9571 2021-06-06 22:27:48,882 - mmaction - INFO - Epoch [46][540/897] lr: 3.032e-02, eta: 8:56:14, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.5286, top5_acc: 0.7844, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.8961 2021-06-06 22:28:20,716 - mmaction - INFO - Epoch [46][560/897] lr: 3.032e-02, eta: 8:55:32, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.5510, top5_acc: 0.8052, loss_cls: 1.7388, loss: 1.7388, grad_norm: 2.8375 2021-06-06 22:28:52,624 - mmaction - INFO - Epoch [46][580/897] lr: 3.032e-02, eta: 8:54:50, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.5469, top5_acc: 0.8000, loss_cls: 1.7884, loss: 1.7884, grad_norm: 2.9221 2021-06-06 22:29:24,066 - mmaction - INFO - Epoch [46][600/897] lr: 3.032e-02, eta: 8:54:08, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.5292, top5_acc: 0.8104, loss_cls: 1.7844, loss: 1.7844, grad_norm: 2.9886 2021-06-06 22:29:56,685 - mmaction - INFO - Epoch [46][620/897] lr: 3.032e-02, eta: 8:53:27, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.5531, top5_acc: 0.8016, loss_cls: 1.7479, loss: 1.7479, grad_norm: 2.9282 2021-06-06 22:30:27,686 - mmaction - INFO - Epoch [46][640/897] lr: 3.032e-02, eta: 8:52:44, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.5568, top5_acc: 0.8099, loss_cls: 1.7158, loss: 1.7158, grad_norm: 2.9048 2021-06-06 22:30:58,552 - mmaction - INFO - Epoch [46][660/897] lr: 3.032e-02, eta: 8:52:02, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.5458, top5_acc: 0.8036, loss_cls: 1.7650, loss: 1.7650, grad_norm: 3.0226 2021-06-06 22:31:30,055 - mmaction - INFO - Epoch [46][680/897] lr: 3.032e-02, eta: 8:51:20, time: 1.575, data_time: 0.001, memory: 8462, top1_acc: 0.5552, top5_acc: 0.8094, loss_cls: 1.7066, loss: 1.7066, grad_norm: 2.8957 2021-06-06 22:32:01,444 - mmaction - INFO - Epoch [46][700/897] lr: 3.032e-02, eta: 8:50:38, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.5589, top5_acc: 0.8151, loss_cls: 1.7429, loss: 1.7429, grad_norm: 2.9111 2021-06-06 22:32:33,193 - mmaction - INFO - Epoch [46][720/897] lr: 3.032e-02, eta: 8:49:56, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.5448, top5_acc: 0.8047, loss_cls: 1.7820, loss: 1.7820, grad_norm: 2.9315 2021-06-06 22:33:03,994 - mmaction - INFO - Epoch [46][740/897] lr: 3.032e-02, eta: 8:49:14, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.5245, top5_acc: 0.7969, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.9638 2021-06-06 22:33:34,786 - mmaction - INFO - Epoch [46][760/897] lr: 3.032e-02, eta: 8:48:32, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.5469, top5_acc: 0.8031, loss_cls: 1.7845, loss: 1.7845, grad_norm: 2.9926 2021-06-06 22:34:06,523 - mmaction - INFO - Epoch [46][780/897] lr: 3.032e-02, eta: 8:47:50, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7953, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.9340 2021-06-06 22:34:36,716 - mmaction - INFO - Epoch [46][800/897] lr: 3.032e-02, eta: 8:47:08, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7953, loss_cls: 1.8472, loss: 1.8472, grad_norm: 3.0400 2021-06-06 22:35:07,151 - mmaction - INFO - Epoch [46][820/897] lr: 3.032e-02, eta: 8:46:25, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7911, loss_cls: 1.8241, loss: 1.8241, grad_norm: 2.9267 2021-06-06 22:35:38,889 - mmaction - INFO - Epoch [46][840/897] lr: 3.032e-02, eta: 8:45:44, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.5422, top5_acc: 0.8167, loss_cls: 1.7654, loss: 1.7654, grad_norm: 2.9285 2021-06-06 22:36:08,698 - mmaction - INFO - Epoch [46][860/897] lr: 3.032e-02, eta: 8:45:01, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.5161, top5_acc: 0.7729, loss_cls: 1.8932, loss: 1.8932, grad_norm: 3.1072 2021-06-06 22:36:39,745 - mmaction - INFO - Epoch [46][880/897] lr: 3.032e-02, eta: 8:44:19, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.5016, top5_acc: 0.7969, loss_cls: 1.8744, loss: 1.8744, grad_norm: 3.0003 2021-06-06 22:37:09,686 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-06 22:44:46,545 - mmaction - INFO - Epoch [47][20/897] lr: 2.742e-02, eta: 8:45:37, time: 22.779, data_time: 21.776, memory: 8462, top1_acc: 0.5609, top5_acc: 0.8010, loss_cls: 1.7386, loss: 1.7386, grad_norm: 2.8426 2021-06-06 22:45:05,458 - mmaction - INFO - Epoch [47][40/897] lr: 2.742e-02, eta: 8:44:50, time: 0.945, data_time: 0.003, memory: 8462, top1_acc: 0.5516, top5_acc: 0.8016, loss_cls: 1.7712, loss: 1.7712, grad_norm: 3.0218 2021-06-06 22:45:24,021 - mmaction - INFO - Epoch [47][60/897] lr: 2.742e-02, eta: 8:44:03, time: 0.930, data_time: 0.007, memory: 8462, top1_acc: 0.5521, top5_acc: 0.8182, loss_cls: 1.7220, loss: 1.7220, grad_norm: 2.9435 2021-06-06 22:45:43,329 - mmaction - INFO - Epoch [47][80/897] lr: 2.742e-02, eta: 8:43:16, time: 0.966, data_time: 0.001, memory: 8462, top1_acc: 0.5656, top5_acc: 0.8214, loss_cls: 1.6722, loss: 1.6722, grad_norm: 2.8846 2021-06-06 22:46:03,872 - mmaction - INFO - Epoch [47][100/897] lr: 2.742e-02, eta: 8:42:30, time: 1.027, data_time: 0.001, memory: 8462, top1_acc: 0.5641, top5_acc: 0.8135, loss_cls: 1.7011, loss: 1.7011, grad_norm: 2.9643 2021-06-06 22:46:27,466 - mmaction - INFO - Epoch [47][120/897] lr: 2.742e-02, eta: 8:41:45, time: 1.180, data_time: 0.001, memory: 8462, top1_acc: 0.5484, top5_acc: 0.8224, loss_cls: 1.6668, loss: 1.6668, grad_norm: 2.9707 2021-06-06 22:46:53,003 - mmaction - INFO - Epoch [47][140/897] lr: 2.742e-02, eta: 8:41:00, time: 1.277, data_time: 0.001, memory: 8462, top1_acc: 0.5703, top5_acc: 0.8208, loss_cls: 1.6627, loss: 1.6627, grad_norm: 2.9353 2021-06-06 22:47:20,150 - mmaction - INFO - Epoch [47][160/897] lr: 2.742e-02, eta: 8:40:17, time: 1.357, data_time: 0.001, memory: 8462, top1_acc: 0.5583, top5_acc: 0.8057, loss_cls: 1.7369, loss: 1.7369, grad_norm: 2.9650 2021-06-06 22:47:48,633 - mmaction - INFO - Epoch [47][180/897] lr: 2.742e-02, eta: 8:39:34, time: 1.424, data_time: 0.001, memory: 8462, top1_acc: 0.5516, top5_acc: 0.8130, loss_cls: 1.7083, loss: 1.7083, grad_norm: 3.0085 2021-06-06 22:48:17,004 - mmaction - INFO - Epoch [47][200/897] lr: 2.742e-02, eta: 8:38:51, time: 1.419, data_time: 0.001, memory: 8462, top1_acc: 0.5354, top5_acc: 0.8094, loss_cls: 1.7639, loss: 1.7639, grad_norm: 3.0000 2021-06-06 22:48:46,897 - mmaction - INFO - Epoch [47][220/897] lr: 2.742e-02, eta: 8:38:08, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.5604, top5_acc: 0.8089, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.9494 2021-06-06 22:49:16,944 - mmaction - INFO - Epoch [47][240/897] lr: 2.742e-02, eta: 8:37:25, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8245, loss_cls: 1.6679, loss: 1.6679, grad_norm: 2.9710 2021-06-06 22:49:46,372 - mmaction - INFO - Epoch [47][260/897] lr: 2.742e-02, eta: 8:36:43, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8115, loss_cls: 1.6926, loss: 1.6926, grad_norm: 2.9150 2021-06-06 22:50:15,856 - mmaction - INFO - Epoch [47][280/897] lr: 2.742e-02, eta: 8:36:00, time: 1.474, data_time: 0.001, memory: 8462, top1_acc: 0.5651, top5_acc: 0.8130, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.9166 2021-06-06 22:50:46,508 - mmaction - INFO - Epoch [47][300/897] lr: 2.742e-02, eta: 8:35:18, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.5620, top5_acc: 0.8130, loss_cls: 1.7047, loss: 1.7047, grad_norm: 3.0314 2021-06-06 22:51:15,650 - mmaction - INFO - Epoch [47][320/897] lr: 2.742e-02, eta: 8:34:35, time: 1.457, data_time: 0.001, memory: 8462, top1_acc: 0.5667, top5_acc: 0.8135, loss_cls: 1.7014, loss: 1.7014, grad_norm: 3.0166 2021-06-06 22:51:45,436 - mmaction - INFO - Epoch [47][340/897] lr: 2.742e-02, eta: 8:33:53, time: 1.489, data_time: 0.001, memory: 8462, top1_acc: 0.5656, top5_acc: 0.8146, loss_cls: 1.6993, loss: 1.6993, grad_norm: 2.9619 2021-06-06 22:52:15,521 - mmaction - INFO - Epoch [47][360/897] lr: 2.742e-02, eta: 8:33:10, time: 1.504, data_time: 0.001, memory: 8462, top1_acc: 0.5443, top5_acc: 0.8089, loss_cls: 1.7437, loss: 1.7437, grad_norm: 3.0111 2021-06-06 22:52:45,961 - mmaction - INFO - Epoch [47][380/897] lr: 2.742e-02, eta: 8:32:28, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.8057, loss_cls: 1.7211, loss: 1.7211, grad_norm: 2.9978 2021-06-06 22:53:17,013 - mmaction - INFO - Epoch [47][400/897] lr: 2.742e-02, eta: 8:31:46, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8245, loss_cls: 1.6655, loss: 1.6655, grad_norm: 2.9329 2021-06-06 22:53:47,377 - mmaction - INFO - Epoch [47][420/897] lr: 2.742e-02, eta: 8:31:04, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.5714, top5_acc: 0.8130, loss_cls: 1.7242, loss: 1.7242, grad_norm: 2.9950 2021-06-06 22:54:18,308 - mmaction - INFO - Epoch [47][440/897] lr: 2.742e-02, eta: 8:30:22, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.5589, top5_acc: 0.8167, loss_cls: 1.7075, loss: 1.7075, grad_norm: 3.0219 2021-06-06 22:54:49,204 - mmaction - INFO - Epoch [47][460/897] lr: 2.742e-02, eta: 8:29:40, time: 1.545, data_time: 0.001, memory: 8462, top1_acc: 0.5589, top5_acc: 0.7943, loss_cls: 1.7275, loss: 1.7275, grad_norm: 3.0933 2021-06-06 22:55:20,603 - mmaction - INFO - Epoch [47][480/897] lr: 2.742e-02, eta: 8:28:58, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.5557, top5_acc: 0.8109, loss_cls: 1.7142, loss: 1.7142, grad_norm: 3.0071 2021-06-06 22:55:51,611 - mmaction - INFO - Epoch [47][500/897] lr: 2.742e-02, eta: 8:28:16, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8172, loss_cls: 1.7248, loss: 1.7248, grad_norm: 3.0094 2021-06-06 22:56:23,957 - mmaction - INFO - Epoch [47][520/897] lr: 2.742e-02, eta: 8:27:34, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.7755, loss: 1.7755, grad_norm: 3.0374 2021-06-06 22:56:55,277 - mmaction - INFO - Epoch [47][540/897] lr: 2.742e-02, eta: 8:26:52, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.5693, top5_acc: 0.8073, loss_cls: 1.7391, loss: 1.7391, grad_norm: 2.9512 2021-06-06 22:57:27,486 - mmaction - INFO - Epoch [47][560/897] lr: 2.742e-02, eta: 8:26:11, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.8078, loss_cls: 1.7409, loss: 1.7409, grad_norm: 2.9955 2021-06-06 22:58:00,288 - mmaction - INFO - Epoch [47][580/897] lr: 2.742e-02, eta: 8:25:30, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7922, loss_cls: 1.7813, loss: 1.7813, grad_norm: 3.0285 2021-06-06 22:58:32,094 - mmaction - INFO - Epoch [47][600/897] lr: 2.742e-02, eta: 8:24:48, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.5594, top5_acc: 0.8115, loss_cls: 1.7190, loss: 1.7190, grad_norm: 2.9838 2021-06-06 22:59:04,548 - mmaction - INFO - Epoch [47][620/897] lr: 2.742e-02, eta: 8:24:07, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.8146, loss_cls: 1.7347, loss: 1.7347, grad_norm: 3.0674 2021-06-06 22:59:38,129 - mmaction - INFO - Epoch [47][640/897] lr: 2.742e-02, eta: 8:23:26, time: 1.679, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.8151, loss_cls: 1.7648, loss: 1.7648, grad_norm: 2.9800 2021-06-06 23:00:10,232 - mmaction - INFO - Epoch [47][660/897] lr: 2.742e-02, eta: 8:22:44, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.5427, top5_acc: 0.8078, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.9512 2021-06-06 23:00:42,601 - mmaction - INFO - Epoch [47][680/897] lr: 2.742e-02, eta: 8:22:03, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.5583, top5_acc: 0.8120, loss_cls: 1.7071, loss: 1.7071, grad_norm: 2.9539 2021-06-06 23:01:14,695 - mmaction - INFO - Epoch [47][700/897] lr: 2.742e-02, eta: 8:21:21, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.5323, top5_acc: 0.7911, loss_cls: 1.8305, loss: 1.8305, grad_norm: 3.0300 2021-06-06 23:01:46,589 - mmaction - INFO - Epoch [47][720/897] lr: 2.742e-02, eta: 8:20:40, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.5531, top5_acc: 0.8052, loss_cls: 1.7269, loss: 1.7269, grad_norm: 2.9749 2021-06-06 23:02:18,589 - mmaction - INFO - Epoch [47][740/897] lr: 2.742e-02, eta: 8:19:58, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.5479, top5_acc: 0.7932, loss_cls: 1.7666, loss: 1.7666, grad_norm: 3.0962 2021-06-06 23:02:50,155 - mmaction - INFO - Epoch [47][760/897] lr: 2.742e-02, eta: 8:19:17, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.5458, top5_acc: 0.7979, loss_cls: 1.8013, loss: 1.8013, grad_norm: 3.0469 2021-06-06 23:03:21,300 - mmaction - INFO - Epoch [47][780/897] lr: 2.742e-02, eta: 8:18:35, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.5458, top5_acc: 0.8026, loss_cls: 1.7762, loss: 1.7762, grad_norm: 2.9609 2021-06-06 23:03:53,368 - mmaction - INFO - Epoch [47][800/897] lr: 2.742e-02, eta: 8:17:53, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.5646, top5_acc: 0.8198, loss_cls: 1.6891, loss: 1.6891, grad_norm: 2.9422 2021-06-06 23:04:24,150 - mmaction - INFO - Epoch [47][820/897] lr: 2.742e-02, eta: 8:17:12, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.5484, top5_acc: 0.8052, loss_cls: 1.7696, loss: 1.7696, grad_norm: 3.0671 2021-06-06 23:04:55,433 - mmaction - INFO - Epoch [47][840/897] lr: 2.742e-02, eta: 8:16:30, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8141, loss_cls: 1.7274, loss: 1.7274, grad_norm: 3.0129 2021-06-06 23:05:26,900 - mmaction - INFO - Epoch [47][860/897] lr: 2.742e-02, eta: 8:15:48, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.5464, top5_acc: 0.7979, loss_cls: 1.7607, loss: 1.7607, grad_norm: 3.0162 2021-06-06 23:05:57,465 - mmaction - INFO - Epoch [47][880/897] lr: 2.742e-02, eta: 8:15:06, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.5297, top5_acc: 0.7964, loss_cls: 1.8098, loss: 1.8098, grad_norm: 3.1812 2021-06-06 23:06:28,119 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-06 23:14:12,910 - mmaction - INFO - Epoch [48][20/897] lr: 2.463e-02, eta: 8:16:16, time: 23.177, data_time: 22.181, memory: 8462, top1_acc: 0.5714, top5_acc: 0.8089, loss_cls: 1.6731, loss: 1.6731, grad_norm: 2.8425 2021-06-06 23:14:30,743 - mmaction - INFO - Epoch [48][40/897] lr: 2.463e-02, eta: 8:15:29, time: 0.892, data_time: 0.002, memory: 8462, top1_acc: 0.5714, top5_acc: 0.8089, loss_cls: 1.6687, loss: 1.6687, grad_norm: 2.9810 2021-06-06 23:14:49,109 - mmaction - INFO - Epoch [48][60/897] lr: 2.463e-02, eta: 8:14:42, time: 0.919, data_time: 0.001, memory: 8462, top1_acc: 0.5703, top5_acc: 0.8245, loss_cls: 1.6449, loss: 1.6449, grad_norm: 2.9132 2021-06-06 23:15:11,258 - mmaction - INFO - Epoch [48][80/897] lr: 2.463e-02, eta: 8:13:57, time: 1.105, data_time: 0.011, memory: 8462, top1_acc: 0.5599, top5_acc: 0.8094, loss_cls: 1.7085, loss: 1.7085, grad_norm: 3.0795 2021-06-06 23:15:32,219 - mmaction - INFO - Epoch [48][100/897] lr: 2.463e-02, eta: 8:13:12, time: 1.050, data_time: 0.007, memory: 8462, top1_acc: 0.5359, top5_acc: 0.8104, loss_cls: 1.7129, loss: 1.7129, grad_norm: 3.0413 2021-06-06 23:15:56,190 - mmaction - INFO - Epoch [48][120/897] lr: 2.463e-02, eta: 8:12:27, time: 1.199, data_time: 0.001, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8224, loss_cls: 1.6822, loss: 1.6822, grad_norm: 3.0184 2021-06-06 23:16:22,558 - mmaction - INFO - Epoch [48][140/897] lr: 2.463e-02, eta: 8:11:43, time: 1.318, data_time: 0.001, memory: 8462, top1_acc: 0.5786, top5_acc: 0.8208, loss_cls: 1.6285, loss: 1.6285, grad_norm: 3.0139 2021-06-06 23:16:50,133 - mmaction - INFO - Epoch [48][160/897] lr: 2.463e-02, eta: 8:11:00, time: 1.379, data_time: 0.001, memory: 8462, top1_acc: 0.5677, top5_acc: 0.8203, loss_cls: 1.6275, loss: 1.6275, grad_norm: 2.9925 2021-06-06 23:17:19,374 - mmaction - INFO - Epoch [48][180/897] lr: 2.463e-02, eta: 8:10:18, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.5563, top5_acc: 0.8073, loss_cls: 1.7312, loss: 1.7312, grad_norm: 3.1138 2021-06-06 23:17:49,551 - mmaction - INFO - Epoch [48][200/897] lr: 2.463e-02, eta: 8:09:36, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.5604, top5_acc: 0.8016, loss_cls: 1.7022, loss: 1.7022, grad_norm: 3.0764 2021-06-06 23:18:19,261 - mmaction - INFO - Epoch [48][220/897] lr: 2.463e-02, eta: 8:08:53, time: 1.486, data_time: 0.001, memory: 8462, top1_acc: 0.5693, top5_acc: 0.8208, loss_cls: 1.6314, loss: 1.6314, grad_norm: 3.0325 2021-06-06 23:18:49,797 - mmaction - INFO - Epoch [48][240/897] lr: 2.463e-02, eta: 8:08:11, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8177, loss_cls: 1.6713, loss: 1.6713, grad_norm: 3.0484 2021-06-06 23:19:20,672 - mmaction - INFO - Epoch [48][260/897] lr: 2.463e-02, eta: 8:07:29, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.5646, top5_acc: 0.8125, loss_cls: 1.7038, loss: 1.7038, grad_norm: 3.0152 2021-06-06 23:19:49,890 - mmaction - INFO - Epoch [48][280/897] lr: 2.463e-02, eta: 8:06:47, time: 1.461, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8302, loss_cls: 1.6663, loss: 1.6663, grad_norm: 3.0819 2021-06-06 23:20:20,421 - mmaction - INFO - Epoch [48][300/897] lr: 2.463e-02, eta: 8:06:05, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.5682, top5_acc: 0.8151, loss_cls: 1.6775, loss: 1.6775, grad_norm: 3.0382 2021-06-06 23:20:51,066 - mmaction - INFO - Epoch [48][320/897] lr: 2.463e-02, eta: 8:05:23, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.5510, top5_acc: 0.8125, loss_cls: 1.7371, loss: 1.7371, grad_norm: 3.0456 2021-06-06 23:21:21,640 - mmaction - INFO - Epoch [48][340/897] lr: 2.463e-02, eta: 8:04:41, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8109, loss_cls: 1.6412, loss: 1.6412, grad_norm: 2.9831 2021-06-06 23:21:51,609 - mmaction - INFO - Epoch [48][360/897] lr: 2.463e-02, eta: 8:03:59, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6152, loss: 1.6152, grad_norm: 3.1465 2021-06-06 23:22:22,055 - mmaction - INFO - Epoch [48][380/897] lr: 2.463e-02, eta: 8:03:17, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.5781, top5_acc: 0.8229, loss_cls: 1.6557, loss: 1.6557, grad_norm: 3.0988 2021-06-06 23:22:52,717 - mmaction - INFO - Epoch [48][400/897] lr: 2.463e-02, eta: 8:02:35, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.7995, loss_cls: 1.7614, loss: 1.7614, grad_norm: 3.1047 2021-06-06 23:23:22,861 - mmaction - INFO - Epoch [48][420/897] lr: 2.463e-02, eta: 8:01:53, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8229, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.9724 2021-06-06 23:23:53,897 - mmaction - INFO - Epoch [48][440/897] lr: 2.463e-02, eta: 8:01:11, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8214, loss_cls: 1.6341, loss: 1.6341, grad_norm: 3.0619 2021-06-06 23:24:24,608 - mmaction - INFO - Epoch [48][460/897] lr: 2.463e-02, eta: 8:00:29, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.5589, top5_acc: 0.8109, loss_cls: 1.7085, loss: 1.7085, grad_norm: 3.2210 2021-06-06 23:24:53,504 - mmaction - INFO - Epoch [48][480/897] lr: 2.463e-02, eta: 7:59:47, time: 1.445, data_time: 0.001, memory: 8462, top1_acc: 0.5630, top5_acc: 0.8115, loss_cls: 1.7120, loss: 1.7120, grad_norm: 3.0911 2021-06-06 23:25:23,956 - mmaction - INFO - Epoch [48][500/897] lr: 2.463e-02, eta: 7:59:05, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.5542, top5_acc: 0.8099, loss_cls: 1.7128, loss: 1.7128, grad_norm: 3.1131 2021-06-06 23:25:54,164 - mmaction - INFO - Epoch [48][520/897] lr: 2.463e-02, eta: 7:58:23, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8250, loss_cls: 1.6430, loss: 1.6430, grad_norm: 3.0255 2021-06-06 23:26:24,733 - mmaction - INFO - Epoch [48][540/897] lr: 2.463e-02, eta: 7:57:41, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.5568, top5_acc: 0.8125, loss_cls: 1.7161, loss: 1.7161, grad_norm: 3.1535 2021-06-06 23:26:55,033 - mmaction - INFO - Epoch [48][560/897] lr: 2.463e-02, eta: 7:56:59, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.5656, top5_acc: 0.8052, loss_cls: 1.7411, loss: 1.7411, grad_norm: 3.1696 2021-06-06 23:27:26,468 - mmaction - INFO - Epoch [48][580/897] lr: 2.463e-02, eta: 7:56:17, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.5698, top5_acc: 0.8021, loss_cls: 1.7324, loss: 1.7324, grad_norm: 3.0841 2021-06-06 23:27:56,961 - mmaction - INFO - Epoch [48][600/897] lr: 2.463e-02, eta: 7:55:35, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8323, loss_cls: 1.6316, loss: 1.6316, grad_norm: 2.9783 2021-06-06 23:28:28,786 - mmaction - INFO - Epoch [48][620/897] lr: 2.463e-02, eta: 7:54:54, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8359, loss_cls: 1.6121, loss: 1.6121, grad_norm: 3.0511 2021-06-06 23:29:00,315 - mmaction - INFO - Epoch [48][640/897] lr: 2.463e-02, eta: 7:54:12, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.5625, top5_acc: 0.8172, loss_cls: 1.6630, loss: 1.6630, grad_norm: 3.0753 2021-06-06 23:29:31,498 - mmaction - INFO - Epoch [48][660/897] lr: 2.463e-02, eta: 7:53:31, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.5568, top5_acc: 0.8109, loss_cls: 1.6919, loss: 1.6919, grad_norm: 3.0668 2021-06-06 23:30:03,523 - mmaction - INFO - Epoch [48][680/897] lr: 2.463e-02, eta: 7:52:50, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.5651, top5_acc: 0.8156, loss_cls: 1.7083, loss: 1.7083, grad_norm: 3.0769 2021-06-06 23:30:35,533 - mmaction - INFO - Epoch [48][700/897] lr: 2.463e-02, eta: 7:52:08, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.5578, top5_acc: 0.8151, loss_cls: 1.7050, loss: 1.7050, grad_norm: 3.1363 2021-06-06 23:31:07,954 - mmaction - INFO - Epoch [48][720/897] lr: 2.463e-02, eta: 7:51:27, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.5630, top5_acc: 0.8016, loss_cls: 1.7412, loss: 1.7412, grad_norm: 3.1354 2021-06-06 23:31:39,810 - mmaction - INFO - Epoch [48][740/897] lr: 2.463e-02, eta: 7:50:46, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.5552, top5_acc: 0.8172, loss_cls: 1.6836, loss: 1.6836, grad_norm: 3.1853 2021-06-06 23:32:12,741 - mmaction - INFO - Epoch [48][760/897] lr: 2.463e-02, eta: 7:50:05, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.5437, top5_acc: 0.8010, loss_cls: 1.7773, loss: 1.7773, grad_norm: 3.2052 2021-06-06 23:32:44,388 - mmaction - INFO - Epoch [48][780/897] lr: 2.463e-02, eta: 7:49:23, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.5646, top5_acc: 0.8177, loss_cls: 1.6671, loss: 1.6671, grad_norm: 3.0860 2021-06-06 23:33:17,292 - mmaction - INFO - Epoch [48][800/897] lr: 2.463e-02, eta: 7:48:42, time: 1.645, data_time: 0.001, memory: 8462, top1_acc: 0.5635, top5_acc: 0.8161, loss_cls: 1.6834, loss: 1.6834, grad_norm: 3.0906 2021-06-06 23:33:49,961 - mmaction - INFO - Epoch [48][820/897] lr: 2.463e-02, eta: 7:48:01, time: 1.633, data_time: 0.001, memory: 8462, top1_acc: 0.5745, top5_acc: 0.8151, loss_cls: 1.6625, loss: 1.6625, grad_norm: 3.1113 2021-06-06 23:34:21,088 - mmaction - INFO - Epoch [48][840/897] lr: 2.463e-02, eta: 7:47:20, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.5417, top5_acc: 0.8016, loss_cls: 1.7616, loss: 1.7616, grad_norm: 3.1483 2021-06-06 23:34:52,273 - mmaction - INFO - Epoch [48][860/897] lr: 2.463e-02, eta: 7:46:38, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.5563, top5_acc: 0.8104, loss_cls: 1.7350, loss: 1.7350, grad_norm: 3.1115 2021-06-06 23:35:24,953 - mmaction - INFO - Epoch [48][880/897] lr: 2.463e-02, eta: 7:45:57, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8078, loss_cls: 1.7158, loss: 1.7158, grad_norm: 3.1178 2021-06-06 23:35:55,512 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-06 23:43:28,110 - mmaction - INFO - Epoch [49][20/897] lr: 2.197e-02, eta: 7:46:52, time: 22.566, data_time: 21.564, memory: 8462, top1_acc: 0.5641, top5_acc: 0.8068, loss_cls: 1.7116, loss: 1.7116, grad_norm: 2.9870 2021-06-06 23:43:45,918 - mmaction - INFO - Epoch [49][40/897] lr: 2.197e-02, eta: 7:46:05, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8156, loss_cls: 1.6407, loss: 1.6407, grad_norm: 3.0316 2021-06-06 23:44:04,231 - mmaction - INFO - Epoch [49][60/897] lr: 2.197e-02, eta: 7:45:19, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8052, loss_cls: 1.7078, loss: 1.7078, grad_norm: 3.1734 2021-06-06 23:44:23,279 - mmaction - INFO - Epoch [49][80/897] lr: 2.197e-02, eta: 7:44:34, time: 0.952, data_time: 0.001, memory: 8462, top1_acc: 0.5781, top5_acc: 0.8318, loss_cls: 1.6015, loss: 1.6015, grad_norm: 2.9953 2021-06-06 23:44:43,387 - mmaction - INFO - Epoch [49][100/897] lr: 2.197e-02, eta: 7:43:48, time: 1.005, data_time: 0.001, memory: 8462, top1_acc: 0.5771, top5_acc: 0.8208, loss_cls: 1.6541, loss: 1.6541, grad_norm: 3.1874 2021-06-06 23:45:07,975 - mmaction - INFO - Epoch [49][120/897] lr: 2.197e-02, eta: 7:43:05, time: 1.229, data_time: 0.001, memory: 8462, top1_acc: 0.5771, top5_acc: 0.8297, loss_cls: 1.6076, loss: 1.6076, grad_norm: 3.0456 2021-06-06 23:45:31,399 - mmaction - INFO - Epoch [49][140/897] lr: 2.197e-02, eta: 7:42:20, time: 1.171, data_time: 0.001, memory: 8462, top1_acc: 0.5771, top5_acc: 0.8177, loss_cls: 1.6402, loss: 1.6402, grad_norm: 3.2314 2021-06-06 23:45:58,482 - mmaction - INFO - Epoch [49][160/897] lr: 2.197e-02, eta: 7:41:38, time: 1.354, data_time: 0.001, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8266, loss_cls: 1.6233, loss: 1.6233, grad_norm: 3.1350 2021-06-06 23:46:25,823 - mmaction - INFO - Epoch [49][180/897] lr: 2.197e-02, eta: 7:40:55, time: 1.367, data_time: 0.001, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8333, loss_cls: 1.6194, loss: 1.6194, grad_norm: 3.1853 2021-06-06 23:46:54,961 - mmaction - INFO - Epoch [49][200/897] lr: 2.197e-02, eta: 7:40:12, time: 1.457, data_time: 0.001, memory: 8462, top1_acc: 0.5703, top5_acc: 0.8229, loss_cls: 1.6701, loss: 1.6701, grad_norm: 3.1556 2021-06-06 23:47:22,832 - mmaction - INFO - Epoch [49][220/897] lr: 2.197e-02, eta: 7:39:30, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8141, loss_cls: 1.6211, loss: 1.6211, grad_norm: 2.9906 2021-06-06 23:47:52,814 - mmaction - INFO - Epoch [49][240/897] lr: 2.197e-02, eta: 7:38:48, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.5807, top5_acc: 0.8292, loss_cls: 1.6136, loss: 1.6136, grad_norm: 3.1180 2021-06-06 23:48:23,685 - mmaction - INFO - Epoch [49][260/897] lr: 2.197e-02, eta: 7:38:06, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.5745, top5_acc: 0.8208, loss_cls: 1.6489, loss: 1.6489, grad_norm: 3.1052 2021-06-06 23:48:52,935 - mmaction - INFO - Epoch [49][280/897] lr: 2.197e-02, eta: 7:37:24, time: 1.463, data_time: 0.001, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8255, loss_cls: 1.6033, loss: 1.6033, grad_norm: 3.0468 2021-06-06 23:49:23,647 - mmaction - INFO - Epoch [49][300/897] lr: 2.197e-02, eta: 7:36:42, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8245, loss_cls: 1.5834, loss: 1.5834, grad_norm: 3.1200 2021-06-06 23:49:55,892 - mmaction - INFO - Epoch [49][320/897] lr: 2.197e-02, eta: 7:36:01, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.5693, top5_acc: 0.8172, loss_cls: 1.6800, loss: 1.6800, grad_norm: 3.1661 2021-06-06 23:50:27,003 - mmaction - INFO - Epoch [49][340/897] lr: 2.197e-02, eta: 7:35:19, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8266, loss_cls: 1.6237, loss: 1.6237, grad_norm: 3.2107 2021-06-06 23:50:58,698 - mmaction - INFO - Epoch [49][360/897] lr: 2.197e-02, eta: 7:34:38, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.5771, top5_acc: 0.8260, loss_cls: 1.6242, loss: 1.6242, grad_norm: 3.1434 2021-06-06 23:51:30,966 - mmaction - INFO - Epoch [49][380/897] lr: 2.197e-02, eta: 7:33:57, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8328, loss_cls: 1.5927, loss: 1.5927, grad_norm: 3.1174 2021-06-06 23:52:02,796 - mmaction - INFO - Epoch [49][400/897] lr: 2.197e-02, eta: 7:33:16, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.5938, top5_acc: 0.8333, loss_cls: 1.6001, loss: 1.6001, grad_norm: 3.1894 2021-06-06 23:52:35,734 - mmaction - INFO - Epoch [49][420/897] lr: 2.197e-02, eta: 7:32:35, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8240, loss_cls: 1.6327, loss: 1.6327, grad_norm: 3.1618 2021-06-06 23:53:07,923 - mmaction - INFO - Epoch [49][440/897] lr: 2.197e-02, eta: 7:31:54, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.5698, top5_acc: 0.8156, loss_cls: 1.6361, loss: 1.6361, grad_norm: 3.1170 2021-06-06 23:53:39,873 - mmaction - INFO - Epoch [49][460/897] lr: 2.197e-02, eta: 7:31:12, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8255, loss_cls: 1.6431, loss: 1.6431, grad_norm: 3.1697 2021-06-06 23:54:12,925 - mmaction - INFO - Epoch [49][480/897] lr: 2.197e-02, eta: 7:30:32, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8073, loss_cls: 1.7151, loss: 1.7151, grad_norm: 3.2387 2021-06-06 23:54:45,064 - mmaction - INFO - Epoch [49][500/897] lr: 2.197e-02, eta: 7:29:50, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8156, loss_cls: 1.6887, loss: 1.6887, grad_norm: 3.2275 2021-06-06 23:55:17,075 - mmaction - INFO - Epoch [49][520/897] lr: 2.197e-02, eta: 7:29:09, time: 1.601, data_time: 0.002, memory: 8462, top1_acc: 0.5547, top5_acc: 0.7974, loss_cls: 1.7534, loss: 1.7534, grad_norm: 3.2239 2021-06-06 23:55:49,661 - mmaction - INFO - Epoch [49][540/897] lr: 2.197e-02, eta: 7:28:28, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8375, loss_cls: 1.5421, loss: 1.5421, grad_norm: 3.0386 2021-06-06 23:56:21,218 - mmaction - INFO - Epoch [49][560/897] lr: 2.197e-02, eta: 7:27:47, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.5917, top5_acc: 0.8250, loss_cls: 1.6176, loss: 1.6176, grad_norm: 3.2139 2021-06-06 23:56:52,601 - mmaction - INFO - Epoch [49][580/897] lr: 2.197e-02, eta: 7:27:06, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.5755, top5_acc: 0.8286, loss_cls: 1.6659, loss: 1.6659, grad_norm: 3.2568 2021-06-06 23:57:23,791 - mmaction - INFO - Epoch [49][600/897] lr: 2.197e-02, eta: 7:26:24, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8135, loss_cls: 1.6688, loss: 1.6688, grad_norm: 3.1692 2021-06-06 23:57:55,786 - mmaction - INFO - Epoch [49][620/897] lr: 2.197e-02, eta: 7:25:43, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8271, loss_cls: 1.5969, loss: 1.5969, grad_norm: 3.0818 2021-06-06 23:58:26,590 - mmaction - INFO - Epoch [49][640/897] lr: 2.197e-02, eta: 7:25:01, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.5797, top5_acc: 0.8214, loss_cls: 1.5942, loss: 1.5942, grad_norm: 3.1505 2021-06-06 23:58:58,190 - mmaction - INFO - Epoch [49][660/897] lr: 2.197e-02, eta: 7:24:20, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.5536, top5_acc: 0.8130, loss_cls: 1.6981, loss: 1.6981, grad_norm: 3.2452 2021-06-06 23:59:30,258 - mmaction - INFO - Epoch [49][680/897] lr: 2.197e-02, eta: 7:23:39, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.5776, top5_acc: 0.8193, loss_cls: 1.6359, loss: 1.6359, grad_norm: 3.1550 2021-06-07 00:00:04,932 - mmaction - INFO - Epoch [49][700/897] lr: 2.197e-02, eta: 7:22:58, time: 1.662, data_time: 0.001, memory: 8462, top1_acc: 0.5682, top5_acc: 0.8307, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.1804 2021-06-07 00:00:34,337 - mmaction - INFO - Epoch [49][720/897] lr: 2.197e-02, eta: 7:22:17, time: 1.542, data_time: 0.085, memory: 8462, top1_acc: 0.5839, top5_acc: 0.8161, loss_cls: 1.6636, loss: 1.6636, grad_norm: 3.1983 2021-06-07 00:01:04,327 - mmaction - INFO - Epoch [49][740/897] lr: 2.197e-02, eta: 7:21:35, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8182, loss_cls: 1.6240, loss: 1.6240, grad_norm: 3.2393 2021-06-07 00:01:36,049 - mmaction - INFO - Epoch [49][760/897] lr: 2.197e-02, eta: 7:20:54, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.5656, top5_acc: 0.8109, loss_cls: 1.6931, loss: 1.6931, grad_norm: 3.1717 2021-06-07 00:02:06,464 - mmaction - INFO - Epoch [49][780/897] lr: 2.197e-02, eta: 7:20:13, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.5786, top5_acc: 0.8323, loss_cls: 1.6082, loss: 1.6082, grad_norm: 3.1740 2021-06-07 00:02:36,751 - mmaction - INFO - Epoch [49][800/897] lr: 2.197e-02, eta: 7:19:31, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.5740, top5_acc: 0.8172, loss_cls: 1.6459, loss: 1.6459, grad_norm: 3.1854 2021-06-07 00:03:06,948 - mmaction - INFO - Epoch [49][820/897] lr: 2.197e-02, eta: 7:18:49, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.5667, top5_acc: 0.8177, loss_cls: 1.6947, loss: 1.6947, grad_norm: 3.2872 2021-06-07 00:03:37,155 - mmaction - INFO - Epoch [49][840/897] lr: 2.197e-02, eta: 7:18:08, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.5776, top5_acc: 0.8229, loss_cls: 1.6236, loss: 1.6236, grad_norm: 3.2377 2021-06-07 00:04:07,327 - mmaction - INFO - Epoch [49][860/897] lr: 2.197e-02, eta: 7:17:26, time: 1.508, data_time: 0.001, memory: 8462, top1_acc: 0.5609, top5_acc: 0.8135, loss_cls: 1.7250, loss: 1.7250, grad_norm: 3.2851 2021-06-07 00:04:38,590 - mmaction - INFO - Epoch [49][880/897] lr: 2.197e-02, eta: 7:16:45, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8271, loss_cls: 1.6038, loss: 1.6038, grad_norm: 3.1075 2021-06-07 00:05:11,201 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-07 00:12:43,325 - mmaction - INFO - Epoch [50][20/897] lr: 1.943e-02, eta: 7:17:29, time: 22.541, data_time: 21.544, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8167, loss_cls: 1.6459, loss: 1.6459, grad_norm: 3.0851 2021-06-07 00:13:01,180 - mmaction - INFO - Epoch [50][40/897] lr: 1.943e-02, eta: 7:16:43, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.6031, top5_acc: 0.8354, loss_cls: 1.5582, loss: 1.5582, grad_norm: 3.0846 2021-06-07 00:13:19,527 - mmaction - INFO - Epoch [50][60/897] lr: 1.943e-02, eta: 7:15:58, time: 0.918, data_time: 0.001, memory: 8462, top1_acc: 0.6042, top5_acc: 0.8354, loss_cls: 1.5526, loss: 1.5526, grad_norm: 3.0598 2021-06-07 00:13:38,709 - mmaction - INFO - Epoch [50][80/897] lr: 1.943e-02, eta: 7:15:13, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8255, loss_cls: 1.5857, loss: 1.5857, grad_norm: 3.1120 2021-06-07 00:13:59,710 - mmaction - INFO - Epoch [50][100/897] lr: 1.943e-02, eta: 7:14:28, time: 1.050, data_time: 0.001, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8292, loss_cls: 1.5673, loss: 1.5673, grad_norm: 3.0811 2021-06-07 00:14:24,027 - mmaction - INFO - Epoch [50][120/897] lr: 1.943e-02, eta: 7:13:45, time: 1.216, data_time: 0.001, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8307, loss_cls: 1.5573, loss: 1.5573, grad_norm: 3.1721 2021-06-07 00:14:50,883 - mmaction - INFO - Epoch [50][140/897] lr: 1.943e-02, eta: 7:13:02, time: 1.343, data_time: 0.001, memory: 8462, top1_acc: 0.5724, top5_acc: 0.8161, loss_cls: 1.6526, loss: 1.6526, grad_norm: 3.2377 2021-06-07 00:15:20,420 - mmaction - INFO - Epoch [50][160/897] lr: 1.943e-02, eta: 7:12:20, time: 1.474, data_time: 0.002, memory: 8462, top1_acc: 0.5818, top5_acc: 0.8297, loss_cls: 1.6008, loss: 1.6008, grad_norm: 3.1564 2021-06-07 00:15:49,119 - mmaction - INFO - Epoch [50][180/897] lr: 1.943e-02, eta: 7:11:38, time: 1.437, data_time: 0.007, memory: 8462, top1_acc: 0.5995, top5_acc: 0.8313, loss_cls: 1.5623, loss: 1.5623, grad_norm: 3.1411 2021-06-07 00:16:19,485 - mmaction - INFO - Epoch [50][200/897] lr: 1.943e-02, eta: 7:10:56, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.5896, top5_acc: 0.8177, loss_cls: 1.6310, loss: 1.6310, grad_norm: 3.1683 2021-06-07 00:16:49,970 - mmaction - INFO - Epoch [50][220/897] lr: 1.943e-02, eta: 7:10:15, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8385, loss_cls: 1.5549, loss: 1.5549, grad_norm: 3.1798 2021-06-07 00:17:20,892 - mmaction - INFO - Epoch [50][240/897] lr: 1.943e-02, eta: 7:09:33, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8297, loss_cls: 1.6459, loss: 1.6459, grad_norm: 3.2633 2021-06-07 00:17:51,569 - mmaction - INFO - Epoch [50][260/897] lr: 1.943e-02, eta: 7:08:52, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.5854, top5_acc: 0.8333, loss_cls: 1.5684, loss: 1.5684, grad_norm: 3.1028 2021-06-07 00:18:22,740 - mmaction - INFO - Epoch [50][280/897] lr: 1.943e-02, eta: 7:08:10, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.5698, top5_acc: 0.8234, loss_cls: 1.6339, loss: 1.6339, grad_norm: 3.2541 2021-06-07 00:18:54,903 - mmaction - INFO - Epoch [50][300/897] lr: 1.943e-02, eta: 7:07:29, time: 1.608, data_time: 0.001, memory: 8462, top1_acc: 0.5880, top5_acc: 0.8229, loss_cls: 1.6136, loss: 1.6136, grad_norm: 3.2385 2021-06-07 00:19:25,571 - mmaction - INFO - Epoch [50][320/897] lr: 1.943e-02, eta: 7:06:48, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.5901, top5_acc: 0.8229, loss_cls: 1.5861, loss: 1.5861, grad_norm: 3.2039 2021-06-07 00:19:56,658 - mmaction - INFO - Epoch [50][340/897] lr: 1.943e-02, eta: 7:06:07, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8271, loss_cls: 1.5739, loss: 1.5739, grad_norm: 3.1513 2021-06-07 00:20:27,343 - mmaction - INFO - Epoch [50][360/897] lr: 1.943e-02, eta: 7:05:25, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.5776, top5_acc: 0.8286, loss_cls: 1.6067, loss: 1.6067, grad_norm: 3.2675 2021-06-07 00:20:58,102 - mmaction - INFO - Epoch [50][380/897] lr: 1.943e-02, eta: 7:04:44, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.6083, top5_acc: 0.8193, loss_cls: 1.5899, loss: 1.5899, grad_norm: 3.2137 2021-06-07 00:21:29,226 - mmaction - INFO - Epoch [50][400/897] lr: 1.943e-02, eta: 7:04:02, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8313, loss_cls: 1.5753, loss: 1.5753, grad_norm: 3.1607 2021-06-07 00:22:00,148 - mmaction - INFO - Epoch [50][420/897] lr: 1.943e-02, eta: 7:03:21, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.5766, top5_acc: 0.8328, loss_cls: 1.6091, loss: 1.6091, grad_norm: 3.2163 2021-06-07 00:22:30,674 - mmaction - INFO - Epoch [50][440/897] lr: 1.943e-02, eta: 7:02:40, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.5745, top5_acc: 0.8135, loss_cls: 1.6420, loss: 1.6420, grad_norm: 3.3244 2021-06-07 00:23:00,662 - mmaction - INFO - Epoch [50][460/897] lr: 1.943e-02, eta: 7:01:58, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.5786, top5_acc: 0.8266, loss_cls: 1.6363, loss: 1.6363, grad_norm: 3.3021 2021-06-07 00:23:31,756 - mmaction - INFO - Epoch [50][480/897] lr: 1.943e-02, eta: 7:01:17, time: 1.555, data_time: 0.002, memory: 8462, top1_acc: 0.5828, top5_acc: 0.8359, loss_cls: 1.5538, loss: 1.5538, grad_norm: 3.1979 2021-06-07 00:24:02,158 - mmaction - INFO - Epoch [50][500/897] lr: 1.943e-02, eta: 7:00:35, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.5682, top5_acc: 0.8187, loss_cls: 1.6396, loss: 1.6396, grad_norm: 3.2961 2021-06-07 00:24:32,140 - mmaction - INFO - Epoch [50][520/897] lr: 1.943e-02, eta: 6:59:54, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8365, loss_cls: 1.5382, loss: 1.5382, grad_norm: 3.1840 2021-06-07 00:25:02,662 - mmaction - INFO - Epoch [50][540/897] lr: 1.943e-02, eta: 6:59:12, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.5698, top5_acc: 0.8177, loss_cls: 1.6751, loss: 1.6751, grad_norm: 3.2791 2021-06-07 00:25:33,738 - mmaction - INFO - Epoch [50][560/897] lr: 1.943e-02, eta: 6:58:31, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.5771, top5_acc: 0.8104, loss_cls: 1.6553, loss: 1.6553, grad_norm: 3.1803 2021-06-07 00:26:03,436 - mmaction - INFO - Epoch [50][580/897] lr: 1.943e-02, eta: 6:57:50, time: 1.485, data_time: 0.001, memory: 8462, top1_acc: 0.5875, top5_acc: 0.8354, loss_cls: 1.5743, loss: 1.5743, grad_norm: 3.2193 2021-06-07 00:26:34,059 - mmaction - INFO - Epoch [50][600/897] lr: 1.943e-02, eta: 6:57:08, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.5781, top5_acc: 0.8234, loss_cls: 1.6308, loss: 1.6308, grad_norm: 3.2706 2021-06-07 00:27:05,369 - mmaction - INFO - Epoch [50][620/897] lr: 1.943e-02, eta: 6:56:27, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8240, loss_cls: 1.6374, loss: 1.6374, grad_norm: 3.2643 2021-06-07 00:27:35,798 - mmaction - INFO - Epoch [50][640/897] lr: 1.943e-02, eta: 6:55:46, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.5719, top5_acc: 0.8156, loss_cls: 1.6413, loss: 1.6413, grad_norm: 3.2173 2021-06-07 00:28:06,479 - mmaction - INFO - Epoch [50][660/897] lr: 1.943e-02, eta: 6:55:04, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.5807, top5_acc: 0.8292, loss_cls: 1.5687, loss: 1.5687, grad_norm: 3.1245 2021-06-07 00:28:37,216 - mmaction - INFO - Epoch [50][680/897] lr: 1.943e-02, eta: 6:54:23, time: 1.537, data_time: 0.001, memory: 8462, top1_acc: 0.5661, top5_acc: 0.8151, loss_cls: 1.6764, loss: 1.6764, grad_norm: 3.3386 2021-06-07 00:29:09,216 - mmaction - INFO - Epoch [50][700/897] lr: 1.943e-02, eta: 6:53:42, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.5865, top5_acc: 0.8365, loss_cls: 1.5829, loss: 1.5829, grad_norm: 3.1918 2021-06-07 00:29:40,884 - mmaction - INFO - Epoch [50][720/897] lr: 1.943e-02, eta: 6:53:01, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.5849, top5_acc: 0.8344, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.3394 2021-06-07 00:30:13,137 - mmaction - INFO - Epoch [50][740/897] lr: 1.943e-02, eta: 6:52:20, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.5750, top5_acc: 0.8323, loss_cls: 1.5996, loss: 1.5996, grad_norm: 3.3029 2021-06-07 00:30:44,859 - mmaction - INFO - Epoch [50][760/897] lr: 1.943e-02, eta: 6:51:39, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.5932, top5_acc: 0.8229, loss_cls: 1.6102, loss: 1.6102, grad_norm: 3.2831 2021-06-07 00:31:17,904 - mmaction - INFO - Epoch [50][780/897] lr: 1.943e-02, eta: 6:50:59, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.5813, top5_acc: 0.8286, loss_cls: 1.6293, loss: 1.6293, grad_norm: 3.2655 2021-06-07 00:31:50,201 - mmaction - INFO - Epoch [50][800/897] lr: 1.943e-02, eta: 6:50:18, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.5745, top5_acc: 0.8354, loss_cls: 1.6144, loss: 1.6144, grad_norm: 3.2371 2021-06-07 00:32:21,818 - mmaction - INFO - Epoch [50][820/897] lr: 1.943e-02, eta: 6:49:37, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8292, loss_cls: 1.5543, loss: 1.5543, grad_norm: 3.2285 2021-06-07 00:32:54,886 - mmaction - INFO - Epoch [50][840/897] lr: 1.943e-02, eta: 6:48:57, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8401, loss_cls: 1.5467, loss: 1.5467, grad_norm: 3.2858 2021-06-07 00:33:26,465 - mmaction - INFO - Epoch [50][860/897] lr: 1.943e-02, eta: 6:48:16, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6057, top5_acc: 0.8339, loss_cls: 1.5458, loss: 1.5458, grad_norm: 3.2865 2021-06-07 00:33:58,209 - mmaction - INFO - Epoch [50][880/897] lr: 1.943e-02, eta: 6:47:35, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.5734, top5_acc: 0.8286, loss_cls: 1.5741, loss: 1.5741, grad_norm: 3.2547 2021-06-07 00:34:29,092 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-07 00:43:27,651 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 00:43:27,905 - mmaction - INFO - top1_acc 0.3978 top5_acc 0.7206 2021-06-07 00:43:27,905 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 00:43:27,969 - mmaction - INFO - mean_acc 0.3637 2021-06-07 00:43:29,187 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-06-07 00:43:29,187 - mmaction - INFO - Best top1_acc is 0.3978 at 50 epoch. 2021-06-07 00:43:29,192 - mmaction - INFO - Epoch(val) [50][897] top1_acc: 0.3978, top5_acc: 0.7206, mean_class_accuracy: 0.3637 2021-06-07 00:50:43,969 - mmaction - INFO - Epoch [51][20/897] lr: 1.702e-02, eta: 6:48:04, time: 21.735, data_time: 20.775, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8375, loss_cls: 1.5242, loss: 1.5242, grad_norm: 3.0935 2021-06-07 00:51:01,807 - mmaction - INFO - Epoch [51][40/897] lr: 1.702e-02, eta: 6:47:19, time: 0.893, data_time: 0.002, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8510, loss_cls: 1.4503, loss: 1.4503, grad_norm: 3.1978 2021-06-07 00:51:20,070 - mmaction - INFO - Epoch [51][60/897] lr: 1.702e-02, eta: 6:46:34, time: 0.913, data_time: 0.001, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8469, loss_cls: 1.4754, loss: 1.4754, grad_norm: 3.2074 2021-06-07 00:51:39,183 - mmaction - INFO - Epoch [51][80/897] lr: 1.702e-02, eta: 6:45:50, time: 0.956, data_time: 0.001, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8349, loss_cls: 1.5566, loss: 1.5566, grad_norm: 3.2975 2021-06-07 00:52:01,286 - mmaction - INFO - Epoch [51][100/897] lr: 1.702e-02, eta: 6:45:06, time: 1.105, data_time: 0.001, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8469, loss_cls: 1.5000, loss: 1.5000, grad_norm: 3.2437 2021-06-07 00:52:24,047 - mmaction - INFO - Epoch [51][120/897] lr: 1.702e-02, eta: 6:44:23, time: 1.138, data_time: 0.001, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8307, loss_cls: 1.5707, loss: 1.5707, grad_norm: 3.2582 2021-06-07 00:52:50,535 - mmaction - INFO - Epoch [51][140/897] lr: 1.702e-02, eta: 6:43:40, time: 1.324, data_time: 0.001, memory: 8462, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4639, loss: 1.4639, grad_norm: 3.2042 2021-06-07 00:53:16,692 - mmaction - INFO - Epoch [51][160/897] lr: 1.702e-02, eta: 6:42:57, time: 1.308, data_time: 0.001, memory: 8462, top1_acc: 0.5917, top5_acc: 0.8276, loss_cls: 1.5898, loss: 1.5898, grad_norm: 3.3929 2021-06-07 00:53:44,791 - mmaction - INFO - Epoch [51][180/897] lr: 1.702e-02, eta: 6:42:15, time: 1.405, data_time: 0.001, memory: 8462, top1_acc: 0.5958, top5_acc: 0.8198, loss_cls: 1.5816, loss: 1.5816, grad_norm: 3.3305 2021-06-07 00:54:13,241 - mmaction - INFO - Epoch [51][200/897] lr: 1.702e-02, eta: 6:41:34, time: 1.422, data_time: 0.001, memory: 8462, top1_acc: 0.6057, top5_acc: 0.8391, loss_cls: 1.5078, loss: 1.5078, grad_norm: 3.2519 2021-06-07 00:54:41,768 - mmaction - INFO - Epoch [51][220/897] lr: 1.702e-02, eta: 6:40:52, time: 1.427, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8479, loss_cls: 1.4888, loss: 1.4888, grad_norm: 3.1603 2021-06-07 00:55:13,306 - mmaction - INFO - Epoch [51][240/897] lr: 1.702e-02, eta: 6:40:11, time: 1.574, data_time: 0.006, memory: 8462, top1_acc: 0.6010, top5_acc: 0.8516, loss_cls: 1.5089, loss: 1.5089, grad_norm: 3.2485 2021-06-07 00:55:42,190 - mmaction - INFO - Epoch [51][260/897] lr: 1.702e-02, eta: 6:39:29, time: 1.447, data_time: 0.008, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8448, loss_cls: 1.5129, loss: 1.5129, grad_norm: 3.3531 2021-06-07 00:56:11,650 - mmaction - INFO - Epoch [51][280/897] lr: 1.702e-02, eta: 6:38:47, time: 1.473, data_time: 0.001, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8521, loss_cls: 1.4323, loss: 1.4323, grad_norm: 3.1846 2021-06-07 00:56:40,774 - mmaction - INFO - Epoch [51][300/897] lr: 1.702e-02, eta: 6:38:06, time: 1.456, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8505, loss_cls: 1.4927, loss: 1.4927, grad_norm: 3.3400 2021-06-07 00:57:11,186 - mmaction - INFO - Epoch [51][320/897] lr: 1.702e-02, eta: 6:37:24, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.5885, top5_acc: 0.8313, loss_cls: 1.5590, loss: 1.5590, grad_norm: 3.3736 2021-06-07 00:57:41,240 - mmaction - INFO - Epoch [51][340/897] lr: 1.702e-02, eta: 6:36:43, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.6016, top5_acc: 0.8307, loss_cls: 1.5449, loss: 1.5449, grad_norm: 3.3561 2021-06-07 00:58:11,163 - mmaction - INFO - Epoch [51][360/897] lr: 1.702e-02, eta: 6:36:02, time: 1.496, data_time: 0.001, memory: 8462, top1_acc: 0.5995, top5_acc: 0.8411, loss_cls: 1.5702, loss: 1.5702, grad_norm: 3.3568 2021-06-07 00:58:41,690 - mmaction - INFO - Epoch [51][380/897] lr: 1.702e-02, eta: 6:35:20, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.6104, top5_acc: 0.8448, loss_cls: 1.4716, loss: 1.4716, grad_norm: 3.3199 2021-06-07 00:59:12,460 - mmaction - INFO - Epoch [51][400/897] lr: 1.702e-02, eta: 6:34:39, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.5995, top5_acc: 0.8375, loss_cls: 1.5472, loss: 1.5472, grad_norm: 3.3616 2021-06-07 00:59:41,999 - mmaction - INFO - Epoch [51][420/897] lr: 1.702e-02, eta: 6:33:58, time: 1.477, data_time: 0.001, memory: 8462, top1_acc: 0.6104, top5_acc: 0.8443, loss_cls: 1.4913, loss: 1.4913, grad_norm: 3.2914 2021-06-07 01:00:12,365 - mmaction - INFO - Epoch [51][440/897] lr: 1.702e-02, eta: 6:33:17, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8344, loss_cls: 1.5614, loss: 1.5614, grad_norm: 3.4138 2021-06-07 01:00:42,767 - mmaction - INFO - Epoch [51][460/897] lr: 1.702e-02, eta: 6:32:35, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.5974, top5_acc: 0.8292, loss_cls: 1.5552, loss: 1.5552, grad_norm: 3.3816 2021-06-07 01:01:12,712 - mmaction - INFO - Epoch [51][480/897] lr: 1.702e-02, eta: 6:31:54, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.5802, top5_acc: 0.8339, loss_cls: 1.5928, loss: 1.5928, grad_norm: 3.2827 2021-06-07 01:01:43,259 - mmaction - INFO - Epoch [51][500/897] lr: 1.702e-02, eta: 6:31:13, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8359, loss_cls: 1.5302, loss: 1.5302, grad_norm: 3.3713 2021-06-07 01:02:13,156 - mmaction - INFO - Epoch [51][520/897] lr: 1.702e-02, eta: 6:30:31, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.5891, top5_acc: 0.8359, loss_cls: 1.5701, loss: 1.5701, grad_norm: 3.3663 2021-06-07 01:02:43,044 - mmaction - INFO - Epoch [51][540/897] lr: 1.702e-02, eta: 6:29:50, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.5906, top5_acc: 0.8469, loss_cls: 1.5456, loss: 1.5456, grad_norm: 3.3625 2021-06-07 01:03:13,155 - mmaction - INFO - Epoch [51][560/897] lr: 1.702e-02, eta: 6:29:09, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.5891, top5_acc: 0.8411, loss_cls: 1.5361, loss: 1.5361, grad_norm: 3.2867 2021-06-07 01:03:43,461 - mmaction - INFO - Epoch [51][580/897] lr: 1.702e-02, eta: 6:28:28, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8344, loss_cls: 1.5248, loss: 1.5248, grad_norm: 3.3880 2021-06-07 01:04:14,676 - mmaction - INFO - Epoch [51][600/897] lr: 1.702e-02, eta: 6:27:47, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.5953, top5_acc: 0.8438, loss_cls: 1.5340, loss: 1.5340, grad_norm: 3.3852 2021-06-07 01:04:43,938 - mmaction - INFO - Epoch [51][620/897] lr: 1.702e-02, eta: 6:27:05, time: 1.463, data_time: 0.001, memory: 8462, top1_acc: 0.6057, top5_acc: 0.8380, loss_cls: 1.4891, loss: 1.4891, grad_norm: 3.2873 2021-06-07 01:05:14,410 - mmaction - INFO - Epoch [51][640/897] lr: 1.702e-02, eta: 6:26:24, time: 1.524, data_time: 0.002, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8422, loss_cls: 1.5119, loss: 1.5119, grad_norm: 3.2994 2021-06-07 01:05:44,030 - mmaction - INFO - Epoch [51][660/897] lr: 1.702e-02, eta: 6:25:43, time: 1.481, data_time: 0.001, memory: 8462, top1_acc: 0.6057, top5_acc: 0.8464, loss_cls: 1.5080, loss: 1.5080, grad_norm: 3.3077 2021-06-07 01:06:14,036 - mmaction - INFO - Epoch [51][680/897] lr: 1.702e-02, eta: 6:25:02, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8344, loss_cls: 1.5343, loss: 1.5343, grad_norm: 3.3671 2021-06-07 01:06:45,801 - mmaction - INFO - Epoch [51][700/897] lr: 1.702e-02, eta: 6:24:21, time: 1.588, data_time: 0.000, memory: 8462, top1_acc: 0.5729, top5_acc: 0.8219, loss_cls: 1.6377, loss: 1.6377, grad_norm: 3.4143 2021-06-07 01:07:16,553 - mmaction - INFO - Epoch [51][720/897] lr: 1.702e-02, eta: 6:23:40, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8438, loss_cls: 1.5081, loss: 1.5081, grad_norm: 3.2068 2021-06-07 01:07:48,486 - mmaction - INFO - Epoch [51][740/897] lr: 1.702e-02, eta: 6:22:59, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.5964, top5_acc: 0.8422, loss_cls: 1.5253, loss: 1.5253, grad_norm: 3.3701 2021-06-07 01:08:18,774 - mmaction - INFO - Epoch [51][760/897] lr: 1.702e-02, eta: 6:22:18, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.5891, top5_acc: 0.8234, loss_cls: 1.6083, loss: 1.6083, grad_norm: 3.4209 2021-06-07 01:08:49,996 - mmaction - INFO - Epoch [51][780/897] lr: 1.702e-02, eta: 6:21:37, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.6120, top5_acc: 0.8349, loss_cls: 1.5396, loss: 1.5396, grad_norm: 3.3728 2021-06-07 01:09:21,000 - mmaction - INFO - Epoch [51][800/897] lr: 1.702e-02, eta: 6:20:56, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.5891, top5_acc: 0.8115, loss_cls: 1.6064, loss: 1.6064, grad_norm: 3.3036 2021-06-07 01:09:53,736 - mmaction - INFO - Epoch [51][820/897] lr: 1.702e-02, eta: 6:20:16, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.5823, top5_acc: 0.8198, loss_cls: 1.6117, loss: 1.6117, grad_norm: 3.3696 2021-06-07 01:10:26,085 - mmaction - INFO - Epoch [51][840/897] lr: 1.702e-02, eta: 6:19:35, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.5948, top5_acc: 0.8438, loss_cls: 1.5238, loss: 1.5238, grad_norm: 3.3556 2021-06-07 01:10:58,009 - mmaction - INFO - Epoch [51][860/897] lr: 1.702e-02, eta: 6:18:55, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.5990, top5_acc: 0.8271, loss_cls: 1.5750, loss: 1.5750, grad_norm: 3.3435 2021-06-07 01:11:30,562 - mmaction - INFO - Epoch [51][880/897] lr: 1.702e-02, eta: 6:18:14, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.6177, top5_acc: 0.8479, loss_cls: 1.5165, loss: 1.5165, grad_norm: 3.2715 2021-06-07 01:12:01,374 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-06-07 01:20:26,693 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 01:20:26,944 - mmaction - INFO - top1_acc 0.4002 top5_acc 0.7238 2021-06-07 01:20:26,944 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 01:20:27,008 - mmaction - INFO - mean_acc 0.3652 2021-06-07 01:20:28,239 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. 2021-06-07 01:20:28,239 - mmaction - INFO - Best top1_acc is 0.4002 at 51 epoch. 2021-06-07 01:20:28,244 - mmaction - INFO - Epoch(val) [51][897] top1_acc: 0.4002, top5_acc: 0.7238, mean_class_accuracy: 0.3652 2021-06-07 01:27:45,985 - mmaction - INFO - Epoch [52][20/897] lr: 1.476e-02, eta: 6:18:35, time: 21.883, data_time: 20.905, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8531, loss_cls: 1.4690, loss: 1.4690, grad_norm: 3.3349 2021-06-07 01:28:03,873 - mmaction - INFO - Epoch [52][40/897] lr: 1.476e-02, eta: 6:17:51, time: 0.896, data_time: 0.003, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8438, loss_cls: 1.4825, loss: 1.4825, grad_norm: 3.2656 2021-06-07 01:28:22,018 - mmaction - INFO - Epoch [52][60/897] lr: 1.476e-02, eta: 6:17:07, time: 0.908, data_time: 0.001, memory: 8462, top1_acc: 0.6109, top5_acc: 0.8495, loss_cls: 1.4970, loss: 1.4970, grad_norm: 3.3102 2021-06-07 01:28:41,318 - mmaction - INFO - Epoch [52][80/897] lr: 1.476e-02, eta: 6:16:23, time: 0.965, data_time: 0.001, memory: 8462, top1_acc: 0.6193, top5_acc: 0.8464, loss_cls: 1.4504, loss: 1.4504, grad_norm: 3.3576 2021-06-07 01:29:01,704 - mmaction - INFO - Epoch [52][100/897] lr: 1.476e-02, eta: 6:15:39, time: 1.019, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8323, loss_cls: 1.4755, loss: 1.4755, grad_norm: 3.3415 2021-06-07 01:29:24,904 - mmaction - INFO - Epoch [52][120/897] lr: 1.476e-02, eta: 6:14:56, time: 1.160, data_time: 0.001, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8542, loss_cls: 1.4450, loss: 1.4450, grad_norm: 3.2770 2021-06-07 01:29:48,124 - mmaction - INFO - Epoch [52][140/897] lr: 1.476e-02, eta: 6:14:13, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8156, loss_cls: 1.5612, loss: 1.5612, grad_norm: 3.4336 2021-06-07 01:30:14,319 - mmaction - INFO - Epoch [52][160/897] lr: 1.476e-02, eta: 6:13:31, time: 1.309, data_time: 0.001, memory: 8462, top1_acc: 0.5979, top5_acc: 0.8443, loss_cls: 1.5245, loss: 1.5245, grad_norm: 3.3545 2021-06-07 01:30:40,636 - mmaction - INFO - Epoch [52][180/897] lr: 1.476e-02, eta: 6:12:49, time: 1.316, data_time: 0.002, memory: 8462, top1_acc: 0.6172, top5_acc: 0.8391, loss_cls: 1.4885, loss: 1.4885, grad_norm: 3.2854 2021-06-07 01:31:08,191 - mmaction - INFO - Epoch [52][200/897] lr: 1.476e-02, eta: 6:12:07, time: 1.378, data_time: 0.001, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8422, loss_cls: 1.4611, loss: 1.4611, grad_norm: 3.2913 2021-06-07 01:31:36,910 - mmaction - INFO - Epoch [52][220/897] lr: 1.476e-02, eta: 6:11:25, time: 1.436, data_time: 0.001, memory: 8462, top1_acc: 0.6271, top5_acc: 0.8479, loss_cls: 1.4440, loss: 1.4440, grad_norm: 3.3774 2021-06-07 01:32:05,843 - mmaction - INFO - Epoch [52][240/897] lr: 1.476e-02, eta: 6:10:44, time: 1.447, data_time: 0.001, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8411, loss_cls: 1.4848, loss: 1.4848, grad_norm: 3.4290 2021-06-07 01:32:35,843 - mmaction - INFO - Epoch [52][260/897] lr: 1.476e-02, eta: 6:10:03, time: 1.500, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8490, loss_cls: 1.4749, loss: 1.4749, grad_norm: 3.3949 2021-06-07 01:33:05,825 - mmaction - INFO - Epoch [52][280/897] lr: 1.476e-02, eta: 6:09:22, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8260, loss_cls: 1.5602, loss: 1.5602, grad_norm: 3.3974 2021-06-07 01:33:36,080 - mmaction - INFO - Epoch [52][300/897] lr: 1.476e-02, eta: 6:08:40, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.6016, top5_acc: 0.8354, loss_cls: 1.5476, loss: 1.5476, grad_norm: 3.4254 2021-06-07 01:34:06,961 - mmaction - INFO - Epoch [52][320/897] lr: 1.476e-02, eta: 6:08:00, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.5943, top5_acc: 0.8432, loss_cls: 1.5199, loss: 1.5199, grad_norm: 3.4725 2021-06-07 01:34:38,530 - mmaction - INFO - Epoch [52][340/897] lr: 1.476e-02, eta: 6:07:19, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6026, top5_acc: 0.8318, loss_cls: 1.5506, loss: 1.5506, grad_norm: 3.3740 2021-06-07 01:35:10,361 - mmaction - INFO - Epoch [52][360/897] lr: 1.476e-02, eta: 6:06:38, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.6031, top5_acc: 0.8526, loss_cls: 1.4712, loss: 1.4712, grad_norm: 3.3052 2021-06-07 01:35:41,826 - mmaction - INFO - Epoch [52][380/897] lr: 1.476e-02, eta: 6:05:57, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8339, loss_cls: 1.4871, loss: 1.4871, grad_norm: 3.3674 2021-06-07 01:36:13,647 - mmaction - INFO - Epoch [52][400/897] lr: 1.476e-02, eta: 6:05:17, time: 1.591, data_time: 0.001, memory: 8462, top1_acc: 0.6120, top5_acc: 0.8458, loss_cls: 1.4766, loss: 1.4766, grad_norm: 3.4022 2021-06-07 01:36:46,401 - mmaction - INFO - Epoch [52][420/897] lr: 1.476e-02, eta: 6:04:36, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.6000, top5_acc: 0.8318, loss_cls: 1.5626, loss: 1.5626, grad_norm: 3.4520 2021-06-07 01:37:18,554 - mmaction - INFO - Epoch [52][440/897] lr: 1.476e-02, eta: 6:03:56, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.6255, top5_acc: 0.8427, loss_cls: 1.4637, loss: 1.4637, grad_norm: 3.3686 2021-06-07 01:37:50,263 - mmaction - INFO - Epoch [52][460/897] lr: 1.476e-02, eta: 6:03:15, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8354, loss_cls: 1.5116, loss: 1.5116, grad_norm: 3.3567 2021-06-07 01:38:22,959 - mmaction - INFO - Epoch [52][480/897] lr: 1.476e-02, eta: 6:02:35, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.6047, top5_acc: 0.8443, loss_cls: 1.5118, loss: 1.5118, grad_norm: 3.4328 2021-06-07 01:38:55,650 - mmaction - INFO - Epoch [52][500/897] lr: 1.476e-02, eta: 6:01:54, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.6193, top5_acc: 0.8417, loss_cls: 1.4838, loss: 1.4838, grad_norm: 3.4815 2021-06-07 01:39:24,843 - mmaction - INFO - Epoch [52][520/897] lr: 1.476e-02, eta: 6:01:13, time: 1.460, data_time: 0.001, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8443, loss_cls: 1.4934, loss: 1.4934, grad_norm: 3.3315 2021-06-07 01:39:57,253 - mmaction - INFO - Epoch [52][540/897] lr: 1.476e-02, eta: 6:00:32, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8411, loss_cls: 1.5029, loss: 1.5029, grad_norm: 3.5013 2021-06-07 01:40:29,558 - mmaction - INFO - Epoch [52][560/897] lr: 1.476e-02, eta: 5:59:52, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.5948, top5_acc: 0.8396, loss_cls: 1.5593, loss: 1.5593, grad_norm: 3.5148 2021-06-07 01:41:01,828 - mmaction - INFO - Epoch [52][580/897] lr: 1.476e-02, eta: 5:59:11, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8432, loss_cls: 1.4536, loss: 1.4536, grad_norm: 3.3770 2021-06-07 01:41:34,069 - mmaction - INFO - Epoch [52][600/897] lr: 1.476e-02, eta: 5:58:31, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.6062, top5_acc: 0.8479, loss_cls: 1.4864, loss: 1.4864, grad_norm: 3.4149 2021-06-07 01:42:05,249 - mmaction - INFO - Epoch [52][620/897] lr: 1.476e-02, eta: 5:57:50, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8474, loss_cls: 1.5117, loss: 1.5117, grad_norm: 3.4234 2021-06-07 01:42:36,933 - mmaction - INFO - Epoch [52][640/897] lr: 1.476e-02, eta: 5:57:10, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.5974, top5_acc: 0.8365, loss_cls: 1.5333, loss: 1.5333, grad_norm: 3.4017 2021-06-07 01:43:09,459 - mmaction - INFO - Epoch [52][660/897] lr: 1.476e-02, eta: 5:56:29, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.5906, top5_acc: 0.8557, loss_cls: 1.4698, loss: 1.4698, grad_norm: 3.3161 2021-06-07 01:43:40,268 - mmaction - INFO - Epoch [52][680/897] lr: 1.476e-02, eta: 5:55:48, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8536, loss_cls: 1.4496, loss: 1.4496, grad_norm: 3.3746 2021-06-07 01:44:11,899 - mmaction - INFO - Epoch [52][700/897] lr: 1.476e-02, eta: 5:55:08, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8385, loss_cls: 1.4759, loss: 1.4759, grad_norm: 3.3839 2021-06-07 01:44:43,306 - mmaction - INFO - Epoch [52][720/897] lr: 1.476e-02, eta: 5:54:27, time: 1.570, data_time: 0.001, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8417, loss_cls: 1.4962, loss: 1.4962, grad_norm: 3.4248 2021-06-07 01:45:13,828 - mmaction - INFO - Epoch [52][740/897] lr: 1.476e-02, eta: 5:53:46, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.6010, top5_acc: 0.8271, loss_cls: 1.5668, loss: 1.5668, grad_norm: 3.4582 2021-06-07 01:45:45,711 - mmaction - INFO - Epoch [52][760/897] lr: 1.476e-02, eta: 5:53:06, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.6057, top5_acc: 0.8313, loss_cls: 1.5298, loss: 1.5298, grad_norm: 3.3127 2021-06-07 01:46:16,408 - mmaction - INFO - Epoch [52][780/897] lr: 1.476e-02, eta: 5:52:25, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8406, loss_cls: 1.4731, loss: 1.4731, grad_norm: 3.4064 2021-06-07 01:46:47,851 - mmaction - INFO - Epoch [52][800/897] lr: 1.476e-02, eta: 5:51:45, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.6036, top5_acc: 0.8385, loss_cls: 1.5353, loss: 1.5353, grad_norm: 3.4563 2021-06-07 01:47:18,044 - mmaction - INFO - Epoch [52][820/897] lr: 1.476e-02, eta: 5:51:04, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.6172, top5_acc: 0.8365, loss_cls: 1.5137, loss: 1.5137, grad_norm: 3.5513 2021-06-07 01:47:48,970 - mmaction - INFO - Epoch [52][840/897] lr: 1.476e-02, eta: 5:50:23, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8448, loss_cls: 1.4899, loss: 1.4899, grad_norm: 3.5322 2021-06-07 01:48:19,800 - mmaction - INFO - Epoch [52][860/897] lr: 1.476e-02, eta: 5:49:42, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.6156, top5_acc: 0.8458, loss_cls: 1.4761, loss: 1.4761, grad_norm: 3.3499 2021-06-07 01:48:50,324 - mmaction - INFO - Epoch [52][880/897] lr: 1.476e-02, eta: 5:49:01, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.6151, top5_acc: 0.8422, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.4143 2021-06-07 01:49:17,616 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-06-07 01:57:54,906 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 01:57:55,155 - mmaction - INFO - top1_acc 0.4164 top5_acc 0.7310 2021-06-07 01:57:55,156 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 01:57:55,215 - mmaction - INFO - mean_acc 0.3845 2021-06-07 01:57:56,440 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2021-06-07 01:57:56,441 - mmaction - INFO - Best top1_acc is 0.4164 at 52 epoch. 2021-06-07 01:57:56,445 - mmaction - INFO - Epoch(val) [52][897] top1_acc: 0.4164, top5_acc: 0.7310, mean_class_accuracy: 0.3845 2021-06-07 02:05:42,860 - mmaction - INFO - Epoch [53][20/897] lr: 1.264e-02, eta: 5:49:20, time: 23.317, data_time: 22.317, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8547, loss_cls: 1.4334, loss: 1.4334, grad_norm: 3.1843 2021-06-07 02:06:00,665 - mmaction - INFO - Epoch [53][40/897] lr: 1.264e-02, eta: 5:48:36, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8521, loss_cls: 1.4333, loss: 1.4333, grad_norm: 3.4120 2021-06-07 02:06:18,797 - mmaction - INFO - Epoch [53][60/897] lr: 1.264e-02, eta: 5:47:53, time: 0.907, data_time: 0.001, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8406, loss_cls: 1.4816, loss: 1.4816, grad_norm: 3.4200 2021-06-07 02:06:37,789 - mmaction - INFO - Epoch [53][80/897] lr: 1.264e-02, eta: 5:47:09, time: 0.949, data_time: 0.001, memory: 8462, top1_acc: 0.6401, top5_acc: 0.8589, loss_cls: 1.3859, loss: 1.3859, grad_norm: 3.2632 2021-06-07 02:06:57,581 - mmaction - INFO - Epoch [53][100/897] lr: 1.264e-02, eta: 5:46:26, time: 0.990, data_time: 0.001, memory: 8462, top1_acc: 0.6365, top5_acc: 0.8604, loss_cls: 1.4061, loss: 1.4061, grad_norm: 3.4077 2021-06-07 02:07:19,490 - mmaction - INFO - Epoch [53][120/897] lr: 1.264e-02, eta: 5:45:43, time: 1.095, data_time: 0.001, memory: 8462, top1_acc: 0.6130, top5_acc: 0.8396, loss_cls: 1.4903, loss: 1.4903, grad_norm: 3.4656 2021-06-07 02:07:43,452 - mmaction - INFO - Epoch [53][140/897] lr: 1.264e-02, eta: 5:45:00, time: 1.198, data_time: 0.001, memory: 8462, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4367, loss: 1.4367, grad_norm: 3.4504 2021-06-07 02:08:09,215 - mmaction - INFO - Epoch [53][160/897] lr: 1.264e-02, eta: 5:44:19, time: 1.288, data_time: 0.001, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8297, loss_cls: 1.5320, loss: 1.5320, grad_norm: 3.4862 2021-06-07 02:08:36,381 - mmaction - INFO - Epoch [53][180/897] lr: 1.264e-02, eta: 5:43:37, time: 1.358, data_time: 0.001, memory: 8462, top1_acc: 0.6135, top5_acc: 0.8458, loss_cls: 1.4578, loss: 1.4578, grad_norm: 3.4134 2021-06-07 02:09:03,788 - mmaction - INFO - Epoch [53][200/897] lr: 1.264e-02, eta: 5:42:55, time: 1.370, data_time: 0.001, memory: 8462, top1_acc: 0.6411, top5_acc: 0.8609, loss_cls: 1.4216, loss: 1.4216, grad_norm: 3.3413 2021-06-07 02:09:32,395 - mmaction - INFO - Epoch [53][220/897] lr: 1.264e-02, eta: 5:42:14, time: 1.430, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8510, loss_cls: 1.3996, loss: 1.3996, grad_norm: 3.3552 2021-06-07 02:10:00,743 - mmaction - INFO - Epoch [53][240/897] lr: 1.264e-02, eta: 5:41:33, time: 1.417, data_time: 0.001, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8661, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.3786 2021-06-07 02:10:29,207 - mmaction - INFO - Epoch [53][260/897] lr: 1.264e-02, eta: 5:40:51, time: 1.423, data_time: 0.001, memory: 8462, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.4077, loss: 1.4077, grad_norm: 3.4400 2021-06-07 02:10:58,156 - mmaction - INFO - Epoch [53][280/897] lr: 1.264e-02, eta: 5:40:10, time: 1.448, data_time: 0.001, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8391, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.4807 2021-06-07 02:11:27,472 - mmaction - INFO - Epoch [53][300/897] lr: 1.264e-02, eta: 5:39:29, time: 1.466, data_time: 0.001, memory: 8462, top1_acc: 0.6156, top5_acc: 0.8557, loss_cls: 1.4439, loss: 1.4439, grad_norm: 3.4389 2021-06-07 02:11:56,531 - mmaction - INFO - Epoch [53][320/897] lr: 1.264e-02, eta: 5:38:48, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.6203, top5_acc: 0.8542, loss_cls: 1.4268, loss: 1.4268, grad_norm: 3.4220 2021-06-07 02:12:27,254 - mmaction - INFO - Epoch [53][340/897] lr: 1.264e-02, eta: 5:38:07, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8391, loss_cls: 1.4931, loss: 1.4931, grad_norm: 3.5238 2021-06-07 02:12:56,526 - mmaction - INFO - Epoch [53][360/897] lr: 1.264e-02, eta: 5:37:26, time: 1.464, data_time: 0.001, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8521, loss_cls: 1.4217, loss: 1.4217, grad_norm: 3.4776 2021-06-07 02:13:27,063 - mmaction - INFO - Epoch [53][380/897] lr: 1.264e-02, eta: 5:36:45, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8516, loss_cls: 1.4221, loss: 1.4221, grad_norm: 3.4681 2021-06-07 02:13:58,061 - mmaction - INFO - Epoch [53][400/897] lr: 1.264e-02, eta: 5:36:05, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.6099, top5_acc: 0.8458, loss_cls: 1.4827, loss: 1.4827, grad_norm: 3.5806 2021-06-07 02:14:28,988 - mmaction - INFO - Epoch [53][420/897] lr: 1.264e-02, eta: 5:35:24, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.5969, top5_acc: 0.8547, loss_cls: 1.4729, loss: 1.4729, grad_norm: 3.4921 2021-06-07 02:14:59,898 - mmaction - INFO - Epoch [53][440/897] lr: 1.264e-02, eta: 5:34:43, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8531, loss_cls: 1.4762, loss: 1.4762, grad_norm: 3.4778 2021-06-07 02:15:32,106 - mmaction - INFO - Epoch [53][460/897] lr: 1.264e-02, eta: 5:34:03, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.6042, top5_acc: 0.8370, loss_cls: 1.4799, loss: 1.4799, grad_norm: 3.3966 2021-06-07 02:16:03,562 - mmaction - INFO - Epoch [53][480/897] lr: 1.264e-02, eta: 5:33:23, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8417, loss_cls: 1.4630, loss: 1.4630, grad_norm: 3.3906 2021-06-07 02:16:35,981 - mmaction - INFO - Epoch [53][500/897] lr: 1.264e-02, eta: 5:32:42, time: 1.621, data_time: 0.001, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4362, loss: 1.4362, grad_norm: 3.4201 2021-06-07 02:17:08,537 - mmaction - INFO - Epoch [53][520/897] lr: 1.264e-02, eta: 5:32:02, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.6318, top5_acc: 0.8620, loss_cls: 1.4036, loss: 1.4036, grad_norm: 3.3938 2021-06-07 02:17:40,767 - mmaction - INFO - Epoch [53][540/897] lr: 1.264e-02, eta: 5:31:22, time: 1.611, data_time: 0.001, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8354, loss_cls: 1.4956, loss: 1.4956, grad_norm: 3.5936 2021-06-07 02:18:12,791 - mmaction - INFO - Epoch [53][560/897] lr: 1.264e-02, eta: 5:30:41, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8385, loss_cls: 1.4752, loss: 1.4752, grad_norm: 3.4930 2021-06-07 02:18:44,365 - mmaction - INFO - Epoch [53][580/897] lr: 1.264e-02, eta: 5:30:01, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8552, loss_cls: 1.4478, loss: 1.4478, grad_norm: 3.4261 2021-06-07 02:19:16,082 - mmaction - INFO - Epoch [53][600/897] lr: 1.264e-02, eta: 5:29:20, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8448, loss_cls: 1.4439, loss: 1.4439, grad_norm: 3.5101 2021-06-07 02:19:47,992 - mmaction - INFO - Epoch [53][620/897] lr: 1.264e-02, eta: 5:28:40, time: 1.595, data_time: 0.001, memory: 8462, top1_acc: 0.6271, top5_acc: 0.8406, loss_cls: 1.4585, loss: 1.4585, grad_norm: 3.5090 2021-06-07 02:20:19,777 - mmaction - INFO - Epoch [53][640/897] lr: 1.264e-02, eta: 5:28:00, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.6078, top5_acc: 0.8417, loss_cls: 1.4816, loss: 1.4816, grad_norm: 3.5136 2021-06-07 02:20:52,016 - mmaction - INFO - Epoch [53][660/897] lr: 1.264e-02, eta: 5:27:19, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8417, loss_cls: 1.5140, loss: 1.5140, grad_norm: 3.4956 2021-06-07 02:21:23,392 - mmaction - INFO - Epoch [53][680/897] lr: 1.264e-02, eta: 5:26:39, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.6255, top5_acc: 0.8474, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.5563 2021-06-07 02:21:54,967 - mmaction - INFO - Epoch [53][700/897] lr: 1.264e-02, eta: 5:25:58, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6021, top5_acc: 0.8406, loss_cls: 1.4841, loss: 1.4841, grad_norm: 3.6727 2021-06-07 02:22:26,540 - mmaction - INFO - Epoch [53][720/897] lr: 1.264e-02, eta: 5:25:18, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8484, loss_cls: 1.4283, loss: 1.4283, grad_norm: 3.4707 2021-06-07 02:22:57,899 - mmaction - INFO - Epoch [53][740/897] lr: 1.264e-02, eta: 5:24:38, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8552, loss_cls: 1.4089, loss: 1.4089, grad_norm: 3.4568 2021-06-07 02:23:29,196 - mmaction - INFO - Epoch [53][760/897] lr: 1.264e-02, eta: 5:23:57, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8526, loss_cls: 1.4124, loss: 1.4124, grad_norm: 3.4644 2021-06-07 02:23:59,883 - mmaction - INFO - Epoch [53][780/897] lr: 1.264e-02, eta: 5:23:16, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8490, loss_cls: 1.4605, loss: 1.4605, grad_norm: 3.5395 2021-06-07 02:24:30,019 - mmaction - INFO - Epoch [53][800/897] lr: 1.264e-02, eta: 5:22:36, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.6318, top5_acc: 0.8583, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.5554 2021-06-07 02:25:00,449 - mmaction - INFO - Epoch [53][820/897] lr: 1.264e-02, eta: 5:21:55, time: 1.521, data_time: 0.001, memory: 8462, top1_acc: 0.6182, top5_acc: 0.8443, loss_cls: 1.4754, loss: 1.4754, grad_norm: 3.5360 2021-06-07 02:25:31,762 - mmaction - INFO - Epoch [53][840/897] lr: 1.264e-02, eta: 5:21:15, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.6250, top5_acc: 0.8703, loss_cls: 1.3842, loss: 1.3842, grad_norm: 3.4482 2021-06-07 02:26:02,560 - mmaction - INFO - Epoch [53][860/897] lr: 1.264e-02, eta: 5:20:34, time: 1.540, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8552, loss_cls: 1.4457, loss: 1.4457, grad_norm: 3.5431 2021-06-07 02:26:32,831 - mmaction - INFO - Epoch [53][880/897] lr: 1.264e-02, eta: 5:19:54, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.6141, top5_acc: 0.8438, loss_cls: 1.4747, loss: 1.4747, grad_norm: 3.5903 2021-06-07 02:27:01,937 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-06-07 02:35:33,036 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 02:35:33,283 - mmaction - INFO - top1_acc 0.4172 top5_acc 0.7349 2021-06-07 02:35:33,283 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 02:35:33,341 - mmaction - INFO - mean_acc 0.3829 2021-06-07 02:35:34,538 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. 2021-06-07 02:35:34,538 - mmaction - INFO - Best top1_acc is 0.4172 at 53 epoch. 2021-06-07 02:35:34,559 - mmaction - INFO - Epoch(val) [53][897] top1_acc: 0.4172, top5_acc: 0.7349, mean_class_accuracy: 0.3829 2021-06-07 02:42:49,133 - mmaction - INFO - Epoch [54][20/897] lr: 1.067e-02, eta: 5:19:57, time: 21.724, data_time: 20.761, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8677, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.2379 2021-06-07 02:43:06,927 - mmaction - INFO - Epoch [54][40/897] lr: 1.067e-02, eta: 5:19:13, time: 0.891, data_time: 0.003, memory: 8462, top1_acc: 0.6396, top5_acc: 0.8495, loss_cls: 1.4019, loss: 1.4019, grad_norm: 3.3863 2021-06-07 02:43:25,168 - mmaction - INFO - Epoch [54][60/897] lr: 1.067e-02, eta: 5:18:30, time: 0.912, data_time: 0.001, memory: 8462, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3273, loss: 1.3273, grad_norm: 3.3813 2021-06-07 02:43:44,205 - mmaction - INFO - Epoch [54][80/897] lr: 1.067e-02, eta: 5:17:47, time: 0.952, data_time: 0.001, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8432, loss_cls: 1.4231, loss: 1.4231, grad_norm: 3.4785 2021-06-07 02:44:04,934 - mmaction - INFO - Epoch [54][100/897] lr: 1.067e-02, eta: 5:17:04, time: 1.036, data_time: 0.001, memory: 8462, top1_acc: 0.6422, top5_acc: 0.8750, loss_cls: 1.3526, loss: 1.3526, grad_norm: 3.4573 2021-06-07 02:44:27,143 - mmaction - INFO - Epoch [54][120/897] lr: 1.067e-02, eta: 5:16:22, time: 1.110, data_time: 0.001, memory: 8462, top1_acc: 0.6422, top5_acc: 0.8599, loss_cls: 1.3715, loss: 1.3715, grad_norm: 3.5520 2021-06-07 02:44:52,298 - mmaction - INFO - Epoch [54][140/897] lr: 1.067e-02, eta: 5:15:40, time: 1.258, data_time: 0.001, memory: 8462, top1_acc: 0.6286, top5_acc: 0.8562, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.5852 2021-06-07 02:45:19,607 - mmaction - INFO - Epoch [54][160/897] lr: 1.067e-02, eta: 5:14:59, time: 1.363, data_time: 0.009, memory: 8462, top1_acc: 0.6411, top5_acc: 0.8620, loss_cls: 1.3866, loss: 1.3866, grad_norm: 3.6395 2021-06-07 02:45:45,780 - mmaction - INFO - Epoch [54][180/897] lr: 1.067e-02, eta: 5:14:17, time: 1.310, data_time: 0.007, memory: 8462, top1_acc: 0.6344, top5_acc: 0.8552, loss_cls: 1.3767, loss: 1.3767, grad_norm: 3.4908 2021-06-07 02:46:13,638 - mmaction - INFO - Epoch [54][200/897] lr: 1.067e-02, eta: 5:13:36, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8536, loss_cls: 1.4182, loss: 1.4182, grad_norm: 3.6801 2021-06-07 02:46:41,943 - mmaction - INFO - Epoch [54][220/897] lr: 1.067e-02, eta: 5:12:55, time: 1.415, data_time: 0.001, memory: 8462, top1_acc: 0.6432, top5_acc: 0.8688, loss_cls: 1.3211, loss: 1.3211, grad_norm: 3.4288 2021-06-07 02:47:09,771 - mmaction - INFO - Epoch [54][240/897] lr: 1.067e-02, eta: 5:12:14, time: 1.391, data_time: 0.001, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8599, loss_cls: 1.4012, loss: 1.4012, grad_norm: 3.5469 2021-06-07 02:47:38,083 - mmaction - INFO - Epoch [54][260/897] lr: 1.067e-02, eta: 5:11:33, time: 1.416, data_time: 0.001, memory: 8462, top1_acc: 0.6464, top5_acc: 0.8562, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.5758 2021-06-07 02:48:07,819 - mmaction - INFO - Epoch [54][280/897] lr: 1.067e-02, eta: 5:10:52, time: 1.487, data_time: 0.001, memory: 8462, top1_acc: 0.6224, top5_acc: 0.8594, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.5832 2021-06-07 02:48:38,011 - mmaction - INFO - Epoch [54][300/897] lr: 1.067e-02, eta: 5:10:12, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8599, loss_cls: 1.3557, loss: 1.3557, grad_norm: 3.4791 2021-06-07 02:49:07,842 - mmaction - INFO - Epoch [54][320/897] lr: 1.067e-02, eta: 5:09:31, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.6365, top5_acc: 0.8557, loss_cls: 1.3792, loss: 1.3792, grad_norm: 3.5549 2021-06-07 02:49:38,117 - mmaction - INFO - Epoch [54][340/897] lr: 1.067e-02, eta: 5:08:50, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.6292, top5_acc: 0.8542, loss_cls: 1.4276, loss: 1.4276, grad_norm: 3.6396 2021-06-07 02:50:10,242 - mmaction - INFO - Epoch [54][360/897] lr: 1.067e-02, eta: 5:08:10, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.6120, top5_acc: 0.8500, loss_cls: 1.4638, loss: 1.4638, grad_norm: 3.6715 2021-06-07 02:50:41,181 - mmaction - INFO - Epoch [54][380/897] lr: 1.067e-02, eta: 5:07:29, time: 1.547, data_time: 0.001, memory: 8462, top1_acc: 0.6208, top5_acc: 0.8547, loss_cls: 1.4216, loss: 1.4216, grad_norm: 3.5952 2021-06-07 02:51:12,552 - mmaction - INFO - Epoch [54][400/897] lr: 1.067e-02, eta: 5:06:49, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8474, loss_cls: 1.3792, loss: 1.3792, grad_norm: 3.4847 2021-06-07 02:51:45,122 - mmaction - INFO - Epoch [54][420/897] lr: 1.067e-02, eta: 5:06:09, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.6240, top5_acc: 0.8568, loss_cls: 1.3712, loss: 1.3712, grad_norm: 3.4994 2021-06-07 02:52:17,572 - mmaction - INFO - Epoch [54][440/897] lr: 1.067e-02, eta: 5:05:29, time: 1.623, data_time: 0.001, memory: 8462, top1_acc: 0.6260, top5_acc: 0.8526, loss_cls: 1.4100, loss: 1.4100, grad_norm: 3.6503 2021-06-07 02:52:48,272 - mmaction - INFO - Epoch [54][460/897] lr: 1.067e-02, eta: 5:04:48, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.6109, top5_acc: 0.8391, loss_cls: 1.5017, loss: 1.5017, grad_norm: 3.6643 2021-06-07 02:53:21,301 - mmaction - INFO - Epoch [54][480/897] lr: 1.067e-02, eta: 5:04:08, time: 1.652, data_time: 0.001, memory: 8462, top1_acc: 0.6411, top5_acc: 0.8536, loss_cls: 1.3897, loss: 1.3897, grad_norm: 3.5019 2021-06-07 02:53:53,224 - mmaction - INFO - Epoch [54][500/897] lr: 1.067e-02, eta: 5:03:28, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8542, loss_cls: 1.3922, loss: 1.3922, grad_norm: 3.5717 2021-06-07 02:54:25,927 - mmaction - INFO - Epoch [54][520/897] lr: 1.067e-02, eta: 5:02:48, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8703, loss_cls: 1.3273, loss: 1.3273, grad_norm: 3.6034 2021-06-07 02:54:57,876 - mmaction - INFO - Epoch [54][540/897] lr: 1.067e-02, eta: 5:02:08, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.6229, top5_acc: 0.8578, loss_cls: 1.4102, loss: 1.4102, grad_norm: 3.7004 2021-06-07 02:55:30,648 - mmaction - INFO - Epoch [54][560/897] lr: 1.067e-02, eta: 5:01:28, time: 1.639, data_time: 0.001, memory: 8462, top1_acc: 0.6255, top5_acc: 0.8401, loss_cls: 1.4720, loss: 1.4720, grad_norm: 3.6464 2021-06-07 02:56:01,236 - mmaction - INFO - Epoch [54][580/897] lr: 1.067e-02, eta: 5:00:47, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8573, loss_cls: 1.3973, loss: 1.3973, grad_norm: 3.5311 2021-06-07 02:56:33,504 - mmaction - INFO - Epoch [54][600/897] lr: 1.067e-02, eta: 5:00:07, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8490, loss_cls: 1.4534, loss: 1.4534, grad_norm: 3.6887 2021-06-07 02:57:04,981 - mmaction - INFO - Epoch [54][620/897] lr: 1.067e-02, eta: 4:59:27, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.6188, top5_acc: 0.8542, loss_cls: 1.4451, loss: 1.4451, grad_norm: 3.7149 2021-06-07 02:57:37,006 - mmaction - INFO - Epoch [54][640/897] lr: 1.067e-02, eta: 4:58:47, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.6328, top5_acc: 0.8651, loss_cls: 1.3616, loss: 1.3616, grad_norm: 3.5255 2021-06-07 02:58:07,582 - mmaction - INFO - Epoch [54][660/897] lr: 1.067e-02, eta: 4:58:06, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4368, loss: 1.4368, grad_norm: 3.6256 2021-06-07 02:58:37,975 - mmaction - INFO - Epoch [54][680/897] lr: 1.067e-02, eta: 4:57:26, time: 1.519, data_time: 0.001, memory: 8462, top1_acc: 0.6411, top5_acc: 0.8505, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.5811 2021-06-07 02:59:09,088 - mmaction - INFO - Epoch [54][700/897] lr: 1.067e-02, eta: 4:56:45, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.6177, top5_acc: 0.8469, loss_cls: 1.4499, loss: 1.4499, grad_norm: 3.6772 2021-06-07 02:59:39,918 - mmaction - INFO - Epoch [54][720/897] lr: 1.067e-02, eta: 4:56:05, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8562, loss_cls: 1.3843, loss: 1.3843, grad_norm: 3.5079 2021-06-07 03:00:10,637 - mmaction - INFO - Epoch [54][740/897] lr: 1.067e-02, eta: 4:55:25, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8490, loss_cls: 1.4639, loss: 1.4639, grad_norm: 3.6570 2021-06-07 03:00:41,756 - mmaction - INFO - Epoch [54][760/897] lr: 1.067e-02, eta: 4:54:44, time: 1.556, data_time: 0.001, memory: 8462, top1_acc: 0.6146, top5_acc: 0.8536, loss_cls: 1.4397, loss: 1.4397, grad_norm: 3.7109 2021-06-07 03:01:11,783 - mmaction - INFO - Epoch [54][780/897] lr: 1.067e-02, eta: 4:54:04, time: 1.501, data_time: 0.001, memory: 8462, top1_acc: 0.6104, top5_acc: 0.8521, loss_cls: 1.4665, loss: 1.4665, grad_norm: 3.6614 2021-06-07 03:01:42,700 - mmaction - INFO - Epoch [54][800/897] lr: 1.067e-02, eta: 4:53:24, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8568, loss_cls: 1.3870, loss: 1.3870, grad_norm: 3.6379 2021-06-07 03:02:12,184 - mmaction - INFO - Epoch [54][820/897] lr: 1.067e-02, eta: 4:52:43, time: 1.474, data_time: 0.001, memory: 8462, top1_acc: 0.6052, top5_acc: 0.8443, loss_cls: 1.4878, loss: 1.4878, grad_norm: 3.7481 2021-06-07 03:02:43,189 - mmaction - INFO - Epoch [54][840/897] lr: 1.067e-02, eta: 4:52:03, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8505, loss_cls: 1.4450, loss: 1.4450, grad_norm: 3.6437 2021-06-07 03:03:14,547 - mmaction - INFO - Epoch [54][860/897] lr: 1.067e-02, eta: 4:51:22, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6161, top5_acc: 0.8479, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.6916 2021-06-07 03:03:44,115 - mmaction - INFO - Epoch [54][880/897] lr: 1.067e-02, eta: 4:50:42, time: 1.479, data_time: 0.001, memory: 8462, top1_acc: 0.6125, top5_acc: 0.8495, loss_cls: 1.4574, loss: 1.4574, grad_norm: 3.7862 2021-06-07 03:04:12,856 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-06-07 03:12:53,302 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 03:12:53,568 - mmaction - INFO - top1_acc 0.4252 top5_acc 0.7382 2021-06-07 03:12:53,569 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 03:12:53,632 - mmaction - INFO - mean_acc 0.3883 2021-06-07 03:12:54,876 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-06-07 03:12:54,876 - mmaction - INFO - Best top1_acc is 0.4252 at 54 epoch. 2021-06-07 03:12:54,880 - mmaction - INFO - Epoch(val) [54][897] top1_acc: 0.4252, top5_acc: 0.7382, mean_class_accuracy: 0.3883 2021-06-07 03:20:35,949 - mmaction - INFO - Epoch [55][20/897] lr: 8.856e-03, eta: 4:50:42, time: 23.051, data_time: 22.049, memory: 8462, top1_acc: 0.6635, top5_acc: 0.8651, loss_cls: 1.2848, loss: 1.2848, grad_norm: 3.3572 2021-06-07 03:20:53,745 - mmaction - INFO - Epoch [55][40/897] lr: 8.856e-03, eta: 4:49:59, time: 0.892, data_time: 0.004, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8688, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.5388 2021-06-07 03:21:11,953 - mmaction - INFO - Epoch [55][60/897] lr: 8.856e-03, eta: 4:49:16, time: 0.910, data_time: 0.001, memory: 8462, top1_acc: 0.6302, top5_acc: 0.8526, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.6461 2021-06-07 03:21:30,916 - mmaction - INFO - Epoch [55][80/897] lr: 8.856e-03, eta: 4:48:34, time: 0.948, data_time: 0.001, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8542, loss_cls: 1.3656, loss: 1.3656, grad_norm: 3.5947 2021-06-07 03:21:51,482 - mmaction - INFO - Epoch [55][100/897] lr: 8.856e-03, eta: 4:47:51, time: 1.028, data_time: 0.001, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3112, loss: 1.3112, grad_norm: 3.5497 2021-06-07 03:22:13,823 - mmaction - INFO - Epoch [55][120/897] lr: 8.856e-03, eta: 4:47:09, time: 1.117, data_time: 0.001, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8630, loss_cls: 1.3530, loss: 1.3530, grad_norm: 3.5449 2021-06-07 03:22:38,286 - mmaction - INFO - Epoch [55][140/897] lr: 8.856e-03, eta: 4:46:28, time: 1.223, data_time: 0.001, memory: 8462, top1_acc: 0.6443, top5_acc: 0.8620, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.5009 2021-06-07 03:23:05,663 - mmaction - INFO - Epoch [55][160/897] lr: 8.856e-03, eta: 4:45:47, time: 1.369, data_time: 0.001, memory: 8462, top1_acc: 0.6500, top5_acc: 0.8693, loss_cls: 1.3247, loss: 1.3247, grad_norm: 3.6565 2021-06-07 03:23:33,269 - mmaction - INFO - Epoch [55][180/897] lr: 8.856e-03, eta: 4:45:06, time: 1.380, data_time: 0.001, memory: 8462, top1_acc: 0.6495, top5_acc: 0.8625, loss_cls: 1.3225, loss: 1.3225, grad_norm: 3.6229 2021-06-07 03:24:01,804 - mmaction - INFO - Epoch [55][200/897] lr: 8.856e-03, eta: 4:44:25, time: 1.427, data_time: 0.001, memory: 8462, top1_acc: 0.6495, top5_acc: 0.8536, loss_cls: 1.3795, loss: 1.3795, grad_norm: 3.6233 2021-06-07 03:24:31,696 - mmaction - INFO - Epoch [55][220/897] lr: 8.856e-03, eta: 4:43:45, time: 1.495, data_time: 0.001, memory: 8462, top1_acc: 0.6349, top5_acc: 0.8594, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.5847 2021-06-07 03:25:01,339 - mmaction - INFO - Epoch [55][240/897] lr: 8.856e-03, eta: 4:43:04, time: 1.482, data_time: 0.001, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8812, loss_cls: 1.2724, loss: 1.2724, grad_norm: 3.5451 2021-06-07 03:25:33,374 - mmaction - INFO - Epoch [55][260/897] lr: 8.856e-03, eta: 4:42:24, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.6234, top5_acc: 0.8521, loss_cls: 1.3973, loss: 1.3973, grad_norm: 3.6603 2021-06-07 03:26:03,807 - mmaction - INFO - Epoch [55][280/897] lr: 8.856e-03, eta: 4:41:43, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8708, loss_cls: 1.3353, loss: 1.3353, grad_norm: 3.5808 2021-06-07 03:26:35,459 - mmaction - INFO - Epoch [55][300/897] lr: 8.856e-03, eta: 4:41:03, time: 1.583, data_time: 0.001, memory: 8462, top1_acc: 0.6458, top5_acc: 0.8703, loss_cls: 1.3188, loss: 1.3188, grad_norm: 3.5268 2021-06-07 03:27:07,214 - mmaction - INFO - Epoch [55][320/897] lr: 8.856e-03, eta: 4:40:23, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8630, loss_cls: 1.3374, loss: 1.3374, grad_norm: 3.6153 2021-06-07 03:27:39,061 - mmaction - INFO - Epoch [55][340/897] lr: 8.856e-03, eta: 4:39:43, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8458, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.7152 2021-06-07 03:28:11,004 - mmaction - INFO - Epoch [55][360/897] lr: 8.856e-03, eta: 4:39:03, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8703, loss_cls: 1.3070, loss: 1.3070, grad_norm: 3.6262 2021-06-07 03:28:42,486 - mmaction - INFO - Epoch [55][380/897] lr: 8.856e-03, eta: 4:38:23, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8562, loss_cls: 1.3641, loss: 1.3641, grad_norm: 3.5948 2021-06-07 03:29:13,085 - mmaction - INFO - Epoch [55][400/897] lr: 8.856e-03, eta: 4:37:42, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.6172, top5_acc: 0.8557, loss_cls: 1.4260, loss: 1.4260, grad_norm: 3.7979 2021-06-07 03:29:44,535 - mmaction - INFO - Epoch [55][420/897] lr: 8.856e-03, eta: 4:37:02, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.6411, top5_acc: 0.8599, loss_cls: 1.3367, loss: 1.3367, grad_norm: 3.6362 2021-06-07 03:30:16,252 - mmaction - INFO - Epoch [55][440/897] lr: 8.856e-03, eta: 4:36:22, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.6370, top5_acc: 0.8677, loss_cls: 1.3303, loss: 1.3303, grad_norm: 3.6964 2021-06-07 03:30:48,347 - mmaction - INFO - Epoch [55][460/897] lr: 8.856e-03, eta: 4:35:42, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.6719, top5_acc: 0.8839, loss_cls: 1.2465, loss: 1.2465, grad_norm: 3.6509 2021-06-07 03:31:20,603 - mmaction - INFO - Epoch [55][480/897] lr: 8.856e-03, eta: 4:35:02, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.6661, top5_acc: 0.8703, loss_cls: 1.3198, loss: 1.3198, grad_norm: 3.6137 2021-06-07 03:31:52,638 - mmaction - INFO - Epoch [55][500/897] lr: 8.856e-03, eta: 4:34:22, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8505, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.6835 2021-06-07 03:32:24,232 - mmaction - INFO - Epoch [55][520/897] lr: 8.856e-03, eta: 4:33:42, time: 1.580, data_time: 0.001, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8656, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.7164 2021-06-07 03:32:56,308 - mmaction - INFO - Epoch [55][540/897] lr: 8.856e-03, eta: 4:33:02, time: 1.604, data_time: 0.001, memory: 8462, top1_acc: 0.6594, top5_acc: 0.8755, loss_cls: 1.2572, loss: 1.2572, grad_norm: 3.5438 2021-06-07 03:33:27,869 - mmaction - INFO - Epoch [55][560/897] lr: 8.856e-03, eta: 4:32:21, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.6401, top5_acc: 0.8760, loss_cls: 1.3225, loss: 1.3225, grad_norm: 3.7489 2021-06-07 03:33:59,562 - mmaction - INFO - Epoch [55][580/897] lr: 8.856e-03, eta: 4:31:41, time: 1.585, data_time: 0.001, memory: 8462, top1_acc: 0.6474, top5_acc: 0.8651, loss_cls: 1.3278, loss: 1.3278, grad_norm: 3.7048 2021-06-07 03:34:31,880 - mmaction - INFO - Epoch [55][600/897] lr: 8.856e-03, eta: 4:31:01, time: 1.616, data_time: 0.001, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8578, loss_cls: 1.3818, loss: 1.3818, grad_norm: 3.7281 2021-06-07 03:35:03,438 - mmaction - INFO - Epoch [55][620/897] lr: 8.856e-03, eta: 4:30:21, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.6562, top5_acc: 0.8651, loss_cls: 1.3071, loss: 1.3071, grad_norm: 3.5971 2021-06-07 03:35:34,462 - mmaction - INFO - Epoch [55][640/897] lr: 8.856e-03, eta: 4:29:41, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8667, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.5531 2021-06-07 03:36:05,636 - mmaction - INFO - Epoch [55][660/897] lr: 8.856e-03, eta: 4:29:01, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8661, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.5444 2021-06-07 03:36:36,684 - mmaction - INFO - Epoch [55][680/897] lr: 8.856e-03, eta: 4:28:21, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3355, loss: 1.3355, grad_norm: 3.6092 2021-06-07 03:37:07,505 - mmaction - INFO - Epoch [55][700/897] lr: 8.856e-03, eta: 4:27:41, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.6089, top5_acc: 0.8469, loss_cls: 1.4471, loss: 1.4471, grad_norm: 3.8348 2021-06-07 03:37:38,551 - mmaction - INFO - Epoch [55][720/897] lr: 8.856e-03, eta: 4:27:00, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.6490, top5_acc: 0.8615, loss_cls: 1.3639, loss: 1.3639, grad_norm: 3.6711 2021-06-07 03:38:09,967 - mmaction - INFO - Epoch [55][740/897] lr: 8.856e-03, eta: 4:26:20, time: 1.571, data_time: 0.001, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8703, loss_cls: 1.2989, loss: 1.2989, grad_norm: 3.5707 2021-06-07 03:38:41,900 - mmaction - INFO - Epoch [55][760/897] lr: 8.856e-03, eta: 4:25:40, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.6297, top5_acc: 0.8547, loss_cls: 1.3775, loss: 1.3775, grad_norm: 3.7517 2021-06-07 03:39:11,944 - mmaction - INFO - Epoch [55][780/897] lr: 8.856e-03, eta: 4:25:00, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.6318, top5_acc: 0.8578, loss_cls: 1.3888, loss: 1.3888, grad_norm: 3.8175 2021-06-07 03:39:42,045 - mmaction - INFO - Epoch [55][800/897] lr: 8.856e-03, eta: 4:24:20, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.6339, top5_acc: 0.8583, loss_cls: 1.3641, loss: 1.3641, grad_norm: 3.6944 2021-06-07 03:40:13,626 - mmaction - INFO - Epoch [55][820/897] lr: 8.856e-03, eta: 4:23:40, time: 1.579, data_time: 0.001, memory: 8462, top1_acc: 0.6406, top5_acc: 0.8734, loss_cls: 1.3198, loss: 1.3198, grad_norm: 3.6105 2021-06-07 03:40:44,498 - mmaction - INFO - Epoch [55][840/897] lr: 8.856e-03, eta: 4:23:00, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.6281, top5_acc: 0.8604, loss_cls: 1.3991, loss: 1.3991, grad_norm: 3.8085 2021-06-07 03:41:14,014 - mmaction - INFO - Epoch [55][860/897] lr: 8.856e-03, eta: 4:22:19, time: 1.476, data_time: 0.001, memory: 8462, top1_acc: 0.6354, top5_acc: 0.8651, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.7561 2021-06-07 03:41:43,346 - mmaction - INFO - Epoch [55][880/897] lr: 8.856e-03, eta: 4:21:39, time: 1.467, data_time: 0.001, memory: 8462, top1_acc: 0.6245, top5_acc: 0.8521, loss_cls: 1.3918, loss: 1.3918, grad_norm: 3.6469 2021-06-07 03:42:13,365 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-06-07 03:50:25,301 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 03:50:25,551 - mmaction - INFO - top1_acc 0.4227 top5_acc 0.7316 2021-06-07 03:50:25,552 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 03:50:25,611 - mmaction - INFO - mean_acc 0.3861 2021-06-07 03:50:25,614 - mmaction - INFO - Epoch(val) [55][897] top1_acc: 0.4227, top5_acc: 0.7316, mean_class_accuracy: 0.3861 2021-06-07 03:58:07,061 - mmaction - INFO - Epoch [56][20/897] lr: 7.201e-03, eta: 4:21:31, time: 23.070, data_time: 22.072, memory: 8462, top1_acc: 0.6307, top5_acc: 0.8562, loss_cls: 1.3694, loss: 1.3694, grad_norm: 3.5598 2021-06-07 03:58:24,918 - mmaction - INFO - Epoch [56][40/897] lr: 7.201e-03, eta: 4:20:48, time: 0.894, data_time: 0.003, memory: 8462, top1_acc: 0.6385, top5_acc: 0.8630, loss_cls: 1.3493, loss: 1.3493, grad_norm: 3.6177 2021-06-07 03:58:43,140 - mmaction - INFO - Epoch [56][60/897] lr: 7.201e-03, eta: 4:20:06, time: 0.911, data_time: 0.001, memory: 8462, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3172, loss: 1.3172, grad_norm: 3.6071 2021-06-07 03:59:02,328 - mmaction - INFO - Epoch [56][80/897] lr: 7.201e-03, eta: 4:19:24, time: 0.959, data_time: 0.001, memory: 8462, top1_acc: 0.6552, top5_acc: 0.8667, loss_cls: 1.2912, loss: 1.2912, grad_norm: 3.6030 2021-06-07 03:59:22,051 - mmaction - INFO - Epoch [56][100/897] lr: 7.201e-03, eta: 4:18:42, time: 0.986, data_time: 0.001, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2065, loss: 1.2065, grad_norm: 3.5651 2021-06-07 03:59:44,141 - mmaction - INFO - Epoch [56][120/897] lr: 7.201e-03, eta: 4:18:00, time: 1.104, data_time: 0.001, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8677, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.6273 2021-06-07 04:00:09,957 - mmaction - INFO - Epoch [56][140/897] lr: 7.201e-03, eta: 4:17:19, time: 1.290, data_time: 0.001, memory: 8462, top1_acc: 0.6359, top5_acc: 0.8474, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.8675 2021-06-07 04:00:36,423 - mmaction - INFO - Epoch [56][160/897] lr: 7.201e-03, eta: 4:16:38, time: 1.324, data_time: 0.002, memory: 8462, top1_acc: 0.6573, top5_acc: 0.8682, loss_cls: 1.2945, loss: 1.2945, grad_norm: 3.7197 2021-06-07 04:01:05,831 - mmaction - INFO - Epoch [56][180/897] lr: 7.201e-03, eta: 4:15:58, time: 1.470, data_time: 0.001, memory: 8462, top1_acc: 0.6687, top5_acc: 0.8661, loss_cls: 1.2985, loss: 1.2985, grad_norm: 3.7544 2021-06-07 04:01:35,233 - mmaction - INFO - Epoch [56][200/897] lr: 7.201e-03, eta: 4:15:17, time: 1.470, data_time: 0.001, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8646, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.8350 2021-06-07 04:02:05,406 - mmaction - INFO - Epoch [56][220/897] lr: 7.201e-03, eta: 4:14:37, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.6693, top5_acc: 0.8818, loss_cls: 1.2420, loss: 1.2420, grad_norm: 3.7153 2021-06-07 04:02:35,226 - mmaction - INFO - Epoch [56][240/897] lr: 7.201e-03, eta: 4:13:57, time: 1.491, data_time: 0.001, memory: 8462, top1_acc: 0.6693, top5_acc: 0.8823, loss_cls: 1.2702, loss: 1.2702, grad_norm: 3.7025 2021-06-07 04:03:05,815 - mmaction - INFO - Epoch [56][260/897] lr: 7.201e-03, eta: 4:13:16, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2238, loss: 1.2238, grad_norm: 3.6028 2021-06-07 04:03:36,957 - mmaction - INFO - Epoch [56][280/897] lr: 7.201e-03, eta: 4:12:36, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.6547, top5_acc: 0.8599, loss_cls: 1.3419, loss: 1.3419, grad_norm: 3.8078 2021-06-07 04:04:08,130 - mmaction - INFO - Epoch [56][300/897] lr: 7.201e-03, eta: 4:11:56, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.6589, top5_acc: 0.8682, loss_cls: 1.3072, loss: 1.3072, grad_norm: 3.8010 2021-06-07 04:04:40,507 - mmaction - INFO - Epoch [56][320/897] lr: 7.201e-03, eta: 4:11:16, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.2759, loss: 1.2759, grad_norm: 3.6730 2021-06-07 04:05:13,201 - mmaction - INFO - Epoch [56][340/897] lr: 7.201e-03, eta: 4:10:36, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.6557, top5_acc: 0.8781, loss_cls: 1.2714, loss: 1.2714, grad_norm: 3.6607 2021-06-07 04:05:45,143 - mmaction - INFO - Epoch [56][360/897] lr: 7.201e-03, eta: 4:09:57, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.7414 2021-06-07 04:06:16,925 - mmaction - INFO - Epoch [56][380/897] lr: 7.201e-03, eta: 4:09:17, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8802, loss_cls: 1.2379, loss: 1.2379, grad_norm: 3.5846 2021-06-07 04:06:47,780 - mmaction - INFO - Epoch [56][400/897] lr: 7.201e-03, eta: 4:08:36, time: 1.543, data_time: 0.001, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8651, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.7840 2021-06-07 04:07:20,222 - mmaction - INFO - Epoch [56][420/897] lr: 7.201e-03, eta: 4:07:57, time: 1.622, data_time: 0.001, memory: 8462, top1_acc: 0.6526, top5_acc: 0.8677, loss_cls: 1.2976, loss: 1.2976, grad_norm: 3.7145 2021-06-07 04:07:51,104 - mmaction - INFO - Epoch [56][440/897] lr: 7.201e-03, eta: 4:07:16, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.6448, top5_acc: 0.8615, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.7896 2021-06-07 04:08:23,457 - mmaction - INFO - Epoch [56][460/897] lr: 7.201e-03, eta: 4:06:37, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.2825, loss: 1.2825, grad_norm: 3.6881 2021-06-07 04:08:54,131 - mmaction - INFO - Epoch [56][480/897] lr: 7.201e-03, eta: 4:05:56, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.6589, top5_acc: 0.8646, loss_cls: 1.2830, loss: 1.2830, grad_norm: 3.6467 2021-06-07 04:09:25,596 - mmaction - INFO - Epoch [56][500/897] lr: 7.201e-03, eta: 4:05:16, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6469, top5_acc: 0.8703, loss_cls: 1.3129, loss: 1.3129, grad_norm: 3.6305 2021-06-07 04:09:55,947 - mmaction - INFO - Epoch [56][520/897] lr: 7.201e-03, eta: 4:04:36, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.6516, top5_acc: 0.8646, loss_cls: 1.3486, loss: 1.3486, grad_norm: 3.7674 2021-06-07 04:10:26,323 - mmaction - INFO - Epoch [56][540/897] lr: 7.201e-03, eta: 4:03:56, time: 1.519, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8792, loss_cls: 1.2645, loss: 1.2645, grad_norm: 3.7092 2021-06-07 04:10:57,302 - mmaction - INFO - Epoch [56][560/897] lr: 7.201e-03, eta: 4:03:16, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.6646, top5_acc: 0.8698, loss_cls: 1.2722, loss: 1.2722, grad_norm: 3.6634 2021-06-07 04:11:29,317 - mmaction - INFO - Epoch [56][580/897] lr: 7.201e-03, eta: 4:02:36, time: 1.601, data_time: 0.001, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8870, loss_cls: 1.2229, loss: 1.2229, grad_norm: 3.6454 2021-06-07 04:11:59,822 - mmaction - INFO - Epoch [56][600/897] lr: 7.201e-03, eta: 4:01:56, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8557, loss_cls: 1.3697, loss: 1.3697, grad_norm: 3.7550 2021-06-07 04:12:32,209 - mmaction - INFO - Epoch [56][620/897] lr: 7.201e-03, eta: 4:01:16, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2577, loss: 1.2577, grad_norm: 3.6304 2021-06-07 04:13:01,742 - mmaction - INFO - Epoch [56][640/897] lr: 7.201e-03, eta: 4:00:36, time: 1.477, data_time: 0.001, memory: 8462, top1_acc: 0.6417, top5_acc: 0.8734, loss_cls: 1.3028, loss: 1.3028, grad_norm: 3.7859 2021-06-07 04:13:32,610 - mmaction - INFO - Epoch [56][660/897] lr: 7.201e-03, eta: 3:59:56, time: 1.544, data_time: 0.002, memory: 8462, top1_acc: 0.6542, top5_acc: 0.8729, loss_cls: 1.2593, loss: 1.2593, grad_norm: 3.6984 2021-06-07 04:14:02,841 - mmaction - INFO - Epoch [56][680/897] lr: 7.201e-03, eta: 3:59:16, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.6453, top5_acc: 0.8562, loss_cls: 1.3578, loss: 1.3578, grad_norm: 3.7482 2021-06-07 04:14:33,768 - mmaction - INFO - Epoch [56][700/897] lr: 7.201e-03, eta: 3:58:36, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6276, top5_acc: 0.8583, loss_cls: 1.3627, loss: 1.3627, grad_norm: 3.8601 2021-06-07 04:15:04,257 - mmaction - INFO - Epoch [56][720/897] lr: 7.201e-03, eta: 3:57:56, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8901, loss_cls: 1.2190, loss: 1.2190, grad_norm: 3.6422 2021-06-07 04:15:34,468 - mmaction - INFO - Epoch [56][740/897] lr: 7.201e-03, eta: 3:57:16, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.6427, top5_acc: 0.8625, loss_cls: 1.3338, loss: 1.3338, grad_norm: 3.7786 2021-06-07 04:16:05,461 - mmaction - INFO - Epoch [56][760/897] lr: 7.201e-03, eta: 3:56:36, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.6526, top5_acc: 0.8714, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.7588 2021-06-07 04:16:37,010 - mmaction - INFO - Epoch [56][780/897] lr: 7.201e-03, eta: 3:55:56, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.6438, top5_acc: 0.8677, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.7708 2021-06-07 04:17:08,467 - mmaction - INFO - Epoch [56][800/897] lr: 7.201e-03, eta: 3:55:16, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6505, top5_acc: 0.8776, loss_cls: 1.2981, loss: 1.2981, grad_norm: 3.8213 2021-06-07 04:17:39,446 - mmaction - INFO - Epoch [56][820/897] lr: 7.201e-03, eta: 3:54:36, time: 1.549, data_time: 0.001, memory: 8462, top1_acc: 0.6271, top5_acc: 0.8641, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.9925 2021-06-07 04:18:11,786 - mmaction - INFO - Epoch [56][840/897] lr: 7.201e-03, eta: 3:53:56, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8682, loss_cls: 1.2813, loss: 1.2813, grad_norm: 3.8460 2021-06-07 04:18:43,538 - mmaction - INFO - Epoch [56][860/897] lr: 7.201e-03, eta: 3:53:16, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.6615, top5_acc: 0.8703, loss_cls: 1.3086, loss: 1.3086, grad_norm: 3.8174 2021-06-07 04:19:15,738 - mmaction - INFO - Epoch [56][880/897] lr: 7.201e-03, eta: 3:52:37, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.6698, top5_acc: 0.8589, loss_cls: 1.3105, loss: 1.3105, grad_norm: 3.7913 2021-06-07 04:19:47,369 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-06-07 04:28:07,423 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 04:28:07,675 - mmaction - INFO - top1_acc 0.4320 top5_acc 0.7489 2021-06-07 04:28:07,675 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 04:28:07,737 - mmaction - INFO - mean_acc 0.3970 2021-06-07 04:28:08,957 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2021-06-07 04:28:08,957 - mmaction - INFO - Best top1_acc is 0.4320 at 56 epoch. 2021-06-07 04:28:08,961 - mmaction - INFO - Epoch(val) [56][897] top1_acc: 0.4320, top5_acc: 0.7489, mean_class_accuracy: 0.3970 2021-06-07 04:35:23,961 - mmaction - INFO - Epoch [57][20/897] lr: 5.709e-03, eta: 3:52:17, time: 21.746, data_time: 20.746, memory: 8462, top1_acc: 0.6490, top5_acc: 0.8682, loss_cls: 1.3364, loss: 1.3364, grad_norm: 3.6919 2021-06-07 04:35:41,797 - mmaction - INFO - Epoch [57][40/897] lr: 5.709e-03, eta: 3:51:35, time: 0.893, data_time: 0.003, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8818, loss_cls: 1.2431, loss: 1.2431, grad_norm: 3.6796 2021-06-07 04:36:00,034 - mmaction - INFO - Epoch [57][60/897] lr: 5.709e-03, eta: 3:50:53, time: 0.912, data_time: 0.001, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8776, loss_cls: 1.2142, loss: 1.2142, grad_norm: 3.7067 2021-06-07 04:36:19,150 - mmaction - INFO - Epoch [57][80/897] lr: 5.709e-03, eta: 3:50:11, time: 0.956, data_time: 0.001, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8755, loss_cls: 1.2558, loss: 1.2558, grad_norm: 3.7566 2021-06-07 04:36:40,105 - mmaction - INFO - Epoch [57][100/897] lr: 5.709e-03, eta: 3:49:30, time: 1.048, data_time: 0.001, memory: 8462, top1_acc: 0.6724, top5_acc: 0.8755, loss_cls: 1.2231, loss: 1.2231, grad_norm: 3.7437 2021-06-07 04:37:02,279 - mmaction - INFO - Epoch [57][120/897] lr: 5.709e-03, eta: 3:48:48, time: 1.109, data_time: 0.001, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8708, loss_cls: 1.3167, loss: 1.3167, grad_norm: 3.7961 2021-06-07 04:37:25,707 - mmaction - INFO - Epoch [57][140/897] lr: 5.709e-03, eta: 3:48:07, time: 1.172, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8740, loss_cls: 1.2310, loss: 1.2310, grad_norm: 3.7393 2021-06-07 04:37:52,578 - mmaction - INFO - Epoch [57][160/897] lr: 5.709e-03, eta: 3:47:27, time: 1.343, data_time: 0.001, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8672, loss_cls: 1.2864, loss: 1.2864, grad_norm: 3.7649 2021-06-07 04:38:19,352 - mmaction - INFO - Epoch [57][180/897] lr: 5.709e-03, eta: 3:46:46, time: 1.339, data_time: 0.001, memory: 8462, top1_acc: 0.6677, top5_acc: 0.8807, loss_cls: 1.2512, loss: 1.2512, grad_norm: 3.8455 2021-06-07 04:38:45,861 - mmaction - INFO - Epoch [57][200/897] lr: 5.709e-03, eta: 3:46:05, time: 1.326, data_time: 0.001, memory: 8462, top1_acc: 0.6734, top5_acc: 0.8724, loss_cls: 1.2590, loss: 1.2590, grad_norm: 3.7060 2021-06-07 04:39:14,618 - mmaction - INFO - Epoch [57][220/897] lr: 5.709e-03, eta: 3:45:25, time: 1.438, data_time: 0.001, memory: 8462, top1_acc: 0.6552, top5_acc: 0.8688, loss_cls: 1.2815, loss: 1.2815, grad_norm: 3.8222 2021-06-07 04:39:42,834 - mmaction - INFO - Epoch [57][240/897] lr: 5.709e-03, eta: 3:44:45, time: 1.411, data_time: 0.001, memory: 8462, top1_acc: 0.6823, top5_acc: 0.8755, loss_cls: 1.2052, loss: 1.2052, grad_norm: 3.6165 2021-06-07 04:40:11,586 - mmaction - INFO - Epoch [57][260/897] lr: 5.709e-03, eta: 3:44:05, time: 1.438, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8776, loss_cls: 1.2225, loss: 1.2225, grad_norm: 3.6555 2021-06-07 04:40:42,406 - mmaction - INFO - Epoch [57][280/897] lr: 5.709e-03, eta: 3:43:25, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8865, loss_cls: 1.2181, loss: 1.2181, grad_norm: 3.7395 2021-06-07 04:41:11,153 - mmaction - INFO - Epoch [57][300/897] lr: 5.709e-03, eta: 3:42:44, time: 1.437, data_time: 0.001, memory: 8462, top1_acc: 0.6646, top5_acc: 0.8802, loss_cls: 1.2214, loss: 1.2214, grad_norm: 3.8439 2021-06-07 04:41:43,209 - mmaction - INFO - Epoch [57][320/897] lr: 5.709e-03, eta: 3:42:05, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.6594, top5_acc: 0.8771, loss_cls: 1.2518, loss: 1.2518, grad_norm: 3.7333 2021-06-07 04:42:13,842 - mmaction - INFO - Epoch [57][340/897] lr: 5.709e-03, eta: 3:41:25, time: 1.532, data_time: 0.001, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8682, loss_cls: 1.2763, loss: 1.2763, grad_norm: 3.8218 2021-06-07 04:42:44,295 - mmaction - INFO - Epoch [57][360/897] lr: 5.709e-03, eta: 3:40:45, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.6661, top5_acc: 0.8688, loss_cls: 1.2823, loss: 1.2823, grad_norm: 3.8855 2021-06-07 04:43:16,538 - mmaction - INFO - Epoch [57][380/897] lr: 5.709e-03, eta: 3:40:05, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.6719, top5_acc: 0.8927, loss_cls: 1.1900, loss: 1.1900, grad_norm: 3.6988 2021-06-07 04:43:47,783 - mmaction - INFO - Epoch [57][400/897] lr: 5.709e-03, eta: 3:39:25, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.6740, top5_acc: 0.8807, loss_cls: 1.2223, loss: 1.2223, grad_norm: 3.8938 2021-06-07 04:44:20,402 - mmaction - INFO - Epoch [57][420/897] lr: 5.709e-03, eta: 3:38:45, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8797, loss_cls: 1.2077, loss: 1.2077, grad_norm: 3.8024 2021-06-07 04:44:51,731 - mmaction - INFO - Epoch [57][440/897] lr: 5.709e-03, eta: 3:38:05, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.6661, top5_acc: 0.8828, loss_cls: 1.2298, loss: 1.2298, grad_norm: 3.8423 2021-06-07 04:45:23,463 - mmaction - INFO - Epoch [57][460/897] lr: 5.709e-03, eta: 3:37:26, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.6755, top5_acc: 0.8797, loss_cls: 1.2465, loss: 1.2465, grad_norm: 3.8777 2021-06-07 04:45:56,229 - mmaction - INFO - Epoch [57][480/897] lr: 5.709e-03, eta: 3:36:46, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.6719, top5_acc: 0.8714, loss_cls: 1.2629, loss: 1.2629, grad_norm: 3.8093 2021-06-07 04:46:28,565 - mmaction - INFO - Epoch [57][500/897] lr: 5.709e-03, eta: 3:36:06, time: 1.617, data_time: 0.001, memory: 8462, top1_acc: 0.6583, top5_acc: 0.8734, loss_cls: 1.2738, loss: 1.2738, grad_norm: 3.8945 2021-06-07 04:47:01,638 - mmaction - INFO - Epoch [57][520/897] lr: 5.709e-03, eta: 3:35:27, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.6479, top5_acc: 0.8714, loss_cls: 1.2685, loss: 1.2685, grad_norm: 3.8775 2021-06-07 04:47:34,211 - mmaction - INFO - Epoch [57][540/897] lr: 5.709e-03, eta: 3:34:47, time: 1.629, data_time: 0.001, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8839, loss_cls: 1.1993, loss: 1.1993, grad_norm: 3.7631 2021-06-07 04:48:07,261 - mmaction - INFO - Epoch [57][560/897] lr: 5.709e-03, eta: 3:34:07, time: 1.653, data_time: 0.001, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8714, loss_cls: 1.2512, loss: 1.2512, grad_norm: 3.8799 2021-06-07 04:48:39,662 - mmaction - INFO - Epoch [57][580/897] lr: 5.709e-03, eta: 3:33:28, time: 1.620, data_time: 0.001, memory: 8462, top1_acc: 0.6406, top5_acc: 0.8667, loss_cls: 1.3180, loss: 1.3180, grad_norm: 3.9719 2021-06-07 04:49:11,779 - mmaction - INFO - Epoch [57][600/897] lr: 5.709e-03, eta: 3:32:48, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.6698, top5_acc: 0.8734, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.8037 2021-06-07 04:49:43,923 - mmaction - INFO - Epoch [57][620/897] lr: 5.709e-03, eta: 3:32:08, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8740, loss_cls: 1.2388, loss: 1.2388, grad_norm: 3.7787 2021-06-07 04:50:16,540 - mmaction - INFO - Epoch [57][640/897] lr: 5.709e-03, eta: 3:31:29, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.6594, top5_acc: 0.8891, loss_cls: 1.2421, loss: 1.2421, grad_norm: 3.8217 2021-06-07 04:50:48,281 - mmaction - INFO - Epoch [57][660/897] lr: 5.709e-03, eta: 3:30:49, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.6797, top5_acc: 0.8797, loss_cls: 1.1790, loss: 1.1790, grad_norm: 3.7487 2021-06-07 04:51:21,418 - mmaction - INFO - Epoch [57][680/897] lr: 5.709e-03, eta: 3:30:09, time: 1.657, data_time: 0.001, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8703, loss_cls: 1.2689, loss: 1.2689, grad_norm: 3.8515 2021-06-07 04:51:52,676 - mmaction - INFO - Epoch [57][700/897] lr: 5.709e-03, eta: 3:29:30, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.6484, top5_acc: 0.8776, loss_cls: 1.2627, loss: 1.2627, grad_norm: 3.7902 2021-06-07 04:52:22,801 - mmaction - INFO - Epoch [57][720/897] lr: 5.709e-03, eta: 3:28:50, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.6573, top5_acc: 0.8828, loss_cls: 1.2517, loss: 1.2517, grad_norm: 3.8885 2021-06-07 04:52:53,826 - mmaction - INFO - Epoch [57][740/897] lr: 5.709e-03, eta: 3:28:10, time: 1.551, data_time: 0.001, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8677, loss_cls: 1.2816, loss: 1.2816, grad_norm: 3.8512 2021-06-07 04:53:25,895 - mmaction - INFO - Epoch [57][760/897] lr: 5.709e-03, eta: 3:27:30, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.6656, top5_acc: 0.8776, loss_cls: 1.2474, loss: 1.2474, grad_norm: 3.9135 2021-06-07 04:53:56,400 - mmaction - INFO - Epoch [57][780/897] lr: 5.709e-03, eta: 3:26:50, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8661, loss_cls: 1.2830, loss: 1.2830, grad_norm: 3.8395 2021-06-07 04:54:27,086 - mmaction - INFO - Epoch [57][800/897] lr: 5.709e-03, eta: 3:26:11, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.6599, top5_acc: 0.8771, loss_cls: 1.2891, loss: 1.2891, grad_norm: 3.7706 2021-06-07 04:54:58,228 - mmaction - INFO - Epoch [57][820/897] lr: 5.709e-03, eta: 3:25:31, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.6422, top5_acc: 0.8646, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.8451 2021-06-07 04:55:28,353 - mmaction - INFO - Epoch [57][840/897] lr: 5.709e-03, eta: 3:24:51, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.6578, top5_acc: 0.8792, loss_cls: 1.2869, loss: 1.2869, grad_norm: 3.9239 2021-06-07 04:55:58,723 - mmaction - INFO - Epoch [57][860/897] lr: 5.709e-03, eta: 3:24:11, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8891, loss_cls: 1.2235, loss: 1.2235, grad_norm: 3.8360 2021-06-07 04:56:29,030 - mmaction - INFO - Epoch [57][880/897] lr: 5.709e-03, eta: 3:23:31, time: 1.516, data_time: 0.001, memory: 8462, top1_acc: 0.6453, top5_acc: 0.8771, loss_cls: 1.3001, loss: 1.3001, grad_norm: 3.9151 2021-06-07 04:56:59,205 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-06-07 05:05:20,635 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 05:05:20,895 - mmaction - INFO - top1_acc 0.4229 top5_acc 0.7453 2021-06-07 05:05:20,895 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 05:05:20,959 - mmaction - INFO - mean_acc 0.3870 2021-06-07 05:05:20,963 - mmaction - INFO - Epoch(val) [57][897] top1_acc: 0.4229, top5_acc: 0.7453, mean_class_accuracy: 0.3870 2021-06-07 05:13:09,171 - mmaction - INFO - Epoch [58][20/897] lr: 4.384e-03, eta: 3:23:08, time: 23.407, data_time: 22.400, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8802, loss_cls: 1.2253, loss: 1.2253, grad_norm: 3.8463 2021-06-07 05:13:27,064 - mmaction - INFO - Epoch [58][40/897] lr: 4.384e-03, eta: 3:22:26, time: 0.897, data_time: 0.004, memory: 8462, top1_acc: 0.6651, top5_acc: 0.8776, loss_cls: 1.2412, loss: 1.2412, grad_norm: 3.8185 2021-06-07 05:13:45,356 - mmaction - INFO - Epoch [58][60/897] lr: 4.384e-03, eta: 3:21:45, time: 0.915, data_time: 0.001, memory: 8462, top1_acc: 0.6531, top5_acc: 0.8568, loss_cls: 1.2967, loss: 1.2967, grad_norm: 3.9055 2021-06-07 05:14:04,435 - mmaction - INFO - Epoch [58][80/897] lr: 4.384e-03, eta: 3:21:04, time: 0.954, data_time: 0.001, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8812, loss_cls: 1.2119, loss: 1.2119, grad_norm: 3.8632 2021-06-07 05:14:25,337 - mmaction - INFO - Epoch [58][100/897] lr: 4.384e-03, eta: 3:20:23, time: 1.045, data_time: 0.001, memory: 8462, top1_acc: 0.6729, top5_acc: 0.8891, loss_cls: 1.1834, loss: 1.1834, grad_norm: 3.7886 2021-06-07 05:14:48,850 - mmaction - INFO - Epoch [58][120/897] lr: 4.384e-03, eta: 3:19:42, time: 1.176, data_time: 0.001, memory: 8462, top1_acc: 0.6823, top5_acc: 0.8839, loss_cls: 1.1810, loss: 1.1810, grad_norm: 3.8657 2021-06-07 05:15:14,325 - mmaction - INFO - Epoch [58][140/897] lr: 4.384e-03, eta: 3:19:01, time: 1.272, data_time: 0.004, memory: 8462, top1_acc: 0.6776, top5_acc: 0.8896, loss_cls: 1.1756, loss: 1.1756, grad_norm: 3.7964 2021-06-07 05:15:40,977 - mmaction - INFO - Epoch [58][160/897] lr: 4.384e-03, eta: 3:18:21, time: 1.334, data_time: 0.005, memory: 8462, top1_acc: 0.6698, top5_acc: 0.8740, loss_cls: 1.2584, loss: 1.2584, grad_norm: 3.8993 2021-06-07 05:16:07,915 - mmaction - INFO - Epoch [58][180/897] lr: 4.384e-03, eta: 3:17:41, time: 1.347, data_time: 0.001, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8693, loss_cls: 1.2328, loss: 1.2328, grad_norm: 3.8624 2021-06-07 05:16:36,135 - mmaction - INFO - Epoch [58][200/897] lr: 4.384e-03, eta: 3:17:00, time: 1.411, data_time: 0.001, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8818, loss_cls: 1.2087, loss: 1.2087, grad_norm: 3.7302 2021-06-07 05:17:04,363 - mmaction - INFO - Epoch [58][220/897] lr: 4.384e-03, eta: 3:16:20, time: 1.411, data_time: 0.001, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8885, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.7897 2021-06-07 05:17:32,831 - mmaction - INFO - Epoch [58][240/897] lr: 4.384e-03, eta: 3:15:40, time: 1.424, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8859, loss_cls: 1.2046, loss: 1.2046, grad_norm: 3.9244 2021-06-07 05:18:02,710 - mmaction - INFO - Epoch [58][260/897] lr: 4.384e-03, eta: 3:15:00, time: 1.494, data_time: 0.001, memory: 8462, top1_acc: 0.6797, top5_acc: 0.8865, loss_cls: 1.1877, loss: 1.1877, grad_norm: 3.7716 2021-06-07 05:18:31,089 - mmaction - INFO - Epoch [58][280/897] lr: 4.384e-03, eta: 3:14:20, time: 1.419, data_time: 0.001, memory: 8462, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.2295, loss: 1.2295, grad_norm: 3.8633 2021-06-07 05:19:00,335 - mmaction - INFO - Epoch [58][300/897] lr: 4.384e-03, eta: 3:13:40, time: 1.462, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8839, loss_cls: 1.1882, loss: 1.1882, grad_norm: 3.8794 2021-06-07 05:19:29,223 - mmaction - INFO - Epoch [58][320/897] lr: 4.384e-03, eta: 3:13:00, time: 1.445, data_time: 0.001, memory: 8462, top1_acc: 0.6667, top5_acc: 0.8589, loss_cls: 1.2758, loss: 1.2758, grad_norm: 3.9317 2021-06-07 05:19:58,646 - mmaction - INFO - Epoch [58][340/897] lr: 4.384e-03, eta: 3:12:20, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8839, loss_cls: 1.1850, loss: 1.1850, grad_norm: 3.9043 2021-06-07 05:20:27,479 - mmaction - INFO - Epoch [58][360/897] lr: 4.384e-03, eta: 3:11:40, time: 1.442, data_time: 0.001, memory: 8462, top1_acc: 0.6781, top5_acc: 0.8818, loss_cls: 1.2187, loss: 1.2187, grad_norm: 3.9271 2021-06-07 05:20:56,981 - mmaction - INFO - Epoch [58][380/897] lr: 4.384e-03, eta: 3:11:00, time: 1.475, data_time: 0.001, memory: 8462, top1_acc: 0.6599, top5_acc: 0.8755, loss_cls: 1.2513, loss: 1.2513, grad_norm: 3.9320 2021-06-07 05:21:26,485 - mmaction - INFO - Epoch [58][400/897] lr: 4.384e-03, eta: 3:10:20, time: 1.475, data_time: 0.001, memory: 8462, top1_acc: 0.6734, top5_acc: 0.8745, loss_cls: 1.2352, loss: 1.2352, grad_norm: 3.8687 2021-06-07 05:21:56,667 - mmaction - INFO - Epoch [58][420/897] lr: 4.384e-03, eta: 3:09:40, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.6781, top5_acc: 0.8776, loss_cls: 1.2540, loss: 1.2540, grad_norm: 3.9459 2021-06-07 05:22:25,842 - mmaction - INFO - Epoch [58][440/897] lr: 4.384e-03, eta: 3:09:00, time: 1.459, data_time: 0.001, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8693, loss_cls: 1.2967, loss: 1.2967, grad_norm: 4.0088 2021-06-07 05:22:56,294 - mmaction - INFO - Epoch [58][460/897] lr: 4.384e-03, eta: 3:08:21, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.6568, top5_acc: 0.8667, loss_cls: 1.2998, loss: 1.2998, grad_norm: 3.8800 2021-06-07 05:23:26,503 - mmaction - INFO - Epoch [58][480/897] lr: 4.384e-03, eta: 3:07:41, time: 1.510, data_time: 0.001, memory: 8462, top1_acc: 0.6562, top5_acc: 0.8760, loss_cls: 1.2657, loss: 1.2657, grad_norm: 3.8770 2021-06-07 05:23:56,854 - mmaction - INFO - Epoch [58][500/897] lr: 4.384e-03, eta: 3:07:01, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.6536, top5_acc: 0.8708, loss_cls: 1.2730, loss: 1.2730, grad_norm: 3.9454 2021-06-07 05:24:27,864 - mmaction - INFO - Epoch [58][520/897] lr: 4.384e-03, eta: 3:06:21, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.6932, top5_acc: 0.8875, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.8154 2021-06-07 05:24:58,588 - mmaction - INFO - Epoch [58][540/897] lr: 4.384e-03, eta: 3:05:42, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.6760, top5_acc: 0.8828, loss_cls: 1.2173, loss: 1.2173, grad_norm: 3.8919 2021-06-07 05:25:29,646 - mmaction - INFO - Epoch [58][560/897] lr: 4.384e-03, eta: 3:05:02, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.6682, top5_acc: 0.8823, loss_cls: 1.2212, loss: 1.2212, grad_norm: 3.9687 2021-06-07 05:26:01,266 - mmaction - INFO - Epoch [58][580/897] lr: 4.384e-03, eta: 3:04:22, time: 1.581, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8807, loss_cls: 1.1962, loss: 1.1962, grad_norm: 3.8636 2021-06-07 05:26:33,272 - mmaction - INFO - Epoch [58][600/897] lr: 4.384e-03, eta: 3:03:43, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.6609, top5_acc: 0.8781, loss_cls: 1.2683, loss: 1.2683, grad_norm: 3.9350 2021-06-07 05:27:05,111 - mmaction - INFO - Epoch [58][620/897] lr: 4.384e-03, eta: 3:03:03, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8802, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.7112 2021-06-07 05:27:37,283 - mmaction - INFO - Epoch [58][640/897] lr: 4.384e-03, eta: 3:02:24, time: 1.609, data_time: 0.001, memory: 8462, top1_acc: 0.6760, top5_acc: 0.8823, loss_cls: 1.2231, loss: 1.2231, grad_norm: 3.9346 2021-06-07 05:28:09,797 - mmaction - INFO - Epoch [58][660/897] lr: 4.384e-03, eta: 3:01:44, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8776, loss_cls: 1.1803, loss: 1.1803, grad_norm: 3.7366 2021-06-07 05:28:42,093 - mmaction - INFO - Epoch [58][680/897] lr: 4.384e-03, eta: 3:01:05, time: 1.615, data_time: 0.001, memory: 8462, top1_acc: 0.6630, top5_acc: 0.8542, loss_cls: 1.3266, loss: 1.3266, grad_norm: 3.9092 2021-06-07 05:29:14,780 - mmaction - INFO - Epoch [58][700/897] lr: 4.384e-03, eta: 3:00:25, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8734, loss_cls: 1.2238, loss: 1.2238, grad_norm: 3.8769 2021-06-07 05:29:47,048 - mmaction - INFO - Epoch [58][720/897] lr: 4.384e-03, eta: 2:59:46, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.6714, top5_acc: 0.8802, loss_cls: 1.1843, loss: 1.1843, grad_norm: 3.8269 2021-06-07 05:30:19,048 - mmaction - INFO - Epoch [58][740/897] lr: 4.384e-03, eta: 2:59:06, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8766, loss_cls: 1.1889, loss: 1.1889, grad_norm: 3.9379 2021-06-07 05:30:51,604 - mmaction - INFO - Epoch [58][760/897] lr: 4.384e-03, eta: 2:58:27, time: 1.628, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8880, loss_cls: 1.1728, loss: 1.1728, grad_norm: 3.8951 2021-06-07 05:31:23,041 - mmaction - INFO - Epoch [58][780/897] lr: 4.384e-03, eta: 2:57:47, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.6641, top5_acc: 0.8802, loss_cls: 1.2462, loss: 1.2462, grad_norm: 3.9881 2021-06-07 05:31:55,006 - mmaction - INFO - Epoch [58][800/897] lr: 4.384e-03, eta: 2:57:08, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.6724, top5_acc: 0.8807, loss_cls: 1.2198, loss: 1.2198, grad_norm: 3.9330 2021-06-07 05:32:26,168 - mmaction - INFO - Epoch [58][820/897] lr: 4.384e-03, eta: 2:56:28, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8854, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.9153 2021-06-07 05:32:57,926 - mmaction - INFO - Epoch [58][840/897] lr: 4.384e-03, eta: 2:55:48, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2090, loss: 1.2090, grad_norm: 3.8591 2021-06-07 05:33:29,187 - mmaction - INFO - Epoch [58][860/897] lr: 4.384e-03, eta: 2:55:09, time: 1.563, data_time: 0.001, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8776, loss_cls: 1.2026, loss: 1.2026, grad_norm: 3.8693 2021-06-07 05:34:00,370 - mmaction - INFO - Epoch [58][880/897] lr: 4.384e-03, eta: 2:54:29, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.6510, top5_acc: 0.8568, loss_cls: 1.3325, loss: 1.3325, grad_norm: 4.0097 2021-06-07 05:34:31,071 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-06-07 05:43:19,109 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 05:43:19,360 - mmaction - INFO - top1_acc 0.4373 top5_acc 0.7483 2021-06-07 05:43:19,360 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 05:43:19,424 - mmaction - INFO - mean_acc 0.4024 2021-06-07 05:43:20,644 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2021-06-07 05:43:20,644 - mmaction - INFO - Best top1_acc is 0.4373 at 58 epoch. 2021-06-07 05:43:20,649 - mmaction - INFO - Epoch(val) [58][897] top1_acc: 0.4373, top5_acc: 0.7483, mean_class_accuracy: 0.4024 2021-06-07 05:51:03,302 - mmaction - INFO - Epoch [59][20/897] lr: 3.229e-03, eta: 2:53:58, time: 23.129, data_time: 22.125, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.1605, loss: 1.1605, grad_norm: 3.8515 2021-06-07 05:51:21,104 - mmaction - INFO - Epoch [59][40/897] lr: 3.229e-03, eta: 2:53:17, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8891, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.6706 2021-06-07 05:51:39,469 - mmaction - INFO - Epoch [59][60/897] lr: 3.229e-03, eta: 2:52:36, time: 0.918, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8708, loss_cls: 1.2701, loss: 1.2701, grad_norm: 4.0140 2021-06-07 05:51:58,701 - mmaction - INFO - Epoch [59][80/897] lr: 3.229e-03, eta: 2:51:55, time: 0.961, data_time: 0.001, memory: 8462, top1_acc: 0.6984, top5_acc: 0.8979, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.7150 2021-06-07 05:52:18,483 - mmaction - INFO - Epoch [59][100/897] lr: 3.229e-03, eta: 2:51:14, time: 0.989, data_time: 0.001, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8917, loss_cls: 1.1920, loss: 1.1920, grad_norm: 3.9349 2021-06-07 05:52:40,416 - mmaction - INFO - Epoch [59][120/897] lr: 3.229e-03, eta: 2:50:33, time: 1.096, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8932, loss_cls: 1.1929, loss: 1.1929, grad_norm: 3.9370 2021-06-07 05:53:05,009 - mmaction - INFO - Epoch [59][140/897] lr: 3.229e-03, eta: 2:49:53, time: 1.230, data_time: 0.001, memory: 8462, top1_acc: 0.6786, top5_acc: 0.8823, loss_cls: 1.1903, loss: 1.1903, grad_norm: 3.8768 2021-06-07 05:53:30,411 - mmaction - INFO - Epoch [59][160/897] lr: 3.229e-03, eta: 2:49:13, time: 1.270, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8849, loss_cls: 1.1787, loss: 1.1787, grad_norm: 3.8136 2021-06-07 05:53:57,659 - mmaction - INFO - Epoch [59][180/897] lr: 3.229e-03, eta: 2:48:33, time: 1.362, data_time: 0.001, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8844, loss_cls: 1.1983, loss: 1.1983, grad_norm: 3.8666 2021-06-07 05:54:25,684 - mmaction - INFO - Epoch [59][200/897] lr: 3.229e-03, eta: 2:47:53, time: 1.401, data_time: 0.001, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8792, loss_cls: 1.1760, loss: 1.1760, grad_norm: 3.8226 2021-06-07 05:54:54,700 - mmaction - INFO - Epoch [59][220/897] lr: 3.229e-03, eta: 2:47:13, time: 1.451, data_time: 0.001, memory: 8462, top1_acc: 0.6708, top5_acc: 0.8812, loss_cls: 1.2308, loss: 1.2308, grad_norm: 4.0201 2021-06-07 05:55:24,673 - mmaction - INFO - Epoch [59][240/897] lr: 3.229e-03, eta: 2:46:33, time: 1.497, data_time: 0.005, memory: 8462, top1_acc: 0.6750, top5_acc: 0.8682, loss_cls: 1.2534, loss: 1.2534, grad_norm: 3.8928 2021-06-07 05:55:52,828 - mmaction - INFO - Epoch [59][260/897] lr: 3.229e-03, eta: 2:45:53, time: 1.410, data_time: 0.007, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8859, loss_cls: 1.1517, loss: 1.1517, grad_norm: 3.7907 2021-06-07 05:56:22,016 - mmaction - INFO - Epoch [59][280/897] lr: 3.229e-03, eta: 2:45:13, time: 1.460, data_time: 0.001, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8828, loss_cls: 1.1597, loss: 1.1597, grad_norm: 3.8358 2021-06-07 05:56:51,068 - mmaction - INFO - Epoch [59][300/897] lr: 3.229e-03, eta: 2:44:34, time: 1.452, data_time: 0.001, memory: 8462, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2022, loss: 1.2022, grad_norm: 3.9100 2021-06-07 05:57:21,788 - mmaction - INFO - Epoch [59][320/897] lr: 3.229e-03, eta: 2:43:54, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8854, loss_cls: 1.1901, loss: 1.1901, grad_norm: 3.8983 2021-06-07 05:57:51,458 - mmaction - INFO - Epoch [59][340/897] lr: 3.229e-03, eta: 2:43:14, time: 1.483, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8880, loss_cls: 1.1389, loss: 1.1389, grad_norm: 3.8446 2021-06-07 05:58:21,416 - mmaction - INFO - Epoch [59][360/897] lr: 3.229e-03, eta: 2:42:34, time: 1.498, data_time: 0.001, memory: 8462, top1_acc: 0.6932, top5_acc: 0.8854, loss_cls: 1.1342, loss: 1.1342, grad_norm: 3.8625 2021-06-07 05:58:52,076 - mmaction - INFO - Epoch [59][380/897] lr: 3.229e-03, eta: 2:41:55, time: 1.533, data_time: 0.001, memory: 8462, top1_acc: 0.6776, top5_acc: 0.8833, loss_cls: 1.2040, loss: 1.2040, grad_norm: 4.0097 2021-06-07 05:59:23,866 - mmaction - INFO - Epoch [59][400/897] lr: 3.229e-03, eta: 2:41:15, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.6901, top5_acc: 0.8786, loss_cls: 1.1938, loss: 1.1938, grad_norm: 3.9277 2021-06-07 05:59:55,170 - mmaction - INFO - Epoch [59][420/897] lr: 3.229e-03, eta: 2:40:36, time: 1.565, data_time: 0.001, memory: 8462, top1_acc: 0.6948, top5_acc: 0.8844, loss_cls: 1.1769, loss: 1.1769, grad_norm: 3.9097 2021-06-07 06:00:29,813 - mmaction - INFO - Epoch [59][440/897] lr: 3.229e-03, eta: 2:39:56, time: 1.726, data_time: 0.009, memory: 8462, top1_acc: 0.6719, top5_acc: 0.8818, loss_cls: 1.2309, loss: 1.2309, grad_norm: 3.9642 2021-06-07 06:00:59,252 - mmaction - INFO - Epoch [59][460/897] lr: 3.229e-03, eta: 2:39:17, time: 1.478, data_time: 0.011, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8792, loss_cls: 1.2057, loss: 1.2057, grad_norm: 3.9903 2021-06-07 06:01:31,739 - mmaction - INFO - Epoch [59][480/897] lr: 3.229e-03, eta: 2:38:37, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.6792, top5_acc: 0.8880, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.9429 2021-06-07 06:02:03,624 - mmaction - INFO - Epoch [59][500/897] lr: 3.229e-03, eta: 2:37:58, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8812, loss_cls: 1.1896, loss: 1.1896, grad_norm: 3.9415 2021-06-07 06:02:34,951 - mmaction - INFO - Epoch [59][520/897] lr: 3.229e-03, eta: 2:37:18, time: 1.566, data_time: 0.001, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8938, loss_cls: 1.1651, loss: 1.1651, grad_norm: 3.9515 2021-06-07 06:03:07,238 - mmaction - INFO - Epoch [59][540/897] lr: 3.229e-03, eta: 2:36:39, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8786, loss_cls: 1.2042, loss: 1.2042, grad_norm: 3.8976 2021-06-07 06:03:39,917 - mmaction - INFO - Epoch [59][560/897] lr: 3.229e-03, eta: 2:36:00, time: 1.634, data_time: 0.001, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8948, loss_cls: 1.1204, loss: 1.1204, grad_norm: 3.7948 2021-06-07 06:04:12,172 - mmaction - INFO - Epoch [59][580/897] lr: 3.229e-03, eta: 2:35:20, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8734, loss_cls: 1.2255, loss: 1.2255, grad_norm: 3.9497 2021-06-07 06:04:44,910 - mmaction - INFO - Epoch [59][600/897] lr: 3.229e-03, eta: 2:34:41, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.6854, top5_acc: 0.8891, loss_cls: 1.1915, loss: 1.1915, grad_norm: 3.9879 2021-06-07 06:05:17,559 - mmaction - INFO - Epoch [59][620/897] lr: 3.229e-03, eta: 2:34:01, time: 1.632, data_time: 0.001, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8990, loss_cls: 1.1327, loss: 1.1327, grad_norm: 3.8715 2021-06-07 06:05:49,798 - mmaction - INFO - Epoch [59][640/897] lr: 3.229e-03, eta: 2:33:22, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8734, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.9519 2021-06-07 06:06:22,094 - mmaction - INFO - Epoch [59][660/897] lr: 3.229e-03, eta: 2:32:43, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.6870, top5_acc: 0.8901, loss_cls: 1.1767, loss: 1.1767, grad_norm: 3.9326 2021-06-07 06:06:54,474 - mmaction - INFO - Epoch [59][680/897] lr: 3.229e-03, eta: 2:32:03, time: 1.619, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8870, loss_cls: 1.1804, loss: 1.1804, grad_norm: 3.8132 2021-06-07 06:07:27,167 - mmaction - INFO - Epoch [59][700/897] lr: 3.229e-03, eta: 2:31:24, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.9000, loss_cls: 1.1566, loss: 1.1566, grad_norm: 3.9588 2021-06-07 06:07:59,423 - mmaction - INFO - Epoch [59][720/897] lr: 3.229e-03, eta: 2:30:44, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.6833, top5_acc: 0.8896, loss_cls: 1.1854, loss: 1.1854, grad_norm: 3.9410 2021-06-07 06:08:32,369 - mmaction - INFO - Epoch [59][740/897] lr: 3.229e-03, eta: 2:30:05, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1962, loss: 1.1962, grad_norm: 3.8962 2021-06-07 06:09:04,837 - mmaction - INFO - Epoch [59][760/897] lr: 3.229e-03, eta: 2:29:26, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8760, loss_cls: 1.2393, loss: 1.2393, grad_norm: 4.0115 2021-06-07 06:09:35,879 - mmaction - INFO - Epoch [59][780/897] lr: 3.229e-03, eta: 2:28:46, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.6849, top5_acc: 0.8865, loss_cls: 1.1790, loss: 1.1790, grad_norm: 3.9450 2021-06-07 06:10:07,365 - mmaction - INFO - Epoch [59][800/897] lr: 3.229e-03, eta: 2:28:07, time: 1.574, data_time: 0.001, memory: 8462, top1_acc: 0.6839, top5_acc: 0.8911, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.0325 2021-06-07 06:10:39,209 - mmaction - INFO - Epoch [59][820/897] lr: 3.229e-03, eta: 2:27:27, time: 1.592, data_time: 0.001, memory: 8462, top1_acc: 0.6745, top5_acc: 0.8708, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.0399 2021-06-07 06:11:10,490 - mmaction - INFO - Epoch [59][840/897] lr: 3.229e-03, eta: 2:26:48, time: 1.564, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8849, loss_cls: 1.1955, loss: 1.1955, grad_norm: 3.8924 2021-06-07 06:11:41,404 - mmaction - INFO - Epoch [59][860/897] lr: 3.229e-03, eta: 2:26:09, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8844, loss_cls: 1.1632, loss: 1.1632, grad_norm: 3.9074 2021-06-07 06:12:12,873 - mmaction - INFO - Epoch [59][880/897] lr: 3.229e-03, eta: 2:25:29, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6828, top5_acc: 0.8823, loss_cls: 1.1859, loss: 1.1859, grad_norm: 3.8935 2021-06-07 06:12:43,233 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-06-07 06:20:54,202 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 06:20:54,467 - mmaction - INFO - top1_acc 0.4299 top5_acc 0.7422 2021-06-07 06:20:54,467 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 06:20:54,531 - mmaction - INFO - mean_acc 0.3972 2021-06-07 06:20:54,535 - mmaction - INFO - Epoch(val) [59][897] top1_acc: 0.4299, top5_acc: 0.7422, mean_class_accuracy: 0.3972 2021-06-07 06:28:37,100 - mmaction - INFO - Epoch [60][20/897] lr: 2.248e-03, eta: 2:24:50, time: 23.125, data_time: 22.109, memory: 8462, top1_acc: 0.6932, top5_acc: 0.8901, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.8050 2021-06-07 06:28:54,945 - mmaction - INFO - Epoch [60][40/897] lr: 2.248e-03, eta: 2:24:10, time: 0.895, data_time: 0.004, memory: 8462, top1_acc: 0.6839, top5_acc: 0.8766, loss_cls: 1.2060, loss: 1.2060, grad_norm: 3.9121 2021-06-07 06:29:13,156 - mmaction - INFO - Epoch [60][60/897] lr: 2.248e-03, eta: 2:23:29, time: 0.911, data_time: 0.001, memory: 8462, top1_acc: 0.6802, top5_acc: 0.8891, loss_cls: 1.1647, loss: 1.1647, grad_norm: 4.0061 2021-06-07 06:29:32,512 - mmaction - INFO - Epoch [60][80/897] lr: 2.248e-03, eta: 2:22:48, time: 0.968, data_time: 0.001, memory: 8462, top1_acc: 0.6771, top5_acc: 0.8818, loss_cls: 1.2258, loss: 1.2258, grad_norm: 4.1009 2021-06-07 06:29:52,462 - mmaction - INFO - Epoch [60][100/897] lr: 2.248e-03, eta: 2:22:08, time: 0.998, data_time: 0.001, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8844, loss_cls: 1.1525, loss: 1.1525, grad_norm: 3.8630 2021-06-07 06:30:15,552 - mmaction - INFO - Epoch [60][120/897] lr: 2.248e-03, eta: 2:21:28, time: 1.154, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8943, loss_cls: 1.1422, loss: 1.1422, grad_norm: 3.8290 2021-06-07 06:30:40,703 - mmaction - INFO - Epoch [60][140/897] lr: 2.248e-03, eta: 2:20:48, time: 1.258, data_time: 0.002, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8870, loss_cls: 1.1248, loss: 1.1248, grad_norm: 3.7288 2021-06-07 06:31:07,051 - mmaction - INFO - Epoch [60][160/897] lr: 2.248e-03, eta: 2:20:08, time: 1.317, data_time: 0.001, memory: 8462, top1_acc: 0.6865, top5_acc: 0.8953, loss_cls: 1.1441, loss: 1.1441, grad_norm: 3.9006 2021-06-07 06:31:35,296 - mmaction - INFO - Epoch [60][180/897] lr: 2.248e-03, eta: 2:19:28, time: 1.412, data_time: 0.001, memory: 8462, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1422, loss: 1.1422, grad_norm: 3.8007 2021-06-07 06:32:04,669 - mmaction - INFO - Epoch [60][200/897] lr: 2.248e-03, eta: 2:18:49, time: 1.469, data_time: 0.001, memory: 8462, top1_acc: 0.7240, top5_acc: 0.9010, loss_cls: 1.0517, loss: 1.0517, grad_norm: 3.6581 2021-06-07 06:32:32,533 - mmaction - INFO - Epoch [60][220/897] lr: 2.248e-03, eta: 2:18:09, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.7000, top5_acc: 0.8948, loss_cls: 1.1253, loss: 1.1253, grad_norm: 3.8608 2021-06-07 06:33:01,567 - mmaction - INFO - Epoch [60][240/897] lr: 2.248e-03, eta: 2:17:29, time: 1.452, data_time: 0.001, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8849, loss_cls: 1.1575, loss: 1.1575, grad_norm: 3.8778 2021-06-07 06:33:30,885 - mmaction - INFO - Epoch [60][260/897] lr: 2.248e-03, eta: 2:16:49, time: 1.466, data_time: 0.001, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8771, loss_cls: 1.2059, loss: 1.2059, grad_norm: 3.9907 2021-06-07 06:34:00,479 - mmaction - INFO - Epoch [60][280/897] lr: 2.248e-03, eta: 2:16:10, time: 1.480, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8823, loss_cls: 1.1713, loss: 1.1713, grad_norm: 4.0572 2021-06-07 06:34:29,899 - mmaction - INFO - Epoch [60][300/897] lr: 2.248e-03, eta: 2:15:30, time: 1.471, data_time: 0.000, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8849, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.8672 2021-06-07 06:34:58,938 - mmaction - INFO - Epoch [60][320/897] lr: 2.248e-03, eta: 2:14:51, time: 1.452, data_time: 0.001, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.9109 2021-06-07 06:35:28,737 - mmaction - INFO - Epoch [60][340/897] lr: 2.248e-03, eta: 2:14:11, time: 1.490, data_time: 0.001, memory: 8462, top1_acc: 0.7036, top5_acc: 0.8906, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.7675 2021-06-07 06:35:58,571 - mmaction - INFO - Epoch [60][360/897] lr: 2.248e-03, eta: 2:13:32, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8927, loss_cls: 1.1293, loss: 1.1293, grad_norm: 3.9000 2021-06-07 06:36:28,027 - mmaction - INFO - Epoch [60][380/897] lr: 2.248e-03, eta: 2:12:52, time: 1.473, data_time: 0.001, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8948, loss_cls: 1.1446, loss: 1.1446, grad_norm: 3.9552 2021-06-07 06:36:58,427 - mmaction - INFO - Epoch [60][400/897] lr: 2.248e-03, eta: 2:12:12, time: 1.520, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.8833, loss_cls: 1.1053, loss: 1.1053, grad_norm: 3.7639 2021-06-07 06:37:28,224 - mmaction - INFO - Epoch [60][420/897] lr: 2.248e-03, eta: 2:11:33, time: 1.489, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8906, loss_cls: 1.1528, loss: 1.1528, grad_norm: 3.8775 2021-06-07 06:37:58,678 - mmaction - INFO - Epoch [60][440/897] lr: 2.248e-03, eta: 2:10:53, time: 1.523, data_time: 0.001, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8812, loss_cls: 1.1829, loss: 1.1829, grad_norm: 3.9899 2021-06-07 06:38:30,037 - mmaction - INFO - Epoch [60][460/897] lr: 2.248e-03, eta: 2:10:14, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6880, top5_acc: 0.8719, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.9861 2021-06-07 06:39:01,583 - mmaction - INFO - Epoch [60][480/897] lr: 2.248e-03, eta: 2:09:35, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8818, loss_cls: 1.1386, loss: 1.1386, grad_norm: 3.8213 2021-06-07 06:39:32,146 - mmaction - INFO - Epoch [60][500/897] lr: 2.248e-03, eta: 2:08:55, time: 1.528, data_time: 0.001, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8911, loss_cls: 1.1576, loss: 1.1576, grad_norm: 3.9307 2021-06-07 06:40:03,665 - mmaction - INFO - Epoch [60][520/897] lr: 2.248e-03, eta: 2:08:16, time: 1.576, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.2128, loss: 1.2128, grad_norm: 4.1284 2021-06-07 06:40:35,601 - mmaction - INFO - Epoch [60][540/897] lr: 2.248e-03, eta: 2:07:37, time: 1.597, data_time: 0.001, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8865, loss_cls: 1.1558, loss: 1.1558, grad_norm: 4.0339 2021-06-07 06:41:07,143 - mmaction - INFO - Epoch [60][560/897] lr: 2.248e-03, eta: 2:06:57, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.6870, top5_acc: 0.8870, loss_cls: 1.1754, loss: 1.1754, grad_norm: 3.9425 2021-06-07 06:41:38,599 - mmaction - INFO - Epoch [60][580/897] lr: 2.248e-03, eta: 2:06:18, time: 1.573, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.9005, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.8833 2021-06-07 06:42:10,513 - mmaction - INFO - Epoch [60][600/897] lr: 2.248e-03, eta: 2:05:39, time: 1.596, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8911, loss_cls: 1.1253, loss: 1.1253, grad_norm: 3.9643 2021-06-07 06:42:42,771 - mmaction - INFO - Epoch [60][620/897] lr: 2.248e-03, eta: 2:04:59, time: 1.613, data_time: 0.001, memory: 8462, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.7549 2021-06-07 06:43:16,458 - mmaction - INFO - Epoch [60][640/897] lr: 2.248e-03, eta: 2:04:20, time: 1.684, data_time: 0.001, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8917, loss_cls: 1.1278, loss: 1.1278, grad_norm: 4.0652 2021-06-07 06:43:48,659 - mmaction - INFO - Epoch [60][660/897] lr: 2.248e-03, eta: 2:03:41, time: 1.610, data_time: 0.001, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8943, loss_cls: 1.1300, loss: 1.1300, grad_norm: 3.9470 2021-06-07 06:44:21,131 - mmaction - INFO - Epoch [60][680/897] lr: 2.248e-03, eta: 2:03:02, time: 1.624, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8849, loss_cls: 1.1564, loss: 1.1564, grad_norm: 3.9223 2021-06-07 06:44:53,922 - mmaction - INFO - Epoch [60][700/897] lr: 2.248e-03, eta: 2:02:22, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.6839, top5_acc: 0.8849, loss_cls: 1.1571, loss: 1.1571, grad_norm: 3.9476 2021-06-07 06:45:27,363 - mmaction - INFO - Epoch [60][720/897] lr: 2.248e-03, eta: 2:01:43, time: 1.672, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8859, loss_cls: 1.1406, loss: 1.1406, grad_norm: 3.9677 2021-06-07 06:45:59,367 - mmaction - INFO - Epoch [60][740/897] lr: 2.248e-03, eta: 2:01:04, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8932, loss_cls: 1.1425, loss: 1.1425, grad_norm: 3.9730 2021-06-07 06:46:30,712 - mmaction - INFO - Epoch [60][760/897] lr: 2.248e-03, eta: 2:00:25, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8854, loss_cls: 1.1495, loss: 1.1495, grad_norm: 3.9904 2021-06-07 06:47:02,512 - mmaction - INFO - Epoch [60][780/897] lr: 2.248e-03, eta: 1:59:45, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8807, loss_cls: 1.1864, loss: 1.1864, grad_norm: 3.9927 2021-06-07 06:47:35,381 - mmaction - INFO - Epoch [60][800/897] lr: 2.248e-03, eta: 1:59:06, time: 1.643, data_time: 0.001, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8880, loss_cls: 1.1561, loss: 1.1561, grad_norm: 4.0159 2021-06-07 06:48:08,315 - mmaction - INFO - Epoch [60][820/897] lr: 2.248e-03, eta: 1:58:27, time: 1.647, data_time: 0.001, memory: 8462, top1_acc: 0.6943, top5_acc: 0.8984, loss_cls: 1.1044, loss: 1.1044, grad_norm: 3.8759 2021-06-07 06:48:40,418 - mmaction - INFO - Epoch [60][840/897] lr: 2.248e-03, eta: 1:57:48, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.6766, top5_acc: 0.8823, loss_cls: 1.1712, loss: 1.1712, grad_norm: 4.1117 2021-06-07 06:49:12,380 - mmaction - INFO - Epoch [60][860/897] lr: 2.248e-03, eta: 1:57:08, time: 1.598, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8885, loss_cls: 1.1269, loss: 1.1269, grad_norm: 3.9984 2021-06-07 06:49:44,618 - mmaction - INFO - Epoch [60][880/897] lr: 2.248e-03, eta: 1:56:29, time: 1.612, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8875, loss_cls: 1.1982, loss: 1.1982, grad_norm: 4.1765 2021-06-07 06:50:16,192 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-06-07 06:59:00,222 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 06:59:00,469 - mmaction - INFO - top1_acc 0.4361 top5_acc 0.7503 2021-06-07 06:59:00,469 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 06:59:00,528 - mmaction - INFO - mean_acc 0.3989 2021-06-07 06:59:00,531 - mmaction - INFO - Epoch(val) [60][897] top1_acc: 0.4361, top5_acc: 0.7503, mean_class_accuracy: 0.3989 2021-06-07 07:06:24,417 - mmaction - INFO - Epoch [61][20/897] lr: 1.441e-03, eta: 1:55:42, time: 22.192, data_time: 21.197, memory: 8462, top1_acc: 0.7120, top5_acc: 0.9073, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.7599 2021-06-07 07:06:42,267 - mmaction - INFO - Epoch [61][40/897] lr: 1.441e-03, eta: 1:55:02, time: 0.894, data_time: 0.002, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8880, loss_cls: 1.1508, loss: 1.1508, grad_norm: 3.9308 2021-06-07 07:07:00,524 - mmaction - INFO - Epoch [61][60/897] lr: 1.441e-03, eta: 1:54:22, time: 0.913, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.8990, loss_cls: 1.0918, loss: 1.0918, grad_norm: 3.8956 2021-06-07 07:07:21,176 - mmaction - INFO - Epoch [61][80/897] lr: 1.441e-03, eta: 1:53:41, time: 1.032, data_time: 0.001, memory: 8462, top1_acc: 0.6969, top5_acc: 0.8958, loss_cls: 1.1022, loss: 1.1022, grad_norm: 3.9515 2021-06-07 07:07:41,892 - mmaction - INFO - Epoch [61][100/897] lr: 1.441e-03, eta: 1:53:01, time: 1.036, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1351, loss: 1.1351, grad_norm: 3.9328 2021-06-07 07:08:05,116 - mmaction - INFO - Epoch [61][120/897] lr: 1.441e-03, eta: 1:52:22, time: 1.161, data_time: 0.001, memory: 8462, top1_acc: 0.6854, top5_acc: 0.8828, loss_cls: 1.1756, loss: 1.1756, grad_norm: 3.8962 2021-06-07 07:08:30,276 - mmaction - INFO - Epoch [61][140/897] lr: 1.441e-03, eta: 1:51:42, time: 1.258, data_time: 0.001, memory: 8462, top1_acc: 0.6833, top5_acc: 0.8870, loss_cls: 1.1841, loss: 1.1841, grad_norm: 4.0676 2021-06-07 07:08:57,273 - mmaction - INFO - Epoch [61][160/897] lr: 1.441e-03, eta: 1:51:02, time: 1.350, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.9010, loss_cls: 1.1064, loss: 1.1064, grad_norm: 3.9600 2021-06-07 07:09:25,544 - mmaction - INFO - Epoch [61][180/897] lr: 1.441e-03, eta: 1:50:23, time: 1.414, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.9026, loss_cls: 1.0941, loss: 1.0941, grad_norm: 3.8661 2021-06-07 07:09:55,390 - mmaction - INFO - Epoch [61][200/897] lr: 1.441e-03, eta: 1:49:43, time: 1.492, data_time: 0.001, memory: 8462, top1_acc: 0.6917, top5_acc: 0.8870, loss_cls: 1.1506, loss: 1.1506, grad_norm: 3.9312 2021-06-07 07:10:26,322 - mmaction - INFO - Epoch [61][220/897] lr: 1.441e-03, eta: 1:49:04, time: 1.545, data_time: 0.008, memory: 8462, top1_acc: 0.7000, top5_acc: 0.8896, loss_cls: 1.0992, loss: 1.0992, grad_norm: 3.8527 2021-06-07 07:10:57,994 - mmaction - INFO - Epoch [61][240/897] lr: 1.441e-03, eta: 1:48:24, time: 1.586, data_time: 0.007, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8964, loss_cls: 1.0937, loss: 1.0937, grad_norm: 3.9040 2021-06-07 07:11:28,623 - mmaction - INFO - Epoch [61][260/897] lr: 1.441e-03, eta: 1:47:45, time: 1.531, data_time: 0.001, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8880, loss_cls: 1.1365, loss: 1.1365, grad_norm: 4.0127 2021-06-07 07:11:59,221 - mmaction - INFO - Epoch [61][280/897] lr: 1.441e-03, eta: 1:47:06, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8927, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.9694 2021-06-07 07:12:30,400 - mmaction - INFO - Epoch [61][300/897] lr: 1.441e-03, eta: 1:46:26, time: 1.560, data_time: 0.003, memory: 8462, top1_acc: 0.6995, top5_acc: 0.9026, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.9454 2021-06-07 07:13:02,891 - mmaction - INFO - Epoch [61][320/897] lr: 1.441e-03, eta: 1:45:47, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.6979, top5_acc: 0.8880, loss_cls: 1.1143, loss: 1.1143, grad_norm: 3.9935 2021-06-07 07:13:33,815 - mmaction - INFO - Epoch [61][340/897] lr: 1.441e-03, eta: 1:45:08, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8828, loss_cls: 1.1146, loss: 1.1146, grad_norm: 3.8519 2021-06-07 07:14:05,179 - mmaction - INFO - Epoch [61][360/897] lr: 1.441e-03, eta: 1:44:29, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6943, top5_acc: 0.8896, loss_cls: 1.1587, loss: 1.1587, grad_norm: 4.0775 2021-06-07 07:14:36,854 - mmaction - INFO - Epoch [61][380/897] lr: 1.441e-03, eta: 1:43:49, time: 1.584, data_time: 0.001, memory: 8462, top1_acc: 0.6823, top5_acc: 0.8797, loss_cls: 1.1835, loss: 1.1835, grad_norm: 4.0962 2021-06-07 07:15:07,673 - mmaction - INFO - Epoch [61][400/897] lr: 1.441e-03, eta: 1:43:10, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8974, loss_cls: 1.1054, loss: 1.1054, grad_norm: 3.9899 2021-06-07 07:15:38,664 - mmaction - INFO - Epoch [61][420/897] lr: 1.441e-03, eta: 1:42:31, time: 1.550, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8828, loss_cls: 1.1669, loss: 1.1669, grad_norm: 3.9535 2021-06-07 07:16:10,402 - mmaction - INFO - Epoch [61][440/897] lr: 1.441e-03, eta: 1:41:51, time: 1.587, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8812, loss_cls: 1.1479, loss: 1.1479, grad_norm: 4.0043 2021-06-07 07:16:40,726 - mmaction - INFO - Epoch [61][460/897] lr: 1.441e-03, eta: 1:41:12, time: 1.516, data_time: 0.001, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8984, loss_cls: 1.0873, loss: 1.0873, grad_norm: 3.9091 2021-06-07 07:17:11,034 - mmaction - INFO - Epoch [61][480/897] lr: 1.441e-03, eta: 1:40:33, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8776, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.1541 2021-06-07 07:17:41,176 - mmaction - INFO - Epoch [61][500/897] lr: 1.441e-03, eta: 1:39:54, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.8885, loss_cls: 1.1076, loss: 1.1076, grad_norm: 3.8801 2021-06-07 07:18:12,413 - mmaction - INFO - Epoch [61][520/897] lr: 1.441e-03, eta: 1:39:14, time: 1.562, data_time: 0.001, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8849, loss_cls: 1.1332, loss: 1.1332, grad_norm: 3.9920 2021-06-07 07:18:43,370 - mmaction - INFO - Epoch [61][540/897] lr: 1.441e-03, eta: 1:38:35, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.6990, top5_acc: 0.8922, loss_cls: 1.1084, loss: 1.1084, grad_norm: 3.9218 2021-06-07 07:19:13,418 - mmaction - INFO - Epoch [61][560/897] lr: 1.441e-03, eta: 1:37:56, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.7073, top5_acc: 0.9000, loss_cls: 1.0744, loss: 1.0744, grad_norm: 3.8576 2021-06-07 07:19:43,729 - mmaction - INFO - Epoch [61][580/897] lr: 1.441e-03, eta: 1:37:16, time: 1.515, data_time: 0.001, memory: 8462, top1_acc: 0.6901, top5_acc: 0.8875, loss_cls: 1.1388, loss: 1.1388, grad_norm: 4.0205 2021-06-07 07:20:14,009 - mmaction - INFO - Epoch [61][600/897] lr: 1.441e-03, eta: 1:36:37, time: 1.514, data_time: 0.001, memory: 8462, top1_acc: 0.6839, top5_acc: 0.8880, loss_cls: 1.1626, loss: 1.1626, grad_norm: 3.9996 2021-06-07 07:20:44,093 - mmaction - INFO - Epoch [61][620/897] lr: 1.441e-03, eta: 1:35:58, time: 1.504, data_time: 0.001, memory: 8462, top1_acc: 0.6948, top5_acc: 0.8922, loss_cls: 1.1641, loss: 1.1641, grad_norm: 4.1097 2021-06-07 07:21:14,071 - mmaction - INFO - Epoch [61][640/897] lr: 1.441e-03, eta: 1:35:19, time: 1.499, data_time: 0.001, memory: 8462, top1_acc: 0.6859, top5_acc: 0.8891, loss_cls: 1.1539, loss: 1.1539, grad_norm: 4.0952 2021-06-07 07:21:44,100 - mmaction - INFO - Epoch [61][660/897] lr: 1.441e-03, eta: 1:34:39, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.7010, top5_acc: 0.9089, loss_cls: 1.0542, loss: 1.0542, grad_norm: 3.8703 2021-06-07 07:22:14,321 - mmaction - INFO - Epoch [61][680/897] lr: 1.441e-03, eta: 1:34:00, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.8917, loss_cls: 1.1349, loss: 1.1349, grad_norm: 4.0678 2021-06-07 07:22:43,738 - mmaction - INFO - Epoch [61][700/897] lr: 1.441e-03, eta: 1:33:21, time: 1.471, data_time: 0.001, memory: 8462, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1371, loss: 1.1371, grad_norm: 4.0253 2021-06-07 07:23:14,430 - mmaction - INFO - Epoch [61][720/897] lr: 1.441e-03, eta: 1:32:42, time: 1.535, data_time: 0.001, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8948, loss_cls: 1.1079, loss: 1.1079, grad_norm: 4.0900 2021-06-07 07:23:44,063 - mmaction - INFO - Epoch [61][740/897] lr: 1.441e-03, eta: 1:32:02, time: 1.482, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8839, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.0422 2021-06-07 07:24:14,117 - mmaction - INFO - Epoch [61][760/897] lr: 1.441e-03, eta: 1:31:23, time: 1.503, data_time: 0.001, memory: 8462, top1_acc: 0.6854, top5_acc: 0.8839, loss_cls: 1.1557, loss: 1.1557, grad_norm: 4.0449 2021-06-07 07:24:44,474 - mmaction - INFO - Epoch [61][780/897] lr: 1.441e-03, eta: 1:30:44, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.7047, top5_acc: 0.9062, loss_cls: 1.0929, loss: 1.0929, grad_norm: 3.9828 2021-06-07 07:25:14,511 - mmaction - INFO - Epoch [61][800/897] lr: 1.441e-03, eta: 1:30:05, time: 1.502, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.9031, loss_cls: 1.1030, loss: 1.1030, grad_norm: 4.0049 2021-06-07 07:25:45,548 - mmaction - INFO - Epoch [61][820/897] lr: 1.441e-03, eta: 1:29:25, time: 1.552, data_time: 0.001, memory: 8462, top1_acc: 0.7068, top5_acc: 0.8891, loss_cls: 1.1020, loss: 1.1020, grad_norm: 3.9431 2021-06-07 07:26:16,472 - mmaction - INFO - Epoch [61][840/897] lr: 1.441e-03, eta: 1:28:46, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6990, top5_acc: 0.8938, loss_cls: 1.1198, loss: 1.1198, grad_norm: 3.9385 2021-06-07 07:26:47,861 - mmaction - INFO - Epoch [61][860/897] lr: 1.441e-03, eta: 1:28:07, time: 1.569, data_time: 0.001, memory: 8462, top1_acc: 0.6964, top5_acc: 0.8865, loss_cls: 1.1505, loss: 1.1505, grad_norm: 4.1021 2021-06-07 07:27:19,291 - mmaction - INFO - Epoch [61][880/897] lr: 1.441e-03, eta: 1:27:28, time: 1.572, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8885, loss_cls: 1.1399, loss: 1.1399, grad_norm: 4.0913 2021-06-07 07:27:49,521 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-06-07 07:36:27,647 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 07:36:27,914 - mmaction - INFO - top1_acc 0.4348 top5_acc 0.7510 2021-06-07 07:36:27,915 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 07:36:27,984 - mmaction - INFO - mean_acc 0.3995 2021-06-07 07:36:27,987 - mmaction - INFO - Epoch(val) [61][897] top1_acc: 0.4348, top5_acc: 0.7510, mean_class_accuracy: 0.3995 2021-06-07 07:44:08,147 - mmaction - INFO - Epoch [62][20/897] lr: 8.118e-04, eta: 1:26:35, time: 23.006, data_time: 22.008, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8958, loss_cls: 1.1067, loss: 1.1067, grad_norm: 3.8534 2021-06-07 07:44:25,961 - mmaction - INFO - Epoch [62][40/897] lr: 8.118e-04, eta: 1:25:55, time: 0.892, data_time: 0.003, memory: 8462, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.0780, loss: 1.0780, grad_norm: 3.9180 2021-06-07 07:44:44,126 - mmaction - INFO - Epoch [62][60/897] lr: 8.118e-04, eta: 1:25:15, time: 0.908, data_time: 0.001, memory: 8462, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.7748 2021-06-07 07:45:05,887 - mmaction - INFO - Epoch [62][80/897] lr: 8.118e-04, eta: 1:24:36, time: 1.087, data_time: 0.001, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8974, loss_cls: 1.0552, loss: 1.0552, grad_norm: 3.8079 2021-06-07 07:45:25,710 - mmaction - INFO - Epoch [62][100/897] lr: 8.118e-04, eta: 1:23:56, time: 0.992, data_time: 0.005, memory: 8462, top1_acc: 0.7083, top5_acc: 0.8969, loss_cls: 1.0816, loss: 1.0816, grad_norm: 3.9348 2021-06-07 07:45:48,211 - mmaction - INFO - Epoch [62][120/897] lr: 8.118e-04, eta: 1:23:16, time: 1.125, data_time: 0.001, memory: 8462, top1_acc: 0.6927, top5_acc: 0.8911, loss_cls: 1.1297, loss: 1.1297, grad_norm: 4.0457 2021-06-07 07:46:14,304 - mmaction - INFO - Epoch [62][140/897] lr: 8.118e-04, eta: 1:22:37, time: 1.304, data_time: 0.001, memory: 8462, top1_acc: 0.7177, top5_acc: 0.9031, loss_cls: 1.0448, loss: 1.0448, grad_norm: 3.9052 2021-06-07 07:46:41,496 - mmaction - INFO - Epoch [62][160/897] lr: 8.118e-04, eta: 1:21:57, time: 1.360, data_time: 0.001, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8906, loss_cls: 1.1107, loss: 1.1107, grad_norm: 3.9644 2021-06-07 07:47:09,003 - mmaction - INFO - Epoch [62][180/897] lr: 8.118e-04, eta: 1:21:18, time: 1.376, data_time: 0.001, memory: 8462, top1_acc: 0.7036, top5_acc: 0.8875, loss_cls: 1.1294, loss: 1.1294, grad_norm: 3.9341 2021-06-07 07:47:38,340 - mmaction - INFO - Epoch [62][200/897] lr: 8.118e-04, eta: 1:20:39, time: 1.467, data_time: 0.001, memory: 8462, top1_acc: 0.6911, top5_acc: 0.8880, loss_cls: 1.1474, loss: 1.1474, grad_norm: 4.0622 2021-06-07 07:48:07,741 - mmaction - INFO - Epoch [62][220/897] lr: 8.118e-04, eta: 1:19:59, time: 1.470, data_time: 0.001, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8885, loss_cls: 1.1169, loss: 1.1169, grad_norm: 3.9456 2021-06-07 07:48:38,265 - mmaction - INFO - Epoch [62][240/897] lr: 8.118e-04, eta: 1:19:20, time: 1.526, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.9083, loss_cls: 1.0550, loss: 1.0550, grad_norm: 3.9049 2021-06-07 07:49:09,189 - mmaction - INFO - Epoch [62][260/897] lr: 8.118e-04, eta: 1:18:41, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.8990, loss_cls: 1.0961, loss: 1.0961, grad_norm: 3.9617 2021-06-07 07:49:40,379 - mmaction - INFO - Epoch [62][280/897] lr: 8.118e-04, eta: 1:18:02, time: 1.560, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8927, loss_cls: 1.0898, loss: 1.0898, grad_norm: 3.9773 2021-06-07 07:50:11,252 - mmaction - INFO - Epoch [62][300/897] lr: 8.118e-04, eta: 1:17:23, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.7146, top5_acc: 0.9052, loss_cls: 1.0554, loss: 1.0554, grad_norm: 3.8589 2021-06-07 07:50:43,780 - mmaction - INFO - Epoch [62][320/897] lr: 8.118e-04, eta: 1:16:44, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.7000, top5_acc: 0.8974, loss_cls: 1.1234, loss: 1.1234, grad_norm: 4.0014 2021-06-07 07:51:15,891 - mmaction - INFO - Epoch [62][340/897] lr: 8.118e-04, eta: 1:16:04, time: 1.606, data_time: 0.001, memory: 8462, top1_acc: 0.6932, top5_acc: 0.9000, loss_cls: 1.0926, loss: 1.0926, grad_norm: 3.9883 2021-06-07 07:51:47,459 - mmaction - INFO - Epoch [62][360/897] lr: 8.118e-04, eta: 1:15:25, time: 1.578, data_time: 0.001, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8979, loss_cls: 1.1026, loss: 1.1026, grad_norm: 4.0238 2021-06-07 07:52:19,956 - mmaction - INFO - Epoch [62][380/897] lr: 8.118e-04, eta: 1:14:46, time: 1.625, data_time: 0.001, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8932, loss_cls: 1.1148, loss: 1.1148, grad_norm: 4.0650 2021-06-07 07:52:51,986 - mmaction - INFO - Epoch [62][400/897] lr: 8.118e-04, eta: 1:14:07, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.7130, top5_acc: 0.9057, loss_cls: 1.0487, loss: 1.0487, grad_norm: 3.9822 2021-06-07 07:53:24,131 - mmaction - INFO - Epoch [62][420/897] lr: 8.118e-04, eta: 1:13:28, time: 1.607, data_time: 0.001, memory: 8462, top1_acc: 0.6984, top5_acc: 0.8927, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.9872 2021-06-07 07:53:56,004 - mmaction - INFO - Epoch [62][440/897] lr: 8.118e-04, eta: 1:12:49, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.7135, top5_acc: 0.9016, loss_cls: 1.0725, loss: 1.0725, grad_norm: 3.9191 2021-06-07 07:54:27,998 - mmaction - INFO - Epoch [62][460/897] lr: 8.118e-04, eta: 1:12:10, time: 1.600, data_time: 0.001, memory: 8462, top1_acc: 0.6839, top5_acc: 0.8839, loss_cls: 1.1715, loss: 1.1715, grad_norm: 4.0764 2021-06-07 07:55:01,467 - mmaction - INFO - Epoch [62][480/897] lr: 8.118e-04, eta: 1:11:31, time: 1.673, data_time: 0.001, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8901, loss_cls: 1.1333, loss: 1.1333, grad_norm: 4.1463 2021-06-07 07:55:32,224 - mmaction - INFO - Epoch [62][500/897] lr: 8.118e-04, eta: 1:10:52, time: 1.538, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8927, loss_cls: 1.1343, loss: 1.1343, grad_norm: 4.1084 2021-06-07 07:56:04,109 - mmaction - INFO - Epoch [62][520/897] lr: 8.118e-04, eta: 1:10:13, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.7135, top5_acc: 0.9000, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.9884 2021-06-07 07:56:34,899 - mmaction - INFO - Epoch [62][540/897] lr: 8.118e-04, eta: 1:09:33, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 1.1163, loss: 1.1163, grad_norm: 4.0768 2021-06-07 07:57:06,085 - mmaction - INFO - Epoch [62][560/897] lr: 8.118e-04, eta: 1:08:54, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.6854, top5_acc: 0.8703, loss_cls: 1.2397, loss: 1.2397, grad_norm: 4.0986 2021-06-07 07:57:37,235 - mmaction - INFO - Epoch [62][580/897] lr: 8.118e-04, eta: 1:08:15, time: 1.558, data_time: 0.001, memory: 8462, top1_acc: 0.6906, top5_acc: 0.8927, loss_cls: 1.1229, loss: 1.1229, grad_norm: 4.0565 2021-06-07 07:58:07,682 - mmaction - INFO - Epoch [62][600/897] lr: 8.118e-04, eta: 1:07:36, time: 1.522, data_time: 0.001, memory: 8462, top1_acc: 0.7057, top5_acc: 0.8870, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.9642 2021-06-07 07:58:38,269 - mmaction - INFO - Epoch [62][620/897] lr: 8.118e-04, eta: 1:06:57, time: 1.529, data_time: 0.001, memory: 8462, top1_acc: 0.7089, top5_acc: 0.8875, loss_cls: 1.0968, loss: 1.0968, grad_norm: 3.9532 2021-06-07 07:59:08,990 - mmaction - INFO - Epoch [62][640/897] lr: 8.118e-04, eta: 1:06:18, time: 1.536, data_time: 0.001, memory: 8462, top1_acc: 0.7141, top5_acc: 0.9057, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.9911 2021-06-07 07:59:40,854 - mmaction - INFO - Epoch [62][660/897] lr: 8.118e-04, eta: 1:05:39, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8844, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.9859 2021-06-07 08:00:11,194 - mmaction - INFO - Epoch [62][680/897] lr: 8.118e-04, eta: 1:05:00, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.7224, top5_acc: 0.8984, loss_cls: 1.0655, loss: 1.0655, grad_norm: 3.9241 2021-06-07 08:00:41,369 - mmaction - INFO - Epoch [62][700/897] lr: 8.118e-04, eta: 1:04:21, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.1366, loss: 1.1366, grad_norm: 4.0162 2021-06-07 08:01:12,210 - mmaction - INFO - Epoch [62][720/897] lr: 8.118e-04, eta: 1:03:42, time: 1.542, data_time: 0.001, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8911, loss_cls: 1.1120, loss: 1.1120, grad_norm: 3.9657 2021-06-07 08:01:42,149 - mmaction - INFO - Epoch [62][740/897] lr: 8.118e-04, eta: 1:03:02, time: 1.497, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.9005, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.9288 2021-06-07 08:02:12,416 - mmaction - INFO - Epoch [62][760/897] lr: 8.118e-04, eta: 1:02:23, time: 1.513, data_time: 0.001, memory: 8462, top1_acc: 0.7036, top5_acc: 0.8896, loss_cls: 1.1104, loss: 1.1104, grad_norm: 3.9791 2021-06-07 08:02:42,193 - mmaction - INFO - Epoch [62][780/897] lr: 8.118e-04, eta: 1:01:44, time: 1.489, data_time: 0.001, memory: 8462, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.0938 2021-06-07 08:03:13,279 - mmaction - INFO - Epoch [62][800/897] lr: 8.118e-04, eta: 1:01:05, time: 1.554, data_time: 0.001, memory: 8462, top1_acc: 0.6875, top5_acc: 0.8865, loss_cls: 1.1437, loss: 1.1437, grad_norm: 4.0334 2021-06-07 08:03:43,397 - mmaction - INFO - Epoch [62][820/897] lr: 8.118e-04, eta: 1:00:26, time: 1.506, data_time: 0.001, memory: 8462, top1_acc: 0.7063, top5_acc: 0.8943, loss_cls: 1.1251, loss: 1.1251, grad_norm: 4.0544 2021-06-07 08:04:13,541 - mmaction - INFO - Epoch [62][840/897] lr: 8.118e-04, eta: 0:59:47, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8995, loss_cls: 1.0631, loss: 1.0631, grad_norm: 3.9289 2021-06-07 08:04:44,886 - mmaction - INFO - Epoch [62][860/897] lr: 8.118e-04, eta: 0:59:08, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.9005, loss_cls: 1.0895, loss: 1.0895, grad_norm: 4.0731 2021-06-07 08:05:16,101 - mmaction - INFO - Epoch [62][880/897] lr: 8.118e-04, eta: 0:58:29, time: 1.561, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8896, loss_cls: 1.1010, loss: 1.1010, grad_norm: 4.0029 2021-06-07 08:05:46,526 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-06-07 08:14:31,652 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 08:14:31,911 - mmaction - INFO - top1_acc 0.4353 top5_acc 0.7462 2021-06-07 08:14:31,911 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 08:14:31,981 - mmaction - INFO - mean_acc 0.4027 2021-06-07 08:14:31,984 - mmaction - INFO - Epoch(val) [62][897] top1_acc: 0.4353, top5_acc: 0.7462, mean_class_accuracy: 0.4027 2021-06-07 08:22:20,584 - mmaction - INFO - Epoch [63][20/897] lr: 3.611e-04, eta: 0:57:30, time: 23.426, data_time: 22.415, memory: 8462, top1_acc: 0.6969, top5_acc: 0.8953, loss_cls: 1.1410, loss: 1.1410, grad_norm: 4.0165 2021-06-07 08:22:38,383 - mmaction - INFO - Epoch [63][40/897] lr: 3.611e-04, eta: 0:56:51, time: 0.893, data_time: 0.004, memory: 8462, top1_acc: 0.7042, top5_acc: 0.8766, loss_cls: 1.1307, loss: 1.1307, grad_norm: 3.9663 2021-06-07 08:22:56,684 - mmaction - INFO - Epoch [63][60/897] lr: 3.611e-04, eta: 0:56:11, time: 0.915, data_time: 0.001, memory: 8462, top1_acc: 0.7167, top5_acc: 0.9036, loss_cls: 1.0506, loss: 1.0506, grad_norm: 3.9796 2021-06-07 08:23:15,664 - mmaction - INFO - Epoch [63][80/897] lr: 3.611e-04, eta: 0:55:32, time: 0.949, data_time: 0.001, memory: 8462, top1_acc: 0.6969, top5_acc: 0.8755, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.1948 2021-06-07 08:23:35,462 - mmaction - INFO - Epoch [63][100/897] lr: 3.611e-04, eta: 0:54:52, time: 0.990, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8849, loss_cls: 1.1559, loss: 1.1559, grad_norm: 4.1053 2021-06-07 08:23:57,394 - mmaction - INFO - Epoch [63][120/897] lr: 3.611e-04, eta: 0:54:13, time: 1.096, data_time: 0.001, memory: 8462, top1_acc: 0.7177, top5_acc: 0.9000, loss_cls: 1.0585, loss: 1.0585, grad_norm: 3.8669 2021-06-07 08:24:21,762 - mmaction - INFO - Epoch [63][140/897] lr: 3.611e-04, eta: 0:53:33, time: 1.218, data_time: 0.001, memory: 8462, top1_acc: 0.6932, top5_acc: 0.8854, loss_cls: 1.1165, loss: 1.1165, grad_norm: 3.9196 2021-06-07 08:24:49,529 - mmaction - INFO - Epoch [63][160/897] lr: 3.611e-04, eta: 0:52:54, time: 1.388, data_time: 0.001, memory: 8462, top1_acc: 0.7135, top5_acc: 0.8828, loss_cls: 1.1023, loss: 1.1023, grad_norm: 4.0170 2021-06-07 08:25:17,180 - mmaction - INFO - Epoch [63][180/897] lr: 3.611e-04, eta: 0:52:15, time: 1.381, data_time: 0.001, memory: 8462, top1_acc: 0.7120, top5_acc: 0.9073, loss_cls: 1.0620, loss: 1.0620, grad_norm: 3.9802 2021-06-07 08:25:44,964 - mmaction - INFO - Epoch [63][200/897] lr: 3.611e-04, eta: 0:51:36, time: 1.391, data_time: 0.006, memory: 8462, top1_acc: 0.6984, top5_acc: 0.8833, loss_cls: 1.1375, loss: 1.1375, grad_norm: 4.0754 2021-06-07 08:26:12,728 - mmaction - INFO - Epoch [63][220/897] lr: 3.611e-04, eta: 0:50:57, time: 1.388, data_time: 0.001, memory: 8462, top1_acc: 0.6870, top5_acc: 0.8833, loss_cls: 1.1717, loss: 1.1717, grad_norm: 4.1481 2021-06-07 08:26:40,587 - mmaction - INFO - Epoch [63][240/897] lr: 3.611e-04, eta: 0:50:18, time: 1.393, data_time: 0.001, memory: 8462, top1_acc: 0.6984, top5_acc: 0.9010, loss_cls: 1.0982, loss: 1.0982, grad_norm: 4.0727 2021-06-07 08:27:09,338 - mmaction - INFO - Epoch [63][260/897] lr: 3.611e-04, eta: 0:49:38, time: 1.438, data_time: 0.001, memory: 8462, top1_acc: 0.7286, top5_acc: 0.9104, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.7875 2021-06-07 08:27:38,411 - mmaction - INFO - Epoch [63][280/897] lr: 3.611e-04, eta: 0:48:59, time: 1.453, data_time: 0.001, memory: 8462, top1_acc: 0.7125, top5_acc: 0.9036, loss_cls: 1.0489, loss: 1.0489, grad_norm: 3.8410 2021-06-07 08:28:07,766 - mmaction - INFO - Epoch [63][300/897] lr: 3.611e-04, eta: 0:48:20, time: 1.468, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8927, loss_cls: 1.1057, loss: 1.1057, grad_norm: 3.9905 2021-06-07 08:28:36,523 - mmaction - INFO - Epoch [63][320/897] lr: 3.611e-04, eta: 0:47:41, time: 1.438, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8948, loss_cls: 1.1177, loss: 1.1177, grad_norm: 4.1116 2021-06-07 08:29:06,709 - mmaction - INFO - Epoch [63][340/897] lr: 3.611e-04, eta: 0:47:02, time: 1.509, data_time: 0.001, memory: 8462, top1_acc: 0.6807, top5_acc: 0.8766, loss_cls: 1.2094, loss: 1.2094, grad_norm: 4.1736 2021-06-07 08:29:36,286 - mmaction - INFO - Epoch [63][360/897] lr: 3.611e-04, eta: 0:46:23, time: 1.479, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8922, loss_cls: 1.1180, loss: 1.1180, grad_norm: 3.9300 2021-06-07 08:30:06,506 - mmaction - INFO - Epoch [63][380/897] lr: 3.611e-04, eta: 0:45:44, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.6974, top5_acc: 0.8948, loss_cls: 1.1303, loss: 1.1303, grad_norm: 4.0348 2021-06-07 08:30:36,739 - mmaction - INFO - Epoch [63][400/897] lr: 3.611e-04, eta: 0:45:05, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.7089, top5_acc: 0.8896, loss_cls: 1.1029, loss: 1.1029, grad_norm: 3.8066 2021-06-07 08:31:07,338 - mmaction - INFO - Epoch [63][420/897] lr: 3.611e-04, eta: 0:44:26, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.7109, top5_acc: 0.9031, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.9190 2021-06-07 08:31:39,226 - mmaction - INFO - Epoch [63][440/897] lr: 3.611e-04, eta: 0:43:47, time: 1.594, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.8938, loss_cls: 1.1245, loss: 1.1245, grad_norm: 4.0568 2021-06-07 08:32:09,765 - mmaction - INFO - Epoch [63][460/897] lr: 3.611e-04, eta: 0:43:08, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.0008 2021-06-07 08:32:42,281 - mmaction - INFO - Epoch [63][480/897] lr: 3.611e-04, eta: 0:42:29, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8870, loss_cls: 1.1522, loss: 1.1522, grad_norm: 4.0417 2021-06-07 08:33:14,317 - mmaction - INFO - Epoch [63][500/897] lr: 3.611e-04, eta: 0:41:50, time: 1.602, data_time: 0.001, memory: 8462, top1_acc: 0.7073, top5_acc: 0.8870, loss_cls: 1.1096, loss: 1.1096, grad_norm: 3.9470 2021-06-07 08:33:46,284 - mmaction - INFO - Epoch [63][520/897] lr: 3.611e-04, eta: 0:41:11, time: 1.599, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8854, loss_cls: 1.1368, loss: 1.1368, grad_norm: 4.0223 2021-06-07 08:34:19,033 - mmaction - INFO - Epoch [63][540/897] lr: 3.611e-04, eta: 0:40:32, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.7042, top5_acc: 0.8922, loss_cls: 1.1070, loss: 1.1070, grad_norm: 3.9681 2021-06-07 08:34:51,768 - mmaction - INFO - Epoch [63][560/897] lr: 3.611e-04, eta: 0:39:53, time: 1.637, data_time: 0.001, memory: 8462, top1_acc: 0.7307, top5_acc: 0.9078, loss_cls: 1.0247, loss: 1.0247, grad_norm: 3.7675 2021-06-07 08:35:24,290 - mmaction - INFO - Epoch [63][580/897] lr: 3.611e-04, eta: 0:39:14, time: 1.626, data_time: 0.001, memory: 8462, top1_acc: 0.7042, top5_acc: 0.8833, loss_cls: 1.1265, loss: 1.1265, grad_norm: 3.9791 2021-06-07 08:35:57,993 - mmaction - INFO - Epoch [63][600/897] lr: 3.611e-04, eta: 0:38:35, time: 1.685, data_time: 0.001, memory: 8462, top1_acc: 0.6818, top5_acc: 0.8870, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.1141 2021-06-07 08:36:29,718 - mmaction - INFO - Epoch [63][620/897] lr: 3.611e-04, eta: 0:37:56, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.7057, top5_acc: 0.8969, loss_cls: 1.0957, loss: 1.0957, grad_norm: 4.0196 2021-06-07 08:37:01,591 - mmaction - INFO - Epoch [63][640/897] lr: 3.611e-04, eta: 0:37:17, time: 1.593, data_time: 0.001, memory: 8462, top1_acc: 0.7130, top5_acc: 0.8990, loss_cls: 1.0588, loss: 1.0588, grad_norm: 3.9013 2021-06-07 08:37:34,293 - mmaction - INFO - Epoch [63][660/897] lr: 3.611e-04, eta: 0:36:39, time: 1.635, data_time: 0.001, memory: 8462, top1_acc: 0.7271, top5_acc: 0.8911, loss_cls: 1.0683, loss: 1.0683, grad_norm: 3.9084 2021-06-07 08:38:06,071 - mmaction - INFO - Epoch [63][680/897] lr: 3.611e-04, eta: 0:36:00, time: 1.589, data_time: 0.001, memory: 8462, top1_acc: 0.7141, top5_acc: 0.8922, loss_cls: 1.0985, loss: 1.0985, grad_norm: 4.0234 2021-06-07 08:38:38,164 - mmaction - INFO - Epoch [63][700/897] lr: 3.611e-04, eta: 0:35:21, time: 1.605, data_time: 0.001, memory: 8462, top1_acc: 0.7161, top5_acc: 0.8953, loss_cls: 1.0613, loss: 1.0613, grad_norm: 3.8269 2021-06-07 08:39:09,884 - mmaction - INFO - Epoch [63][720/897] lr: 3.611e-04, eta: 0:34:42, time: 1.586, data_time: 0.001, memory: 8462, top1_acc: 0.7224, top5_acc: 0.9000, loss_cls: 1.0599, loss: 1.0599, grad_norm: 3.9009 2021-06-07 08:39:42,162 - mmaction - INFO - Epoch [63][740/897] lr: 3.611e-04, eta: 0:34:03, time: 1.614, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8854, loss_cls: 1.1550, loss: 1.1550, grad_norm: 4.0547 2021-06-07 08:40:12,526 - mmaction - INFO - Epoch [63][760/897] lr: 3.611e-04, eta: 0:33:24, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.7161, top5_acc: 0.8969, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.9993 2021-06-07 08:40:43,452 - mmaction - INFO - Epoch [63][780/897] lr: 3.611e-04, eta: 0:32:45, time: 1.546, data_time: 0.001, memory: 8462, top1_acc: 0.7130, top5_acc: 0.9010, loss_cls: 1.0556, loss: 1.0556, grad_norm: 3.9392 2021-06-07 08:41:15,246 - mmaction - INFO - Epoch [63][800/897] lr: 3.611e-04, eta: 0:32:06, time: 1.590, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.8849, loss_cls: 1.1413, loss: 1.1413, grad_norm: 4.0780 2021-06-07 08:41:45,578 - mmaction - INFO - Epoch [63][820/897] lr: 3.611e-04, eta: 0:31:27, time: 1.517, data_time: 0.001, memory: 8462, top1_acc: 0.7068, top5_acc: 0.9016, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.0533 2021-06-07 08:42:16,643 - mmaction - INFO - Epoch [63][840/897] lr: 3.611e-04, eta: 0:30:48, time: 1.553, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8990, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.8177 2021-06-07 08:42:47,471 - mmaction - INFO - Epoch [63][860/897] lr: 3.611e-04, eta: 0:30:09, time: 1.541, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.9047, loss_cls: 1.0760, loss: 1.0760, grad_norm: 4.0132 2021-06-07 08:43:17,576 - mmaction - INFO - Epoch [63][880/897] lr: 3.611e-04, eta: 0:29:31, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.6833, top5_acc: 0.8958, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.0832 2021-06-07 08:43:47,980 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-06-07 08:52:48,192 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 08:52:48,460 - mmaction - INFO - top1_acc 0.4368 top5_acc 0.7469 2021-06-07 08:52:48,461 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 08:52:48,527 - mmaction - INFO - mean_acc 0.4062 2021-06-07 08:52:48,530 - mmaction - INFO - Epoch(val) [63][897] top1_acc: 0.4368, top5_acc: 0.7469, mean_class_accuracy: 0.4062 2021-06-07 09:00:39,962 - mmaction - INFO - Epoch [64][20/897] lr: 9.034e-05, eta: 0:28:25, time: 23.568, data_time: 22.559, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8906, loss_cls: 1.1279, loss: 1.1279, grad_norm: 3.9766 2021-06-07 09:00:57,769 - mmaction - INFO - Epoch [64][40/897] lr: 9.034e-05, eta: 0:27:46, time: 0.893, data_time: 0.004, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8995, loss_cls: 1.0987, loss: 1.0987, grad_norm: 3.9949 2021-06-07 09:01:16,083 - mmaction - INFO - Epoch [64][60/897] lr: 9.034e-05, eta: 0:27:07, time: 0.916, data_time: 0.001, memory: 8462, top1_acc: 0.7016, top5_acc: 0.8844, loss_cls: 1.1318, loss: 1.1318, grad_norm: 3.9541 2021-06-07 09:01:34,961 - mmaction - INFO - Epoch [64][80/897] lr: 9.034e-05, eta: 0:26:28, time: 0.944, data_time: 0.001, memory: 8462, top1_acc: 0.7266, top5_acc: 0.9021, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.8582 2021-06-07 09:01:55,338 - mmaction - INFO - Epoch [64][100/897] lr: 9.034e-05, eta: 0:25:48, time: 1.019, data_time: 0.001, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8922, loss_cls: 1.0717, loss: 1.0717, grad_norm: 3.9301 2021-06-07 09:02:16,991 - mmaction - INFO - Epoch [64][120/897] lr: 9.034e-05, eta: 0:25:09, time: 1.083, data_time: 0.001, memory: 8462, top1_acc: 0.7208, top5_acc: 0.8948, loss_cls: 1.0479, loss: 1.0479, grad_norm: 3.8838 2021-06-07 09:02:40,478 - mmaction - INFO - Epoch [64][140/897] lr: 9.034e-05, eta: 0:24:30, time: 1.174, data_time: 0.001, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8964, loss_cls: 1.0774, loss: 1.0774, grad_norm: 3.9092 2021-06-07 09:03:05,860 - mmaction - INFO - Epoch [64][160/897] lr: 9.034e-05, eta: 0:23:51, time: 1.269, data_time: 0.001, memory: 8462, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.0734, loss: 1.0734, grad_norm: 4.0430 2021-06-07 09:03:33,100 - mmaction - INFO - Epoch [64][180/897] lr: 9.034e-05, eta: 0:23:12, time: 1.362, data_time: 0.001, memory: 8462, top1_acc: 0.7078, top5_acc: 0.9047, loss_cls: 1.0581, loss: 1.0581, grad_norm: 4.0258 2021-06-07 09:03:59,557 - mmaction - INFO - Epoch [64][200/897] lr: 9.034e-05, eta: 0:22:33, time: 1.323, data_time: 0.001, memory: 8462, top1_acc: 0.7094, top5_acc: 0.8964, loss_cls: 1.0569, loss: 1.0569, grad_norm: 3.9234 2021-06-07 09:04:28,411 - mmaction - INFO - Epoch [64][220/897] lr: 9.034e-05, eta: 0:21:54, time: 1.443, data_time: 0.001, memory: 8462, top1_acc: 0.7115, top5_acc: 0.9005, loss_cls: 1.0668, loss: 1.0668, grad_norm: 3.9096 2021-06-07 09:04:56,698 - mmaction - INFO - Epoch [64][240/897] lr: 9.034e-05, eta: 0:21:15, time: 1.414, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.8995, loss_cls: 1.1101, loss: 1.1101, grad_norm: 4.0240 2021-06-07 09:05:26,047 - mmaction - INFO - Epoch [64][260/897] lr: 9.034e-05, eta: 0:20:36, time: 1.467, data_time: 0.001, memory: 8462, top1_acc: 0.6896, top5_acc: 0.8865, loss_cls: 1.1536, loss: 1.1536, grad_norm: 4.1262 2021-06-07 09:05:55,368 - mmaction - INFO - Epoch [64][280/897] lr: 9.034e-05, eta: 0:19:57, time: 1.466, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.9047, loss_cls: 1.0438, loss: 1.0438, grad_norm: 3.8384 2021-06-07 09:06:24,965 - mmaction - INFO - Epoch [64][300/897] lr: 9.034e-05, eta: 0:19:18, time: 1.480, data_time: 0.001, memory: 8462, top1_acc: 0.6870, top5_acc: 0.8828, loss_cls: 1.1331, loss: 1.1331, grad_norm: 3.9663 2021-06-07 09:06:55,114 - mmaction - INFO - Epoch [64][320/897] lr: 9.034e-05, eta: 0:18:40, time: 1.507, data_time: 0.001, memory: 8462, top1_acc: 0.6885, top5_acc: 0.8995, loss_cls: 1.1248, loss: 1.1248, grad_norm: 4.2220 2021-06-07 09:07:25,217 - mmaction - INFO - Epoch [64][340/897] lr: 9.034e-05, eta: 0:18:01, time: 1.505, data_time: 0.001, memory: 8462, top1_acc: 0.7198, top5_acc: 0.9005, loss_cls: 1.0753, loss: 1.0753, grad_norm: 3.9616 2021-06-07 09:07:56,752 - mmaction - INFO - Epoch [64][360/897] lr: 9.034e-05, eta: 0:17:22, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.6937, top5_acc: 0.8901, loss_cls: 1.1433, loss: 1.1433, grad_norm: 4.1002 2021-06-07 09:08:27,714 - mmaction - INFO - Epoch [64][380/897] lr: 9.034e-05, eta: 0:16:43, time: 1.548, data_time: 0.001, memory: 8462, top1_acc: 0.7146, top5_acc: 0.8870, loss_cls: 1.0857, loss: 1.0857, grad_norm: 3.9395 2021-06-07 09:08:58,245 - mmaction - INFO - Epoch [64][400/897] lr: 9.034e-05, eta: 0:16:04, time: 1.527, data_time: 0.001, memory: 8462, top1_acc: 0.7052, top5_acc: 0.9000, loss_cls: 1.0639, loss: 1.0639, grad_norm: 4.0129 2021-06-07 09:09:29,586 - mmaction - INFO - Epoch [64][420/897] lr: 9.034e-05, eta: 0:15:25, time: 1.567, data_time: 0.001, memory: 8462, top1_acc: 0.7115, top5_acc: 0.9042, loss_cls: 1.0756, loss: 1.0756, grad_norm: 4.1610 2021-06-07 09:10:01,644 - mmaction - INFO - Epoch [64][440/897] lr: 9.034e-05, eta: 0:14:46, time: 1.603, data_time: 0.001, memory: 8462, top1_acc: 0.6995, top5_acc: 0.8844, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.1697 2021-06-07 09:10:32,825 - mmaction - INFO - Epoch [64][460/897] lr: 9.034e-05, eta: 0:14:07, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.7104, top5_acc: 0.8964, loss_cls: 1.0737, loss: 1.0737, grad_norm: 3.9244 2021-06-07 09:11:05,632 - mmaction - INFO - Epoch [64][480/897] lr: 9.034e-05, eta: 0:13:29, time: 1.640, data_time: 0.001, memory: 8462, top1_acc: 0.7010, top5_acc: 0.8906, loss_cls: 1.0986, loss: 1.0986, grad_norm: 4.0095 2021-06-07 09:11:38,002 - mmaction - INFO - Epoch [64][500/897] lr: 9.034e-05, eta: 0:12:50, time: 1.618, data_time: 0.001, memory: 8462, top1_acc: 0.7099, top5_acc: 0.8990, loss_cls: 1.0906, loss: 1.0906, grad_norm: 3.9740 2021-06-07 09:12:10,631 - mmaction - INFO - Epoch [64][520/897] lr: 9.034e-05, eta: 0:12:11, time: 1.631, data_time: 0.001, memory: 8462, top1_acc: 0.7167, top5_acc: 0.8917, loss_cls: 1.0834, loss: 1.0834, grad_norm: 3.9777 2021-06-07 09:12:41,780 - mmaction - INFO - Epoch [64][540/897] lr: 9.034e-05, eta: 0:11:32, time: 1.557, data_time: 0.001, memory: 8462, top1_acc: 0.6958, top5_acc: 0.8953, loss_cls: 1.1034, loss: 1.1034, grad_norm: 4.0424 2021-06-07 09:13:14,532 - mmaction - INFO - Epoch [64][560/897] lr: 9.034e-05, eta: 0:10:53, time: 1.638, data_time: 0.001, memory: 8462, top1_acc: 0.7245, top5_acc: 0.9047, loss_cls: 1.0334, loss: 1.0334, grad_norm: 3.9445 2021-06-07 09:13:45,323 - mmaction - INFO - Epoch [64][580/897] lr: 9.034e-05, eta: 0:10:14, time: 1.539, data_time: 0.001, memory: 8462, top1_acc: 0.7089, top5_acc: 0.8891, loss_cls: 1.1022, loss: 1.1022, grad_norm: 3.9766 2021-06-07 09:14:17,087 - mmaction - INFO - Epoch [64][600/897] lr: 9.034e-05, eta: 0:09:35, time: 1.588, data_time: 0.001, memory: 8462, top1_acc: 0.7135, top5_acc: 0.8859, loss_cls: 1.0827, loss: 1.0827, grad_norm: 3.8878 2021-06-07 09:14:48,627 - mmaction - INFO - Epoch [64][620/897] lr: 9.034e-05, eta: 0:08:57, time: 1.577, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8865, loss_cls: 1.1686, loss: 1.1686, grad_norm: 4.0928 2021-06-07 09:15:19,993 - mmaction - INFO - Epoch [64][640/897] lr: 9.034e-05, eta: 0:08:18, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.6891, top5_acc: 0.8865, loss_cls: 1.1498, loss: 1.1498, grad_norm: 4.1038 2021-06-07 09:15:51,090 - mmaction - INFO - Epoch [64][660/897] lr: 9.034e-05, eta: 0:07:39, time: 1.555, data_time: 0.001, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8911, loss_cls: 1.1256, loss: 1.1256, grad_norm: 4.0596 2021-06-07 09:16:22,270 - mmaction - INFO - Epoch [64][680/897] lr: 9.034e-05, eta: 0:07:00, time: 1.559, data_time: 0.001, memory: 8462, top1_acc: 0.7161, top5_acc: 0.9010, loss_cls: 1.0721, loss: 1.0721, grad_norm: 3.9968 2021-06-07 09:16:52,625 - mmaction - INFO - Epoch [64][700/897] lr: 9.034e-05, eta: 0:06:21, time: 1.518, data_time: 0.001, memory: 8462, top1_acc: 0.7161, top5_acc: 0.8974, loss_cls: 1.0709, loss: 1.0709, grad_norm: 3.9321 2021-06-07 09:17:23,312 - mmaction - INFO - Epoch [64][720/897] lr: 9.034e-05, eta: 0:05:43, time: 1.534, data_time: 0.001, memory: 8462, top1_acc: 0.7021, top5_acc: 0.9005, loss_cls: 1.1330, loss: 1.1330, grad_norm: 4.0728 2021-06-07 09:17:54,674 - mmaction - INFO - Epoch [64][740/897] lr: 9.034e-05, eta: 0:05:04, time: 1.568, data_time: 0.001, memory: 8462, top1_acc: 0.7026, top5_acc: 0.8964, loss_cls: 1.0987, loss: 1.0987, grad_norm: 3.9470 2021-06-07 09:18:25,152 - mmaction - INFO - Epoch [64][760/897] lr: 9.034e-05, eta: 0:04:25, time: 1.524, data_time: 0.001, memory: 8462, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1193, loss: 1.1193, grad_norm: 4.0353 2021-06-07 09:18:55,742 - mmaction - INFO - Epoch [64][780/897] lr: 9.034e-05, eta: 0:03:46, time: 1.530, data_time: 0.001, memory: 8462, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1138, loss: 1.1138, grad_norm: 4.0734 2021-06-07 09:19:25,972 - mmaction - INFO - Epoch [64][800/897] lr: 9.034e-05, eta: 0:03:07, time: 1.512, data_time: 0.001, memory: 8462, top1_acc: 0.7042, top5_acc: 0.8958, loss_cls: 1.0701, loss: 1.0701, grad_norm: 3.9910 2021-06-07 09:19:56,193 - mmaction - INFO - Epoch [64][820/897] lr: 9.034e-05, eta: 0:02:29, time: 1.511, data_time: 0.001, memory: 8462, top1_acc: 0.7203, top5_acc: 0.9026, loss_cls: 1.0417, loss: 1.0417, grad_norm: 3.8378 2021-06-07 09:20:26,690 - mmaction - INFO - Epoch [64][840/897] lr: 9.034e-05, eta: 0:01:50, time: 1.525, data_time: 0.001, memory: 8462, top1_acc: 0.7250, top5_acc: 0.9000, loss_cls: 1.0421, loss: 1.0421, grad_norm: 3.9319 2021-06-07 09:20:56,608 - mmaction - INFO - Epoch [64][860/897] lr: 9.034e-05, eta: 0:01:11, time: 1.496, data_time: 0.001, memory: 8462, top1_acc: 0.6953, top5_acc: 0.8896, loss_cls: 1.1263, loss: 1.1263, grad_norm: 4.0744 2021-06-07 09:21:27,484 - mmaction - INFO - Epoch [64][880/897] lr: 9.034e-05, eta: 0:00:32, time: 1.544, data_time: 0.001, memory: 8462, top1_acc: 0.7005, top5_acc: 0.8870, loss_cls: 1.1636, loss: 1.1636, grad_norm: 4.1385 2021-06-07 09:21:57,157 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-06-07 09:30:25,632 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-07 09:30:25,884 - mmaction - INFO - top1_acc 0.4410 top5_acc 0.7493 2021-06-07 09:30:25,884 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-07 09:30:25,948 - mmaction - INFO - mean_acc 0.4092 2021-06-07 09:30:27,191 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2021-06-07 09:30:27,191 - mmaction - INFO - Best top1_acc is 0.4410 at 64 epoch. 2021-06-07 09:30:27,196 - mmaction - INFO - Epoch(val) [64][897] top1_acc: 0.4410, top5_acc: 0.7493, mean_class_accuracy: 0.4092